dhp-graph-dump/dump/src/main/java/eu/dnetlib/dhp/oa/graph/dump/subset/SparkSelectValidRelationCon...

154 lines
5.6 KiB
Java

package eu.dnetlib.dhp.oa.graph.dump.subset;
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
import java.io.Serializable;
import java.util.Optional;
import org.apache.commons.io.IOUtils;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.function.ForeachFunction;
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.SaveMode;
import org.apache.spark.sql.SparkSession;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.oa.graph.dump.Utils;
import eu.dnetlib.dhp.oa.model.graph.GraphResult;
import eu.dnetlib.dhp.oa.model.graph.Relation;
import eu.dnetlib.dhp.oa.model.graph.ResearchCommunity;
import scala.Tuple2;
/**
* @author miriam.baglioni
* @Date 15/11/22
*/
public class SparkSelectValidRelationContext implements Serializable {
private static final Logger log = LoggerFactory.getLogger(SparkSelectValidRelationContext.class);
public static void main(String[] args) throws Exception {
String jsonConfiguration = IOUtils
.toString(
SparkSelectValidRelationContext.class
.getResourceAsStream(
"/eu/dnetlib/dhp/oa/graph/dump/input_select_valid_relation_context_parameters.json"));
final ArgumentApplicationParser parser = new ArgumentApplicationParser(jsonConfiguration);
parser.parseArgument(args);
Boolean isSparkSessionManaged = Optional
.ofNullable(parser.get("isSparkSessionManaged"))
.map(Boolean::valueOf)
.orElse(Boolean.TRUE);
log.info("isSparkSessionManaged: {}", isSparkSessionManaged);
// results dumped
final String inputPath = parser.get("sourcePath");
log.info("inputPath: {}", inputPath);
final String contextRelationPath = parser.get("contextRelationPath");
log.info("contextRelationPath: {}", contextRelationPath);
SparkConf conf = new SparkConf();
runWithSparkSession(
conf,
isSparkSessionManaged,
spark -> {
selectValidRelation(spark, inputPath, contextRelationPath);
});
}
private static void selectValidRelation(SparkSession spark, String inputPath,
String contextRelationPath) {
// read the results
Dataset<String> dumpedIds = Utils
.readPath(spark, inputPath + "/publication", GraphResult.class)
.map((MapFunction<GraphResult, String>) r -> r.getId(), Encoders.STRING())
.union(
Utils
.readPath(spark, inputPath + "/dataset", GraphResult.class)
.map((MapFunction<GraphResult, String>) r -> r.getId(), Encoders.STRING()))
.union(
Utils
.readPath(spark, inputPath + "/software", GraphResult.class)
.map((MapFunction<GraphResult, String>) r -> r.getId(), Encoders.STRING()))
.union(
Utils
.readPath(spark, inputPath + "/otherresearchproduct", GraphResult.class)
.map((MapFunction<GraphResult, String>) r -> r.getId(), Encoders.STRING()))
.union(
Utils
.readPath(spark, inputPath + "/organization", eu.dnetlib.dhp.oa.model.graph.Organization.class)
.map(
(MapFunction<eu.dnetlib.dhp.oa.model.graph.Organization, String>) o -> o.getId(),
Encoders.STRING()))
.union(
Utils
.readPath(spark, inputPath + "/project", eu.dnetlib.dhp.oa.model.graph.Project.class)
.map(
(MapFunction<eu.dnetlib.dhp.oa.model.graph.Project, String>) o -> o.getId(), Encoders.STRING()))
.union(
Utils
.readPath(spark, inputPath + "/datasource", eu.dnetlib.dhp.oa.model.graph.Datasource.class)
.map(
(MapFunction<eu.dnetlib.dhp.oa.model.graph.Datasource, String>) o -> o.getId(),
Encoders.STRING()));
Dataset<Tuple2<String, Relation>> relationSource = Utils
.readPath(spark, contextRelationPath + "/context", Relation.class)
.union(Utils.readPath(spark, contextRelationPath + "/contextOrg", Relation.class))
.map(
(MapFunction<Relation, Tuple2<String, Relation>>) r -> new Tuple2<>(r.getSource(), r),
Encoders.tuple(Encoders.STRING(), Encoders.bean(Relation.class)));
Dataset<ResearchCommunity> allowedContext = Utils
.readPath(spark, inputPath + "/communities_infrastructures", ResearchCommunity.class);
Dataset<Tuple2<String, Relation>> relJoinSource = relationSource
.joinWith(dumpedIds, relationSource.col("_1").equalTo(dumpedIds.col("value")))
.map(
(MapFunction<Tuple2<Tuple2<String, Relation>, String>, Tuple2<String, Relation>>) t2 -> new Tuple2<>(
t2._1()._2().getTarget(), t2._1()._2()),
Encoders.tuple(Encoders.STRING(), Encoders.bean(Relation.class)));
relJoinSource
.joinWith(allowedContext, relJoinSource.col("_1").equalTo(allowedContext.col("id")))
.map(
(MapFunction<Tuple2<Tuple2<String, Relation>, ResearchCommunity>, Relation>) t2 -> t2._1()._2(),
Encoders.bean(eu.dnetlib.dhp.oa.model.graph.Relation.class))
.write()
.mode(SaveMode.Append)
.option("compression", "gzip")
.json(inputPath + "/relation");
relJoinSource = relationSource
.joinWith(allowedContext, relationSource.col("_1").equalTo(allowedContext.col("id")))
.map(
(MapFunction<Tuple2<Tuple2<String, Relation>, ResearchCommunity>, Tuple2<String, Relation>>) t2 -> new Tuple2<>(
t2._1()._2().getTarget(), t2._1()._2()),
Encoders.tuple(Encoders.STRING(), Encoders.bean(Relation.class)));
relJoinSource
.joinWith(dumpedIds, relJoinSource.col("_1").equalTo(dumpedIds.col("value")))
.map(
(MapFunction<Tuple2<Tuple2<String, Relation>, String>, Relation>) t2 -> t2._1()._2(),
Encoders.bean(Relation.class))
.write()
.mode(SaveMode.Append)
.option("compression", "gzip")
.json(inputPath + "/relation");
}
}