Examples with LogStats co.cask.cdap.spark.app.SparkAppUsingGetDataset.LogStats used on opensource projects

Example 1 with LogStats

use of co.cask.cdap.spark.app.SparkAppUsingGetDataset.LogStats in project cdap by caskdata.

the class SparkLogParser method run.

@Override
public void run(JavaSparkExecutionContext sec) throws Exception {
    JavaSparkContext jsc = new JavaSparkContext();
    Map<String, String> runtimeArguments = sec.getRuntimeArguments();
    String inputFileSet = runtimeArguments.get("input");
    final String outputTable = runtimeArguments.get("output");
    JavaPairRDD<LongWritable, Text> input = sec.fromDataset(inputFileSet);
    final JavaPairRDD<String, String> aggregated = input.mapToPair(new PairFunction<Tuple2<LongWritable, Text>, LogKey, LogStats>() {

        @Override
        public Tuple2<LogKey, LogStats> call(Tuple2<LongWritable, Text> input) throws Exception {
            return SparkAppUsingGetDataset.parse(input._2());
        }
    }).reduceByKey(new Function2<LogStats, LogStats, LogStats>() {

        @Override
        public LogStats call(LogStats stats1, LogStats stats2) throws Exception {
            return stats1.aggregate(stats2);
        }
    }).mapPartitionsToPair(new PairFlatMapFunction<Iterator<Tuple2<LogKey, LogStats>>, String, String>() {

        @Override
        public Iterable<Tuple2<String, String>> call(Iterator<Tuple2<LogKey, LogStats>> itor) throws Exception {
            final Gson gson = new Gson();
            return Lists.newArrayList(Iterators.transform(itor, new Function<Tuple2<LogKey, LogStats>, Tuple2<String, String>>() {

                @Override
                public Tuple2<String, String> apply(Tuple2<LogKey, LogStats> input) {
                    return new Tuple2<>(gson.toJson(input._1()), gson.toJson(input._2()));
                }
            }));
        }
    });
    // Collect all data to driver and write to dataset directly. That's the intend of the test.
    sec.execute(new TxRunnable() {

        @Override
        public void run(DatasetContext context) throws Exception {
            KeyValueTable kvTable = context.getDataset(outputTable);
            for (Map.Entry<String, String> entry : aggregated.collectAsMap().entrySet()) {
                kvTable.write(entry.getKey(), entry.getValue());
            }
        }
    });
}