package eu.dnetlib.dhp.actionmanager.opencitations; import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession; import java.io.IOException; import java.io.Serializable; import java.util.*; import org.apache.commons.cli.ParseException; import org.apache.commons.io.IOUtils; import org.apache.hadoop.io.Text; import org.apache.hadoop.io.compress.GzipCodec; import org.apache.hadoop.mapred.SequenceFileOutputFormat; import org.apache.spark.SparkConf; import org.apache.spark.api.java.JavaPairRDD; import org.apache.spark.api.java.function.FilterFunction; import org.apache.spark.api.java.function.FlatMapFunction; 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 com.fasterxml.jackson.databind.ObjectMapper; import eu.dnetlib.dhp.actionmanager.opencitations.model.COCI; import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.schema.action.AtomicAction; import eu.dnetlib.dhp.schema.common.ModelConstants; import eu.dnetlib.dhp.schema.oaf.*; import eu.dnetlib.dhp.schema.oaf.utils.*; import eu.dnetlib.dhp.utils.DHPUtils; import scala.Tuple2; public class CreateActionSetSparkJob implements Serializable { public static final String OPENCITATIONS_CLASSID = "sysimport:crosswalk:opencitations"; public static final String OPENCITATIONS_CLASSNAME = "Imported from OpenCitations"; // DOI-to-DOI citations public static final String COCI = "COCI"; // PMID-to-PMID citations public static final String POCI = "POCI"; private static final String DOI_PREFIX = "50|doi_________::"; private static final String PMID_PREFIX = "50|pmid________::"; private static final String TRUST = "0.91"; private static final Logger log = LoggerFactory.getLogger(CreateActionSetSparkJob.class); private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper(); public static void main(final String[] args) throws IOException, ParseException { final ArgumentApplicationParser parser = new ArgumentApplicationParser( IOUtils .toString( Objects .requireNonNull( CreateActionSetSparkJob.class .getResourceAsStream( "/eu/dnetlib/dhp/actionmanager/opencitations/as_parameters.json")))); parser.parseArgument(args); Boolean isSparkSessionManaged = Optional .ofNullable(parser.get("isSparkSessionManaged")) .map(Boolean::valueOf) .orElse(Boolean.TRUE); log.info("isSparkSessionManaged: {}", isSparkSessionManaged); final String inputPath = parser.get("inputPath"); log.info("inputPath {}", inputPath); final String outputPath = parser.get("outputPath"); log.info("outputPath {}", outputPath); final boolean shouldDuplicateRels = Optional .ofNullable(parser.get("shouldDuplicateRels")) .map(Boolean::valueOf) .orElse(Boolean.FALSE); SparkConf conf = new SparkConf(); runWithSparkSession( conf, isSparkSessionManaged, spark -> extractContent(spark, inputPath, outputPath, shouldDuplicateRels)); } private static void extractContent(SparkSession spark, String inputPath, String outputPath, boolean shouldDuplicateRels) { getTextTextJavaPairRDD(spark, inputPath, shouldDuplicateRels, COCI) .union(getTextTextJavaPairRDD(spark, inputPath, shouldDuplicateRels, POCI)) .saveAsHadoopFile(outputPath, Text.class, Text.class, SequenceFileOutputFormat.class, GzipCodec.class); } private static JavaPairRDD getTextTextJavaPairRDD(SparkSession spark, String inputPath, boolean shouldDuplicateRels, String prefix) { return spark .read() .textFile(inputPath + "/" + prefix + "/" + prefix + "_JSON/*") .map( (MapFunction) value -> OBJECT_MAPPER.readValue(value, COCI.class), Encoders.bean(COCI.class)) .flatMap( (FlatMapFunction) value -> createRelation( value, shouldDuplicateRels, prefix) .iterator(), Encoders.bean(Relation.class)) .filter((FilterFunction) Objects::nonNull) .toJavaRDD() .map(p -> new AtomicAction(p.getClass(), p)) .mapToPair( aa -> new Tuple2<>(new Text(aa.getClazz().getCanonicalName()), new Text(OBJECT_MAPPER.writeValueAsString(aa)))); } private static List createRelation(COCI value, boolean duplicate, String p) { List relationList = new ArrayList<>(); String prefix; String citing; String cited; switch (p) { case COCI: prefix = DOI_PREFIX; citing = prefix + IdentifierFactory .md5(PidCleaner.normalizePidValue(PidType.doi.toString(), value.getCiting())); cited = prefix + IdentifierFactory .md5(PidCleaner.normalizePidValue(PidType.doi.toString(), value.getCited())); break; case POCI: prefix = PMID_PREFIX; citing = prefix + IdentifierFactory .md5(PidCleaner.normalizePidValue(PidType.pmid.toString(), value.getCiting())); cited = prefix + IdentifierFactory .md5(PidCleaner.normalizePidValue(PidType.pmid.toString(), value.getCited())); break; default: throw new IllegalStateException("Invalid prefix: " + p); } if (!citing.equals(cited)) { relationList .add( getRelation( citing, cited, ModelConstants.CITES)); if (duplicate && value.getCiting().endsWith(".refs")) { citing = prefix + IdentifierFactory .md5( CleaningFunctions .normalizePidValue( "doi", value.getCiting().substring(0, value.getCiting().indexOf(".refs")))); relationList.add(getRelation(citing, cited, ModelConstants.CITES)); } } return relationList; } public static Relation getRelation( String source, String target, String relClass) { return OafMapperUtils .getRelation( source, target, ModelConstants.RESULT_RESULT, ModelConstants.CITATION, relClass, Arrays .asList( OafMapperUtils.keyValue(ModelConstants.OPENOCITATIONS_ID, ModelConstants.OPENOCITATIONS_NAME)), OafMapperUtils .dataInfo( false, null, false, false, OafMapperUtils .qualifier( OPENCITATIONS_CLASSID, OPENCITATIONS_CLASSNAME, ModelConstants.DNET_PROVENANCE_ACTIONS, ModelConstants.DNET_PROVENANCE_ACTIONS), TRUST), null); } }