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.sql.*; 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.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; public class SparkWhitelistSimRels extends AbstractSparkAction { private static final Logger log = LoggerFactory.getLogger(SparkWhitelistSimRels.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( SparkWhitelistSimRels.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 .read() .textFile(whiteListPath) .withColumn("pairs", functions.split(new Column("value"), WHITELIST_SEPARATOR)) .filter(functions.size(new Column("pairs")).equalTo(2)) .select( functions.element_at(new Column("pairs"), 1).as("from"), functions.element_at(new Column("pairs"), 2).as("to")); // 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); // DFMapDocumentUtils.registerUDFs(spark, dedupConf); Dataset entities = spark .read() .textFile(DedupUtility.createEntityPath(graphBasePath, subEntity)) .select(functions.get_json_object(new Column("value"), dedupConf.getWf().getIdPath()).as("id") ) .distinct(); Dataset whiteListSimRels = whiteListRels .join(entities, entities.col("id").equalTo(whiteListRels.col("from")), "semi") .join(entities, functions.col("to").equalTo(entities.col("id")), "semi") .map( (MapFunction) r -> DedupUtility .createSimRel(r.getString(0), r.getString(1), entity), Encoders.bean(Relation.class)); saveParquet(whiteListSimRels, outputPath, SaveMode.Append); } } }