package eu.dnetlib.doiboost.orcidnodoi; import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession; import java.io.IOException; import java.util.Objects; import java.util.Optional; import org.apache.commons.io.IOUtils; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.lib.output.SequenceFileOutputFormat; import org.apache.spark.SparkConf; import org.apache.spark.api.java.JavaPairRDD; import org.apache.spark.api.java.JavaRDD; import org.apache.spark.api.java.JavaSparkContext; import org.apache.spark.api.java.function.MapFunction; import org.apache.spark.sql.Dataset; import org.apache.spark.sql.Encoders; import org.apache.spark.util.LongAccumulator; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import com.fasterxml.jackson.databind.ObjectMapper; import com.google.gson.Gson; import com.google.gson.JsonElement; import com.google.gson.JsonParser; import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.schema.action.AtomicAction; import eu.dnetlib.dhp.schema.oaf.Publication; import eu.dnetlib.dhp.schema.orcid.AuthorData; import eu.dnetlib.doiboost.orcid.json.JsonHelper; import eu.dnetlib.doiboost.orcidnodoi.model.WorkDataNoDoi; import eu.dnetlib.doiboost.orcidnodoi.oaf.PublicationToOaf; import eu.dnetlib.doiboost.orcidnodoi.similarity.AuthorMatcher; import scala.Tuple2; /** * This spark job generates one parquet file, containing orcid publications dataset */ public class SparkGenEnrichedOrcidWorks { static Logger logger = LoggerFactory.getLogger(SparkGenEnrichedOrcidWorks.class); private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper(); public static void main(String[] args) throws IOException, Exception { final ArgumentApplicationParser parser = new ArgumentApplicationParser( IOUtils .toString( SparkGenEnrichedOrcidWorks.class .getResourceAsStream( "/eu/dnetlib/dhp/doiboost/gen_enriched_orcid_works_parameters.json"))); parser.parseArgument(args); Boolean isSparkSessionManaged = Optional .ofNullable(parser.get("isSparkSessionManaged")) .map(Boolean::valueOf) .orElse(Boolean.TRUE); final String workingPath = parser.get("workingPath"); final String outputEnrichedWorksPath = parser.get("outputEnrichedWorksPath"); final String outputWorksPath = parser.get("outputWorksPath"); final String hdfsServerUri = parser.get("hdfsServerUri"); SparkConf conf = new SparkConf(); runWithSparkSession( conf, isSparkSessionManaged, spark -> { JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext()); JavaPairRDD summariesRDD = sc .sequenceFile(workingPath + "authors/authors.seq", Text.class, Text.class); Dataset summariesDataset = spark .createDataset( summariesRDD.map(seq -> loadAuthorFromJson(seq._1(), seq._2())).rdd(), Encoders.bean(AuthorData.class)); logger.info("Authors data loaded: " + summariesDataset.count()); JavaPairRDD activitiesRDD = sc .sequenceFile(workingPath + outputWorksPath + "*.seq", Text.class, Text.class); Dataset activitiesDataset = spark .createDataset( activitiesRDD.map(seq -> loadWorkFromJson(seq._1(), seq._2())).rdd(), Encoders.bean(WorkDataNoDoi.class)); logger.info("Works data loaded: " + activitiesDataset.count()); JavaRDD> enrichedWorksRDD = activitiesDataset .joinWith( summariesDataset, activitiesDataset.col("oid").equalTo(summariesDataset.col("oid")), "inner") .map( (MapFunction, Tuple2>) value -> { WorkDataNoDoi w = value._1; AuthorData a = value._2; AuthorMatcher.match(a, w.getContributors()); return new Tuple2<>(a.getOid(), JsonHelper.createOidWork(w)); }, Encoders.tuple(Encoders.STRING(), Encoders.STRING())) .filter(Objects::nonNull) .toJavaRDD(); logger.info("Enriched works RDD ready."); final LongAccumulator parsedPublications = spark.sparkContext().longAccumulator("parsedPublications"); final LongAccumulator enrichedPublications = spark .sparkContext() .longAccumulator("enrichedPublications"); final LongAccumulator errorsGeneric = spark.sparkContext().longAccumulator("errorsGeneric"); final LongAccumulator errorsInvalidTitle = spark.sparkContext().longAccumulator("errorsInvalidTitle"); final LongAccumulator errorsNotFoundAuthors = spark .sparkContext() .longAccumulator("errorsNotFoundAuthors"); final LongAccumulator errorsInvalidType = spark.sparkContext().longAccumulator("errorsInvalidType"); final PublicationToOaf publicationToOaf = new PublicationToOaf( parsedPublications, enrichedPublications, errorsGeneric, errorsInvalidTitle, errorsNotFoundAuthors, errorsInvalidType); JavaRDD oafPublicationRDD = enrichedWorksRDD .map( e -> { return (Publication) publicationToOaf .generatePublicationActionsFromJson(e._2()); }) .filter(p -> p != null); sc.hadoopConfiguration().set("mapreduce.output.fileoutputformat.compress", "true"); oafPublicationRDD .mapToPair( p -> new Tuple2<>(p.getClass().toString(), OBJECT_MAPPER.writeValueAsString(new AtomicAction<>(Publication.class, (Publication) p)))) .mapToPair(t -> new Tuple2(new Text(t._1()), new Text(t._2()))) .saveAsNewAPIHadoopFile( workingPath.concat(outputEnrichedWorksPath), Text.class, Text.class, SequenceFileOutputFormat.class, sc.hadoopConfiguration()); logger.info("parsedPublications: " + parsedPublications.value().toString()); logger.info("enrichedPublications: " + enrichedPublications.value().toString()); logger.info("errorsGeneric: " + errorsGeneric.value().toString()); logger.info("errorsInvalidTitle: " + errorsInvalidTitle.value().toString()); logger.info("errorsNotFoundAuthors: " + errorsNotFoundAuthors.value().toString()); logger.info("errorsInvalidType: " + errorsInvalidType.value().toString()); }); } private static AuthorData loadAuthorFromJson(Text orcidId, Text json) { AuthorData authorData = new AuthorData(); authorData.setOid(orcidId.toString()); JsonElement jElement = new JsonParser().parse(json.toString()); authorData.setName(getJsonValue(jElement, "name")); authorData.setSurname(getJsonValue(jElement, "surname")); authorData.setCreditName(getJsonValue(jElement, "creditname")); return authorData; } private static WorkDataNoDoi loadWorkFromJson(Text orcidId, Text json) { WorkDataNoDoi workData = new Gson().fromJson(json.toString(), WorkDataNoDoi.class); return workData; } private static String getJsonValue(JsonElement jElement, String property) { if (jElement.getAsJsonObject().has(property)) { JsonElement name = null; name = jElement.getAsJsonObject().get(property); if (name != null && !name.isJsonNull()) { return name.getAsString(); } } return new String(""); } }