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package mobvista.dmp.datasource.tracking.mapreduce;
import mobvista.dmp.common.CommonMapReduce;
import mobvista.dmp.datasource.ga.mapreduce.vo.TextPair;
import mobvista.prd.datasource.util.MRUtils;
import org.apache.commons.lang.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.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;
/**
* Created by liushuai on 2017/3/20 0020.
* desc : 清洗3s设备每日安装的app数据
*/
public class TrackingInstallDailyMR {
public static void main(String[] args) throws InterruptedException, IOException, ClassNotFoundException {
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, "TrackingInstallDailyMR");
job.setJarByClass(TrackingInstallDailyMR.class);
FileOutputFormat.setCompressOutput(job, true);
FileOutputFormat.setOutputCompressorClass(job, GzipCodec.class);
job.setMapperClass(TrackingInstallDailyMapper.class);
job.setReducerClass(TrackingInstallDailyReducer.class);
job.setMapOutputKeyClass(TextPair.class);
job.setMapOutputValueClass(Text.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(NullWritable.class);
job.setGroupingComparatorClass(TextPair.FirstComparator.class);
job.setPartitionerClass(TextPair.FirstPartitioner.class);
FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
FileInputFormat.addInputPath(job, new Path(otherArgs[1]));
FileOutputFormat.setOutputPath(job, new Path(otherArgs[2]));
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
public static class TrackingInstallDailyMapper extends Mapper<LongWritable, Text, TextPair, Text> {
String date;
Text outValue = new Text();
TextPair outKey = new TextPair();
public void setup(Context context) throws IOException {
date = context.getConfiguration().get("task.date");
}
public void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String line = value.toString();
if (line.contains("\t")) {
String[] fields = MRUtils.SPLITTER.split(line, -1);
if (fields.length != 3) {
return;
}
outKey.set(fields[0], "0");
outValue.set(MRUtils.JOINER.join(
fields[1], // 平台
fields[2], // package_name
"0"
));
context.write(outKey, outValue);
} else {
String[] fields = line.split(",", -1);
if(fields != null && fields.length >= 29) {
// if (!fields[10].isEmpty() && ( fields[10].matches(CommonMapReduce.andriodIdPtn) || ( fields[10].matches(CommonMapReduce.didPtn) && !fields[10].equals(CommonMapReduce.allZero)))) { // adrId 在该字段中
if (fields[10].matches(CommonMapReduce.didPtn) && !fields[10].equals(CommonMapReduce.allZero)) {
outKey.set(fields[1], "1");
outValue.set(MRUtils.JOINER.join(fields[10], fields[3].toUpperCase(), date, "1"));
context.write(outKey, outValue);
} else if (fields[28].matches(CommonMapReduce.didPtn) && !fields[28].equals(CommonMapReduce.allZero)) {
outKey.set(fields[1], "1");
outValue.set(MRUtils.JOINER.join(fields[28], fields[3].toUpperCase(), date, "1"));
context.write(outKey, outValue);
}
if (!fields[10].isEmpty() && fields[10].matches(CommonMapReduce.andriodIdPtn)) {
// System.out.println("TrackingInstallDailyMapper:" + fields[10]);
outKey.set(fields[1], "1");
outValue.set(MRUtils.JOINER.join(fields[10], fields[3].toUpperCase(), date, "1"));
context.write(outKey, outValue);
}
if (!fields[11].isEmpty() && fields[11].matches(CommonMapReduce.imeiPtn)) { // add imei信息
outKey.set(fields[1], "1");
outValue.set(MRUtils.JOINER.join("imei", fields[11], fields[3].toUpperCase(), date, "1"));
context.write(outKey, outValue);
}
}
}
}
}
public static class TrackingInstallDailyReducer extends Reducer<TextPair, Text, Text, NullWritable> {
private Text outKey = new Text();
private static final String idfaRegex = "^[0-9A-F]{8}(-[0-9A-F]{4}){3}-[0-9A-F]{12}$";
public void reduce(TextPair key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
String first = values.iterator().next().toString();
String[] firstSplits = MRUtils.SPLITTER.split(first, -1);
// 验证如果第一条数据不是来自campaign表或来自campaign表但包名不为空，则返回
String packageName = firstSplits[1];
String source = firstSplits[firstSplits.length - 1];
if ("0".equals(source)) {
if (StringUtils.isEmpty(packageName)) {
return;
}
} else {
// 第一条不是campaign，不能匹配到package 故退出
return;
}
for (Text value : values) {
String[] fields = MRUtils.SPLITTER.split(value.toString(), -1);
if(fields.length == 5){ // imei信息
outKey.set(MRUtils.JOINER.join(fields[1], "imei", "android", packageName, fields[3], fields[2]));
context.write(outKey, NullWritable.get());
}else {
String deviceId = fields[0].replaceAll("\"", "").replaceAll("\\[", "");
String platform = getPlatform(firstSplits[0], deviceId);
String deviceType = getDeviceType(platform);
if ("ios".equals(platform)) {
packageName = packageName.replace("id", "");
}
if(deviceId.matches(CommonMapReduce.andriodIdPtn)) {
deviceType = "androidid"; //adr type
}
outKey.set(MRUtils.JOINER.join(deviceId, deviceType, platform, packageName, fields[2], fields[1]));
context.write(outKey, NullWritable.get());
}
}
}
private String getPlatform(String platform, String deviceId) {
if (!"ios".equalsIgnoreCase(platform) && !"android".equalsIgnoreCase(platform)) {
if (deviceId.matches(idfaRegex)) {
return "ios";
} else {
return "android";
}
}
return platform;
}
private String getDeviceType(String platform) {
switch (platform) {
case "ios":
return "idfa";
case "android":
return "gaid";
case "adr":
return "gaid";
default:
return "unknown";
}
}
}
}