package eu.dnetlib.dhp.oa.graph.raw; import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession; import java.io.FileNotFoundException; import java.util.Objects; import java.util.Optional; import org.apache.commons.io.IOUtils; import org.apache.spark.SparkConf; import org.apache.spark.api.java.function.FilterFunction; 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.graph.raw.common.RelationIdMapping; import eu.dnetlib.dhp.schema.oaf.Relation; import scala.Tuple2; public class PatchRelationsApplication { private static final Logger log = LoggerFactory.getLogger(PatchRelationsApplication.class); private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper(); public static void main(final String[] args) throws Exception { final ArgumentApplicationParser parser = new ArgumentApplicationParser( IOUtils .toString( Optional .ofNullable( PatchRelationsApplication.class .getResourceAsStream( "/eu/dnetlib/dhp/oa/graph/patch_relations_parameters.json")) .orElseThrow(FileNotFoundException::new))); parser.parseArgument(args); final Boolean isSparkSessionManaged = Optional .ofNullable(parser.get("isSparkSessionManaged")) .map(Boolean::valueOf) .orElse(Boolean.TRUE); log.info("isSparkSessionManaged: {}", isSparkSessionManaged); final String graphBasePath = parser.get("graphBasePath"); log.info("graphBasePath: {}", graphBasePath); final String workingDir = parser.get("workingDir"); log.info("workingDir: {}", workingDir); final String idMappingPath = parser.get("idMappingPath"); log.info("idMappingPath: {}", idMappingPath); final SparkConf conf = new SparkConf(); runWithSparkSession( conf, isSparkSessionManaged, spark -> patchRelations(spark, graphBasePath, workingDir, idMappingPath)); } /** * Substitutes the identifiers (source/target) from the set of relations part of the graphBasePath included in the * mapping provided by the dataset stored on idMappingPath, using workingDir as intermediate storage location. * * @param spark the SparkSession * @param graphBasePath base graph path providing the set of relations to patch * @param workingDir intermediate storage location * @param idMappingPath dataset providing the old -> new identifier mapping */ private static void patchRelations(final SparkSession spark, final String graphBasePath, final String workingDir, final String idMappingPath) { final String relationPath = graphBasePath + "/relation"; final Dataset rels = Utils.readPath(spark, relationPath, Relation.class); final Dataset idMapping = Utils.readPath(spark, idMappingPath, RelationIdMapping.class); log.info("relations: {}", rels.count()); log.info("idMapping: {}", idMapping.count()); final Dataset bySource = rels .joinWith(idMapping, rels.col("source").equalTo(idMapping.col("oldId")), "left") .map((MapFunction, Relation>) t -> { final Relation r = t._1(); Optional .ofNullable(t._2()) .map(RelationIdMapping::getNewId) .ifPresent(r::setSource); return r; }, Encoders.bean(Relation.class)); bySource .joinWith(idMapping, bySource.col("target").equalTo(idMapping.col("oldId")), "left") .map((MapFunction, Relation>) t -> { final Relation r = t._1(); Optional .ofNullable(t._2()) .map(RelationIdMapping::getNewId) .ifPresent(r::setTarget); return r; }, Encoders.bean(Relation.class)) .map( (MapFunction) OBJECT_MAPPER::writeValueAsString, Encoders.STRING()) .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .text(workingDir); spark .read() .textFile(workingDir) .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .text(relationPath); } }