package eu.dnetlib.dhp.bulktag; import static eu.dnetlib.dhp.PropagationConstant.removeOutputDir; import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession; import java.io.BufferedOutputStream; import java.io.IOException; import java.nio.charset.StandardCharsets; import java.util.*; import java.util.stream.Collectors; import java.util.zip.GZIPOutputStream; import org.apache.avro.TestAnnotation; import org.apache.commons.compress.archivers.tar.TarArchiveEntry; import org.apache.commons.compress.archivers.tar.TarArchiveInputStream; import org.apache.commons.compress.compressors.gzip.GzipCompressorInputStream; import org.apache.commons.io.IOUtils; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.FSDataInputStream; import org.apache.hadoop.fs.FSDataOutputStream; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.spark.SparkConf; import org.apache.spark.api.java.function.FilterFunction; 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.core.JsonProcessingException; import com.fasterxml.jackson.databind.ObjectMapper; import com.google.gson.Gson; import com.sun.media.sound.ModelInstrumentComparator; import eu.dnetlib.dhp.api.Utils; import eu.dnetlib.dhp.api.model.CommunityEntityMap; import eu.dnetlib.dhp.api.model.EntityCommunities; import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.bulktag.community.*; import eu.dnetlib.dhp.schema.common.ModelConstants; import eu.dnetlib.dhp.schema.common.ModelSupport; import eu.dnetlib.dhp.schema.oaf.Context; import eu.dnetlib.dhp.schema.oaf.Datasource; import eu.dnetlib.dhp.schema.oaf.Project; import eu.dnetlib.dhp.schema.oaf.Result; import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils; import scala.Tuple2; public class SparkBulkTagJob { private static String OPENAIRE_3 = "openaire3.0"; private static String OPENAIRE_4 = "openaire-pub_4.0"; private static String OPENAIRE_CRIS = "openaire-cris_1.1"; private static String OPENAIRE_DATA = "openaire2.0_data"; private static String EOSC = "10|openaire____::2e06c1122c7df43765fdcf91080824fa"; private static final Logger log = LoggerFactory.getLogger(SparkBulkTagJob.class); public static final ObjectMapper OBJECT_MAPPER = new ObjectMapper(); public static void main(String[] args) throws Exception { String jsonConfiguration = IOUtils .toString( SparkBulkTagJob.class .getResourceAsStream( "/eu/dnetlib/dhp/wf/subworkflows/bulktag/input_bulkTag_parameters.json")); log.info(args.toString()); 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); final String inputPath = parser.get("sourcePath"); log.info("inputPath: {}", inputPath); final String outputPath = parser.get("outputPath"); log.info("outputPath: {}", outputPath); final String baseURL = parser.get("baseURL"); log.info("baseURL: {}", baseURL); log.info("pathMap: {}", parser.get("pathMap")); String protoMappingPath = parser.get("pathMap"); final String hdfsNameNode = parser.get("nameNode"); log.info("nameNode: {}", hdfsNameNode); Configuration configuration = new Configuration(); configuration.set("fs.defaultFS", hdfsNameNode); FileSystem fs = FileSystem.get(configuration); String temp = IOUtils.toString(fs.open(new Path(protoMappingPath)), StandardCharsets.UTF_8); log.info("protoMap: {}", temp); ProtoMap protoMap = new Gson().fromJson(temp, ProtoMap.class); log.info("pathMap: {}", new Gson().toJson(protoMap)); SparkConf conf = new SparkConf(); CommunityConfiguration cc; String taggingConf = Optional .ofNullable(parser.get("taggingConf")) .map(String::valueOf) .orElse(null); if (taggingConf != null) { cc = CommunityConfigurationFactory.newInstance(taggingConf); } else { cc = Utils.getCommunityConfiguration(baseURL); log.info(OBJECT_MAPPER.writeValueAsString(cc)); } runWithSparkSession( conf, isSparkSessionManaged, spark -> { extendCommunityConfigurationForEOSC(spark, inputPath, cc); execBulkTag( spark, inputPath, outputPath, protoMap, cc); execDatasourceTag(spark, inputPath, outputPath, Utils.getDatasourceCommunities(baseURL)); execProjectTag(spark, inputPath, outputPath, Utils.getCommunityProjects(baseURL)); }); } private static void execProjectTag(SparkSession spark, String inputPath, String outputPath, CommunityEntityMap communityProjects) { Dataset projects = readPath(spark, inputPath + "project", Project.class); Dataset pc = spark .createDataset( communityProjects .keySet() .stream() .map(k -> EntityCommunities.newInstance(k, communityProjects.get(k))) .collect(Collectors.toList()), Encoders.bean(EntityCommunities.class)); projects .joinWith(pc, projects.col("id").equalTo(pc.col("entityId")), "left") .map((MapFunction, Project>) t2 -> { Project ds = t2._1(); if (t2._2() != null) { List context = Optional .ofNullable(ds.getContext()) .map(v -> v.stream().map(c -> c.getId()).collect(Collectors.toList())) .orElse(new ArrayList<>()); if (!Optional.ofNullable(ds.getContext()).isPresent()) ds.setContext(new ArrayList<>()); t2._2().getCommunitiesId().forEach(c -> { if (!context.contains(c)) { Context con = new Context(); con.setId(c); con .setDataInfo( Arrays .asList( OafMapperUtils .dataInfo( false, TaggingConstants.BULKTAG_DATA_INFO_TYPE, true, false, OafMapperUtils .qualifier( TaggingConstants.CLASS_ID_DATASOURCE, TaggingConstants.CLASS_NAME_BULKTAG_DATASOURCE, ModelConstants.DNET_PROVENANCE_ACTIONS, ModelConstants.DNET_PROVENANCE_ACTIONS), "1"))); ds.getContext().add(con); } }); } return ds; }, Encoders.bean(Project.class)) .