fix issue with flatMap - the return type must not be null
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773735f870
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@ -57,7 +57,7 @@ public class PrepareProjects {
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final String outputPath = parser.get("outputPath");
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log.info("outputPath {}: ", outputPath);
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final String dbProjectPath = parser.get("dbProjectPath");
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final String dbProjectPath = parser.get("dbProjectPath");
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log.info("dbProjectPath {}: ", dbProjectPath);
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SparkConf conf = new SparkConf();
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@ -75,56 +75,39 @@ public class PrepareProjects {
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HdfsSupport.remove(path, spark.sparkContext().hadoopConfiguration());
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}
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private static void exec(SparkSession spark, String progjectPath, String dbProjectPath, String outputPath) {
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Dataset<CSVProject> project = readPath(spark, progjectPath, CSVProject.class);
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private static void exec(SparkSession spark, String projectPath, String dbProjectPath, String outputPath) {
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Dataset<CSVProject> project = readPath(spark, projectPath, CSVProject.class);
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Dataset<ProjectSubset> dbProjects = readPath(spark, dbProjectPath, ProjectSubset.class);
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dbProjects.joinWith(project, dbProjects.col("code").equalTo(project.col("id")), "left")
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.flatMap((FlatMapFunction<Tuple2<ProjectSubset, CSVProject>, CSVProject>) value -> {
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Optional<CSVProject> csvProject = Optional.ofNullable(value._2());
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if(! csvProject.isPresent()){
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return null;
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}
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List<CSVProject> csvProjectList = new ArrayList<>();
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String[] programme = csvProject.get().getProgramme().split(";");
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Arrays
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.stream(programme)
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.forEach(p -> {
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CSVProject proj = new CSVProject();
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proj.setProgramme(p);
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proj.setId(csvProject.get().getId());
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csvProjectList.add(proj);
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});
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dbProjects
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.joinWith(project, dbProjects.col("code").equalTo(project.col("id")), "left")
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.flatMap(getTuple2CSVProjectFlatMapFunction(), Encoders.bean(CSVProject.class))
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.filter(Objects::nonNull)
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.write()
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.mode(SaveMode.Overwrite)
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.option("compression", "gzip")
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.json(outputPath);
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return csvProjectList.iterator();
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}, Encoders.bean(CSVProject.class))
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.write()
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.mode(SaveMode.Overwrite)
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.option("compression", "gzip")
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.json(outputPath);
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//
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// .map(value -> {
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// Optional<CSVProject> csvProject = Optional.ofNullable(value._2());
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// }, Encoders.bean(CSVProject.class))
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// .filter(Objects::nonNull)
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// .toJavaRDD()
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// .flatMap(p -> {
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// List<CSVProject> csvProjectList = new ArrayList<>();
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// String[] programme = p.getProgramme().split(";");
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// Arrays
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// .stream(programme)
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// .forEach(value -> {
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// CSVProject csvProject = new CSVProject();
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// csvProject.setProgramme(value);
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// csvProject.setId(p.getId());
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// csvProjectList.add(csvProject);
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// });
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//
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// return csvProjectList.iterator();
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// })
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// .map(p -> OBJECT_MAPPER.writeValueAsString(p))
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// .saveAsTextFile(outputPath);
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}
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private static FlatMapFunction<Tuple2<ProjectSubset, CSVProject>, CSVProject> getTuple2CSVProjectFlatMapFunction() {
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return (FlatMapFunction<Tuple2<ProjectSubset, CSVProject>, CSVProject>) value -> {
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Optional<CSVProject> csvProject = Optional.ofNullable(value._2());
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List<CSVProject> csvProjectList = new ArrayList<>();
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if (csvProject.isPresent()) {
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String[] programme = csvProject.get().getProgramme().split(";");
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Arrays
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.stream(programme)
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.forEach(p -> {
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CSVProject proj = new CSVProject();
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proj.setProgramme(p);
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proj.setId(csvProject.get().getId());
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csvProjectList.add(proj);
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});
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}
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return csvProjectList.iterator();
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};
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}
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public static <R> Dataset<R> readPath(
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