package eu.dnetlib.dhp.oa.dedup; import java.io.IOException; import java.util.Optional; import org.apache.commons.io.IOUtils; import org.apache.spark.SparkConf; import org.apache.spark.api.java.JavaSparkContext; import org.apache.spark.api.java.function.MapFunction; import org.apache.spark.api.java.function.PairFunction; 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.dom4j.DocumentException; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import org.xml.sax.SAXException; import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.schema.oaf.DataInfo; import eu.dnetlib.dhp.schema.oaf.Relation; import eu.dnetlib.dhp.utils.ISLookupClientFactory; import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpException; import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService; import eu.dnetlib.pace.config.DedupConfig; import eu.dnetlib.pace.model.MapDocument; import eu.dnetlib.pace.util.MapDocumentUtil; import scala.Tuple2; public class SparkWhitelistSimRels extends AbstractSparkAction { private static final Logger log = LoggerFactory.getLogger(SparkCreateSimRels.class); private static final String WHITELIST_SEPARATOR = "####"; public SparkWhitelistSimRels(ArgumentApplicationParser parser, SparkSession spark) { super(parser, spark); } public static void main(String[] args) throws Exception { ArgumentApplicationParser parser = new ArgumentApplicationParser( IOUtils .toString( SparkCreateSimRels.class .getResourceAsStream( "/eu/dnetlib/dhp/oa/dedup/whitelistSimRels_parameters.json"))); parser.parseArgument(args); SparkConf conf = new SparkConf(); new SparkWhitelistSimRels(parser, getSparkSession(conf)) .run(ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl"))); } @Override public void run(ISLookUpService isLookUpService) throws DocumentException, IOException, ISLookUpException, SAXException { // read oozie parameters final String graphBasePath = parser.get("graphBasePath"); final String isLookUpUrl = parser.get("isLookUpUrl"); final String actionSetId = parser.get("actionSetId"); final String workingPath = parser.get("workingPath"); final int numPartitions = Optional .ofNullable(parser.get("numPartitions")) .map(Integer::valueOf) .orElse(NUM_PARTITIONS); final String whiteListPath = parser.get("whiteListPath"); log.info("numPartitions: '{}'", numPartitions); log.info("graphBasePath: '{}'", graphBasePath); log.info("isLookUpUrl: '{}'", isLookUpUrl); log.info("actionSetId: '{}'", actionSetId); log.info("workingPath: '{}'", workingPath); log.info("whiteListPath: '{}'", whiteListPath); JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext()); // file format: source####target Dataset> whiteListRels = spark .createDataset( sc .textFile(whiteListPath) // check if the line is in the correct format: id1####id2 .filter(s -> s.contains(WHITELIST_SEPARATOR) && s.split(WHITELIST_SEPARATOR).length == 2) .map(s -> new Tuple2<>(s.split(WHITELIST_SEPARATOR)[0], s.split(WHITELIST_SEPARATOR)[1])) .rdd(), Encoders.tuple(Encoders.STRING(), Encoders.STRING())); // for each dedup configuration for (DedupConfig dedupConf : getConfigurations(isLookUpService, actionSetId)) { final String entity = dedupConf.getWf().getEntityType(); final String subEntity = dedupConf.getWf().getSubEntityValue(); log.info("Adding whitelist simrels for: '{}'", subEntity); final String outputPath = DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity); Dataset> entities = spark .createDataset( sc .textFile(DedupUtility.createEntityPath(graphBasePath, subEntity)) .repartition(numPartitions) .mapToPair( (PairFunction) s -> { MapDocument d = MapDocumentUtil.asMapDocumentWithJPath(dedupConf, s); return new Tuple2<>(d.getIdentifier(), "present"); }) .rdd(), Encoders.tuple(Encoders.STRING(), Encoders.STRING())); Dataset> whiteListRels1 = whiteListRels .joinWith(entities, whiteListRels.col("_1").equalTo(entities.col("_1")), "inner") .map( (MapFunction, Tuple2>, Tuple2>) Tuple2::_1, Encoders.tuple(Encoders.STRING(), Encoders.STRING())); Dataset> whiteListRels2 = whiteListRels1 .joinWith(entities, whiteListRels1.col("_2").equalTo(entities.col("_1")), "inner") .map( (MapFunction, Tuple2>, Tuple2>) Tuple2::_1, Encoders.tuple(Encoders.STRING(), Encoders.STRING())); Dataset whiteListSimRels = whiteListRels2 .map( (MapFunction, Relation>) r -> createSimRel(r._1(), r._2(), entity), Encoders.bean(Relation.class)); saveParquet(whiteListSimRels, outputPath, SaveMode.Append); } } private Relation createSimRel(String source, String target, String entity) { final Relation r = new Relation(); r.setSource(source); r.setTarget(target); r.setSubRelType("dedupSimilarity"); r.setRelClass("isSimilarTo"); r.setDataInfo(new DataInfo()); switch (entity) { case "result": r.setRelType("resultResult"); break; case "organization": r.setRelType("organizationOrganization"); break; default: throw new IllegalArgumentException("unmanaged entity type: " + entity); } return r; } }