package eu.dnetlib.dhp.oa.graph.clean; import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession; import java.io.BufferedInputStream; import java.util.Objects; import java.util.Optional; import java.util.stream.Collectors; import org.apache.commons.io.IOUtils; import org.apache.commons.lang3.StringUtils; import org.apache.spark.SparkConf; import org.apache.spark.api.java.function.MapFunction; 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.slf4j.Logger; import org.slf4j.LoggerFactory; import com.fasterxml.jackson.databind.ObjectMapper; import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.common.HdfsSupport; import eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils; import eu.dnetlib.dhp.oa.graph.raw.common.VocabularyGroup; import eu.dnetlib.dhp.schema.common.ModelConstants; import eu.dnetlib.dhp.schema.oaf.*; import eu.dnetlib.dhp.utils.ISLookupClientFactory; import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService; public class CleanGraphSparkJob { private static final Logger log = LoggerFactory.getLogger(CleanGraphSparkJob.class); private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper(); public static void main(String[] args) throws Exception { String jsonConfiguration = IOUtils .toString( CleanGraphSparkJob.class .getResourceAsStream( "/eu/dnetlib/dhp/oa/graph/input_clean_graph_parameters.json")); final ArgumentApplicationParser parser = new ArgumentApplicationParser(jsonConfiguration); parser.parseArgument(args); Boolean isSparkSessionManaged = Optional .ofNullable(parser.get("isSparkSessionManaged")) .map(Boolean::valueOf) .orElse(Boolean.TRUE); log.info("isSparkSessionManaged: {}", isSparkSessionManaged); String inputPath = parser.get("inputPath"); log.info("inputPath: {}", inputPath); String outputPath = parser.get("outputPath"); log.info("outputPath: {}", outputPath); String isLookupUrl = parser.get("isLookupUrl"); log.info("isLookupUrl: {}", isLookupUrl); String graphTableClassName = parser.get("graphTableClassName"); log.info("graphTableClassName: {}", graphTableClassName); Class entityClazz = (Class) Class.forName(graphTableClassName); final ISLookUpService isLookupService = ISLookupClientFactory.getLookUpService(isLookupUrl); final VocabularyGroup vocs = VocabularyGroup.loadVocsFromIS(isLookupService); SparkConf conf = new SparkConf(); runWithSparkSession( conf, isSparkSessionManaged, spark -> { removeOutputDir(spark, outputPath); fixGraphTable(spark, vocs, inputPath, entityClazz, outputPath); }); } private static void fixGraphTable( SparkSession spark, VocabularyGroup vocs, String inputPath, Class clazz, String outputPath) { final CleaningRuleMap mapping = CleaningRuleMap.create(vocs); readTableFromPath(spark, inputPath, clazz) .map((MapFunction) value -> OafCleaner.apply(value, mapping), Encoders.bean(clazz)) .map((MapFunction) value -> fixDefaults(value), Encoders.bean(clazz)) .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .json(outputPath); } private static T fixDefaults(T value) { if (value instanceof Datasource) { // nothing to clean here } else if (value instanceof Project) { // nothing to clean here } else if (value instanceof Organization) { Organization o = (Organization) value; if (Objects.isNull(o.getCountry()) || StringUtils.isBlank(o.getCountry().getClassid())) { o.setCountry(qualifier("UNKNOWN", "Unknown", ModelConstants.DNET_COUNTRY_TYPE)); } } else if (value instanceof Relation) { // nothing to clean here } else if (value instanceof Result) { Result r = (Result) value; if (Objects.isNull(r.getLanguage()) || StringUtils.isBlank(r.getLanguage().getClassid())) { r .setLanguage( qualifier("und", "Undetermined", ModelConstants.DNET_LANGUAGES)); } if (Objects.nonNull(r.getSubject())) { r .setSubject( r .getSubject() .stream() .filter(Objects::nonNull) .filter(sp -> StringUtils.isNotBlank(sp.getValue())) .filter(sp -> Objects.nonNull(sp.getQualifier())) .filter(sp -> StringUtils.isNotBlank(sp.getQualifier().getClassid())) .collect(Collectors.toList())); } if (Objects.isNull(r.getResourcetype()) || StringUtils.isBlank(r.getResourcetype().getClassid())) { r .setResourcetype( qualifier("UNKNOWN", "Unknown", ModelConstants.DNET_DATA_CITE_RESOURCE)); } if (Objects.isNull(r.getBestaccessright()) || StringUtils.isBlank(r.getBestaccessright().getClassid())) { r .setBestaccessright( qualifier("UNKNOWN", "not available", ModelConstants.DNET_ACCESS_MODES)); } if (Objects.nonNull(r.getInstance())) { for (Instance i : r.getInstance()) { if (Objects.isNull(i.getAccessright()) || StringUtils.isBlank(i.getAccessright().getClassid())) { i.setAccessright(qualifier("UNKNOWN", "not available", ModelConstants.DNET_ACCESS_MODES)); } if (Objects.isNull(i.getHostedby()) || StringUtils.isBlank(i.getHostedby().getKey())) { i.setHostedby(ModelConstants.UNKNOWN_REPOSITORY); } if (Objects.isNull(i.getRefereed())) { i.setRefereed(qualifier("0000", "Unknown", ModelConstants.DNET_REVIEW_LEVELS)); } } } if (Objects.nonNull(r.getAuthor())) { boolean nullRank = r .getAuthor() .stream() .anyMatch(a -> Objects.isNull(a.getRank())); if (nullRank) { int i = 1; for (Author author : r.getAuthor()) { author.setRank(i++); } } } if (value instanceof Publication) { } else if (value instanceof eu.dnetlib.dhp.schema.oaf.Dataset) { } else if (value instanceof OtherResearchProduct) { } else if (value instanceof Software) { } } return value; } private static Qualifier qualifier(String classid, String classname, String scheme) { return OafMapperUtils .qualifier( classid, classname, scheme, scheme); } private static Dataset readTableFromPath( SparkSession spark, String inputEntityPath, Class clazz) { log.info("Reading Graph table from: {}", inputEntityPath); return spark .read() .textFile(inputEntityPath) .map( (MapFunction) value -> OBJECT_MAPPER.readValue(value, clazz), Encoders.bean(clazz)); } private static void removeOutputDir(SparkSession spark, String path) { HdfsSupport.remove(path, spark.sparkContext().hadoopConfiguration()); } }