package eu.dnetlib.dhp.broker.oa; import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession; import java.util.Optional; import org.apache.commons.io.IOUtils; import org.apache.spark.SparkConf; import org.apache.spark.api.java.function.MapFunction; import org.apache.spark.sql.Dataset; import org.apache.spark.sql.Encoders; import org.apache.spark.sql.TypedColumn; import org.apache.spark.util.LongAccumulator; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import eu.dnetlib.broker.objects.OaBrokerMainEntity; import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.broker.oa.util.ClusterUtils; import eu.dnetlib.dhp.broker.oa.util.aggregators.withRels.RelatedDataset; import eu.dnetlib.dhp.broker.oa.util.aggregators.withRels.RelatedDatasetAggregator; import scala.Tuple2; public class JoinStep3Job { private static final Logger log = LoggerFactory.getLogger(JoinStep3Job.class); public static void main(final String[] args) throws Exception { final ArgumentApplicationParser parser = new ArgumentApplicationParser( IOUtils .toString( JoinStep3Job.class .getResourceAsStream("/eu/dnetlib/dhp/broker/oa/common_params.json"))); parser.parseArgument(args); final Boolean isSparkSessionManaged = Optional .ofNullable(parser.get("isSparkSessionManaged")) .map(Boolean::valueOf) .orElse(Boolean.TRUE); log.info("isSparkSessionManaged: {}", isSparkSessionManaged); final String workingDir = parser.get("workingDir"); log.info("workingDir: {}", workingDir); final String joinedEntitiesPath = workingDir + "/joinedEntities_step3"; log.info("joinedEntitiesPath: {}", joinedEntitiesPath); final SparkConf conf = new SparkConf(); runWithSparkSession(conf, isSparkSessionManaged, spark -> { ClusterUtils.removeDir(spark, joinedEntitiesPath); final LongAccumulator total = spark.sparkContext().longAccumulator("total_entities"); final Dataset sources = ClusterUtils .readPath(spark, workingDir + "/joinedEntities_step2", OaBrokerMainEntity.class); final Dataset typedRels = ClusterUtils .readPath(spark, workingDir + "/relatedDatasets", RelatedDataset.class); final TypedColumn, OaBrokerMainEntity> aggr = new RelatedDatasetAggregator() .toColumn(); final Dataset dataset = sources .joinWith(typedRels, sources.col("openaireId").equalTo(typedRels.col("source")), "left_outer") .groupByKey( (MapFunction, String>) t -> t._1.getOpenaireId(), Encoders.STRING()) .agg(aggr) .map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class)); ClusterUtils.save(dataset, joinedEntitiesPath, OaBrokerMainEntity.class, total); }); } }