package eu.dnetlib.dhp.actionmanager.bipaffiliations; import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession; import java.io.Serializable; import java.util.stream.Collectors; import eu.dnetlib.dhp.actionmanager.Constants; import eu.dnetlib.dhp.actionmanager.bipaffiliations.model.*; import eu.dnetlib.dhp.actionmanager.ror.GenerateRorActionSetJob; import eu.dnetlib.dhp.schema.action.AtomicAction; import eu.dnetlib.dhp.schema.oaf.utils.CleaningFunctions; import eu.dnetlib.dhp.schema.oaf.utils.IdentifierFactory; import org.apache.commons.io.IOUtils; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapred.SequenceFileOutputFormat; import org.apache.spark.SparkConf; 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.Encoders; import org.apache.spark.sql.SparkSession; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import org.apache.spark.sql.Dataset; import com.fasterxml.jackson.databind.ObjectMapper; import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.schema.common.ModelConstants; import eu.dnetlib.dhp.schema.oaf.*; import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils; import scala.Tuple2; /** * Creates action sets for Crossref affiliation relations inferred by BIP! */ public class PrepareAffiliationRelations implements Serializable { private static final String DOI = "doi"; private static final Logger log = LoggerFactory.getLogger(PrepareAffiliationRelations.class); private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper(); private static final String ID_PREFIX = "50|doi_________::"; public static final String BIP_AFFILIATIONS_CLASSID = "result:organization:bipinference"; public static final String BIP_AFFILIATIONS_CLASSNAME = "Affiliation relation inferred by BIP!"; public static final String BIP_INFERENCE_PROVENANCE = "bip_affiliation"; public static void main(String[] args) throws Exception { String jsonConfiguration = IOUtils .toString( PrepareAffiliationRelations.class .getResourceAsStream( "/eu/dnetlib/dhp/actionmanager/bipaffiliations/input_actionset_parameter.json")); final ArgumentApplicationParser parser = new ArgumentApplicationParser(jsonConfiguration); parser.parseArgument(args); Boolean isSparkSessionManaged = Constants.isSparkSessionManaged(parser); log.info("isSparkSessionManaged: {}", isSparkSessionManaged); final String inputPath = parser.get("inputPath"); log.info("inputPath {}: ", inputPath); final String outputPath = parser.get("outputPath"); log.info("outputPath {}: ", outputPath); SparkConf conf = new SparkConf(); runWithSparkSession( conf, isSparkSessionManaged, spark -> { Constants.removeOutputDir(spark, outputPath); prepareAffiliationRelations(spark, inputPath, outputPath); }); } private static void prepareAffiliationRelations(SparkSession spark, String inputPath, String outputPath) { final JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext()); // load and parse affiliation relations from HDFS JavaRDD affiliationRelationsDeserializeRDD = sc .textFile(inputPath) .map(item -> OBJECT_MAPPER.readValue(item, AffiliationRelationDeserializer.class)); // convert affiliation to an internal representation Dataset affiliationRelations = spark.createDataset( affiliationRelationsDeserializeRDD.flatMap(entry -> entry.getMatchings().stream().flatMap(matching -> matching.getRorId().stream().map( rorId -> new AffiliationRelationModel( entry.getDoi(), rorId, matching.getConfidence() ))).collect(Collectors.toList()) .iterator()) .rdd(), Encoders.bean(AffiliationRelationModel.class)); // prepare action sets for affiliation relations affiliationRelations .map((MapFunction) affRel -> { // DOI to OpenAIRE id final String paperId = ID_PREFIX + IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", affRel.getDoi())); // ROR id to OpenAIRE id final String affId = GenerateRorActionSetJob.calculateOpenaireId(affRel.getRorId()); Qualifier qualifier = OafMapperUtils.qualifier( BIP_AFFILIATIONS_CLASSID, BIP_AFFILIATIONS_CLASSNAME, ModelConstants.DNET_PROVENANCE_ACTIONS, ModelConstants.DNET_PROVENANCE_ACTIONS); // format data info; setting `confidence` into relation's `trust` DataInfo dataInfo = OafMapperUtils.dataInfo( false, BIP_INFERENCE_PROVENANCE, true, false, qualifier, Double.toString(affRel.getConfidence())); return OafMapperUtils.getRelation( paperId, affId, ModelConstants.RESULT_ORGANIZATION, ModelConstants.AFFILIATION, ModelConstants.HAS_AUTHOR_INSTITUTION, null, dataInfo, null); }, Encoders.bean(Relation.class)) .toJavaRDD() .map(p -> new AtomicAction(Relation.class, p)) .mapToPair( aa -> new Tuple2<>(new Text(aa.getClazz().getCanonicalName()), new Text(OBJECT_MAPPER.writeValueAsString(aa)))) .saveAsHadoopFile(outputPath, Text.class, Text.class, SequenceFileOutputFormat.class); } }