package mobvista.dmp.common; import mobvista.dmp.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.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.input.FileSplit; import org.apache.hadoop.mapreduce.lib.input.TextInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.codehaus.jackson.JsonNode; import org.codehaus.jackson.map.ObjectMapper; import org.codehaus.jackson.type.JavaType; import java.io.IOException; import java.util.HashMap; import java.util.Map; /** * author: houying * date : 16-11-10 * desc : */ public class InterestPackageJoinMR extends CommonMapReduce { public InterestPackageJoinMR(String name, Class<? extends Mapper> mapperClass, Class<? extends Reducer> reducerClass) { super(name, mapperClass, reducerClass); } public static class InterestPackageJoinMapper extends CommonMapper { private ObjectMapper objectMapper; private JavaType javaType; private Map<String, String> broadcast; @Override protected void setup(Context context) throws IOException, InterruptedException { objectMapper = new ObjectMapper(); javaType = objectMapper.getTypeFactory().constructMapType(HashMap.class, String.class, String.class); try { // 将broadcast反序列化成map对象 String convert = context.getConfiguration().get(Constants.MR_BROADCAST_STR); broadcast = decodeObject(convert, HashMap.class); } catch (Exception e) { throw new RuntimeException(e); } } @Override protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { String[] array = MRUtils.SPLITTER.split(value.toString(), -1); if (array.length != 4) { CommonMapReduce.setMetrics(context,"DMP","column_num_error",1); return; } String deviceId = array[0]; String deviceType = array[1]; String platform = array[2]; JsonNode appList = objectMapper.readTree(array[3]); for (JsonNode app: appList) { Map<String, String> map = objectMapper.readValue(app, javaType); String packageName = map.get("package_name"); String tags = broadcast.get(packageName); if (tags != null) { outKey.set(MRUtils.JOINER.join( deviceId, deviceType, platform )); outValue.set(MRUtils.JOINER.join( packageName, tags )); context.write(outKey, outValue); } } } } @Override protected void otherSetting(Job job, String[] args) throws Exception { job.setNumReduceTasks(0); // 读取广播内容,用于map side join Configuration conf = job.getConfiguration(); Map<String, String> broadcast = buildBroadcast(args[0], conf, 0, 3); String convert = encodeObject(broadcast); conf.set(Constants.MR_BROADCAST_STR, convert); } @Override protected void setOutputPath(Job job, String[] args) throws IOException { FileOutputFormat.setOutputPath(job, new Path(args[2])); FileOutputFormat.setCompressOutput(job, false); } @Override protected void setInputPath(Job job, String[] args) throws IOException { FileInputFormat.addInputPath(job, new Path(args[1])); } public static void main(String[] args) throws Exception { start(new InterestPackageJoinMR("interest package join job", InterestPackageJoinMapper.class, null), args); } }