package eu.dnetlib.dhp.oa.graph.raw; 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.DbClient; import eu.dnetlib.dhp.schema.oaf.*; import org.apache.commons.io.IOUtils; import org.apache.commons.lang3.StringUtils; import org.apache.commons.logging.Log; import org.apache.commons.logging.LogFactory; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.Text; import org.apache.hadoop.io.compress.GzipCodec; import org.apache.spark.SparkConf; import org.apache.spark.api.java.JavaRDD; import org.apache.spark.api.java.JavaSparkContext; import org.apache.spark.sql.SparkSession; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import scala.Tuple2; import java.io.IOException; import java.sql.SQLException; import java.util.*; import java.util.stream.Collectors; import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession; public class GenerateEntitiesApplication { private static final Logger log = LoggerFactory.getLogger(GenerateEntitiesApplication.class); public static void main(final String[] args) throws Exception { final ArgumentApplicationParser parser = new ArgumentApplicationParser( IOUtils.toString(MigrateMongoMdstoresApplication.class .getResourceAsStream("/eu/dnetlib/dhp/oa/graph/generate_entities_parameters.json"))); parser.parseArgument(args); Boolean isSparkSessionManaged = Optional .ofNullable(parser.get("isSparkSessionManaged")) .map(Boolean::valueOf) .orElse(Boolean.TRUE); log.info("isSparkSessionManaged: {}", isSparkSessionManaged); final String sourcePaths = parser.get("sourcePaths"); final String targetPath = parser.get("targetPath"); final String dbUrl = parser.get("postgresUrl"); final String dbUser = parser.get("postgresUser"); final String dbPassword = parser.get("postgresPassword"); final Map code2name = loadClassNames(dbUrl, dbUser, dbPassword); SparkConf conf = new SparkConf(); runWithSparkSession(conf, isSparkSessionManaged, spark -> { removeOutputDir(spark, targetPath); generateEntities(spark, code2name, sourcePaths, targetPath); }); } private static void generateEntities(final SparkSession spark, final Map code2name, final String sourcePaths, final String targetPath) { JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext()); final List existingSourcePaths = Arrays.stream(sourcePaths.split(",")).filter(p -> exists(sc, p)).collect(Collectors.toList()); log.info("Generate entities from files:"); existingSourcePaths.forEach(log::info); JavaRDD inputRdd = sc.emptyRDD(); for (final String sp : existingSourcePaths) { inputRdd = inputRdd.union(sc.sequenceFile(sp, Text.class, Text.class) .map(k -> new Tuple2<>(k._1().toString(), k._2().toString())) .map(k -> convertToListOaf(k._1(), k._2(), code2name)) .flatMap(list -> list.iterator()) .map(oaf -> oaf.getClass().getSimpleName().toLowerCase() + "|" + convertToJson(oaf))); } inputRdd .saveAsTextFile(targetPath, GzipCodec.class); } private static List convertToListOaf(final String id, final String s, final Map code2name) { final String type = StringUtils.substringAfter(id, ":"); switch (type.toLowerCase()) { case "native_oaf": return new OafToOafMapper(code2name).processMdRecord(s); case "native_odf": return new OdfToOafMapper(code2name).processMdRecord(s); case "datasource": return Arrays.asList(convertFromJson(s, Datasource.class)); case "organization": return Arrays.asList(convertFromJson(s, Organization.class)); case "project": return Arrays.asList(convertFromJson(s, Project.class)); case "relation": return Arrays.asList(convertFromJson(s, Relation.class)); case "publication": return Arrays.asList(convertFromJson(s, Publication.class)); case "dataset": return Arrays.asList(convertFromJson(s, Dataset.class)); case "software": return Arrays.asList(convertFromJson(s, Software.class)); case "otherresearchproducts": default: return Arrays.asList(convertFromJson(s, OtherResearchProduct.class)); } } private static Map loadClassNames(final String dbUrl, final String dbUser, final String dbPassword) throws IOException { log.info("Loading vocabulary terms from db..."); final Map map = new HashMap<>(); try (DbClient dbClient = new DbClient(dbUrl, dbUser, dbPassword)) { dbClient.processResults("select code, name from class", rs -> { try { map.put(rs.getString("code"), rs.getString("name")); } catch (final SQLException e) { e.printStackTrace(); } }); } log.info("Found " + map.size() + " terms."); return map; } private static String convertToJson(final Oaf oaf) { try { return new ObjectMapper().writeValueAsString(oaf); } catch (final Exception e) { throw new RuntimeException(e); } } private static Oaf convertFromJson(final String s, final Class clazz) { try { return new ObjectMapper().readValue(s, clazz); } catch (final Exception e) { log.error("Error parsing object of class: " + clazz); log.error(s); throw new RuntimeException(e); } } private static boolean exists(final JavaSparkContext context, final String pathToFile) { try { final FileSystem hdfs = FileSystem.get(context.hadoopConfiguration()); final Path path = new Path(pathToFile); return hdfs.exists(path); } catch (final IOException e) { throw new RuntimeException(e); } } private static void removeOutputDir(SparkSession spark, String path) { HdfsSupport.remove(path, spark.sparkContext().hadoopConfiguration()); } }