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .json(outputPath + "project"); readPath(spark, outputPath + "project", Datasource.class) .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .json(inputPath + "project"); } private static void execDatasourceTag(SparkSession spark, String inputPath, String outputPath, List datasourceCommunities) { Dataset datasource = readPath(spark, inputPath + "datasource", Datasource.class); Dataset dc = spark .createDataset(datasourceCommunities, Encoders.bean(EntityCommunities.class)); datasource .joinWith(dc, datasource.col("id").equalTo(dc.col("entityId")), "left") .map((MapFunction, Datasource>) t2 -> { Datasource ds = t2._1(); if (t2._2() != null) { List context = Optional .ofNullable(ds.getContext()) .map(v -> v.stream().map(c -> c.getId()).collect(Collectors.toList())) .orElse(new ArrayList<>()); if (!Optional.ofNullable(ds.getContext()).isPresent()) ds.setContext(new ArrayList<>()); t2._2().getCommunitiesId().forEach(c -> { if (!context.contains(c)) { Context con = new Context(); con.setId(c); con .setDataInfo( Arrays .asList( OafMapperUtils .dataInfo( false, TaggingConstants.BULKTAG_DATA_INFO_TYPE, true, false, OafMapperUtils .qualifier( TaggingConstants.CLASS_ID_DATASOURCE, TaggingConstants.CLASS_NAME_BULKTAG_DATASOURCE, ModelConstants.DNET_PROVENANCE_ACTIONS, ModelConstants.DNET_PROVENANCE_ACTIONS), "1"))); ds.getContext().add(con); } }); } return ds; }, Encoders.bean(Datasource.class)) .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .json(outputPath + "datasource"); readPath(spark, outputPath + "datasource", Datasource.class) .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .json(inputPath + "datasource"); } private static void extendCommunityConfigurationForEOSC(SparkSession spark, String inputPath, CommunityConfiguration cc) { Dataset datasources = readPath( spark, inputPath + "datasource", Datasource.class) .filter((FilterFunction) ds -> isOKDatasource(ds)) .map((MapFunction) ds -> ds.getId(), Encoders.STRING()); Map>> dsm = cc.getEoscDatasourceMap(); for (String ds : datasources.collectAsList()) { if (!dsm.containsKey(ds)) { ArrayList> eoscList = new ArrayList<>(); dsm.put(ds, eoscList); } } } private static boolean isOKDatasource(Datasource ds) { final String compatibility = ds.getOpenairecompatibility().getClassid(); return (compatibility.equalsIgnoreCase(OPENAIRE_3) || compatibility.equalsIgnoreCase(OPENAIRE_4) || compatibility.equalsIgnoreCase(OPENAIRE_CRIS) || compatibility.equalsIgnoreCase(OPENAIRE_DATA)) && ds.getCollectedfrom().stream().anyMatch(cf -> cf.getKey().equals(EOSC)); } private static void execBulkTag( SparkSession spark, String inputPath, String outputPath, ProtoMap protoMappingParams, CommunityConfiguration communityConfiguration) { try { System.out.println(new ObjectMapper().writeValueAsString(protoMappingParams)); } catch (JsonProcessingException e) { throw new RuntimeException(e); } ModelSupport.entityTypes .keySet() .parallelStream() .filter(ModelSupport::isResult) .forEach(e -> { removeOutputDir(spark, outputPath + e.name()); ResultTagger resultTagger = new ResultTagger(); Class resultClazz = ModelSupport.entityTypes.get(e); readPath(spark, inputPath + e.name(), resultClazz) .map(patchResult(), Encoders.bean(resultClazz)) .filter(Objects::nonNull) .map( (MapFunction) value -> resultTagger .enrichContextCriteria( value, communityConfiguration, protoMappingParams), Encoders.bean(resultClazz)) .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .json(outputPath + e.name());// writing the tagging in the working dir for entity readPath(spark, outputPath + e.name(), resultClazz) // copy the tagging in the actual result output path .write() .mode(SaveMode.Overwrite) .option("compression", "gzip") .json(inputPath + e.name()); }); } public static Dataset readPath( SparkSession spark, String inputPath, Class clazz) { return spark .read() .textFile(inputPath) .map((MapFunction) value -> OBJECT_MAPPER.readValue(value, clazz), Encoders.bean(clazz)); } // TODO remove this hack as soon as the values fixed by this method will be provided as NON null private static MapFunction patchResult() { return r -> { if (Objects.isNull(r.getDataInfo())) { r.setDataInfo(OafMapperUtils.dataInfo(false, "", false, false, OafMapperUtils.unknown("", ""), "")); } else if (r.getDataInfo().getDeletedbyinference() == null) { r.getDataInfo().setDeletedbyinference(false); } if (Objects.isNull(r.getContext())) { r.setContext(new ArrayList<>()); } return r; }; } }