applies the actual removal of the relations

This commit is contained in:
Miriam Baglioni 2020-04-30 18:26:25 +02:00
parent d6d6ebeae5
commit b9d56b3ced
1 changed files with 131 additions and 1 deletions

View File

@ -1,4 +1,134 @@
package eu.dnetlib.dhp.blacklist;
public class RemoveBlacklistedRelationSparkJob {
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
import java.util.Optional;
import org.apache.commons.io.IOUtils;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.function.MapFunction;
import org.apache.spark.sql.*;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Encoders;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.schema.oaf.Relation;
public class SparkRemoveBlacklistedRelationJob {
private static final Logger log = LoggerFactory.getLogger(SparkRemoveBlacklistedRelationJob.class);
private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper();
public static void main(String[] args) throws Exception {
String jsonConfiguration = IOUtils
.toString(
SparkRemoveBlacklistedRelationJob.class
.getResourceAsStream(
"/eu/dnetlib/dhp/blacklist/sparkblacklist_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("sourcePath");
log.info("inputPath: {}", inputPath);
final String outputPath = parser.get("outputPath");
log.info("outputPath {}: ", outputPath);
final String blacklistPath = parser.get("hdfsPath");
log.info("blacklistPath {}: ", blacklistPath);
final String mergesPath = parser.get("mergesPath");
log.info("mergesPath {}: ", mergesPath);
SparkConf conf = new SparkConf();
conf.set("hive.metastore.uris", parser.get("hive_metastore_uris"));
runWithSparkSession(
conf,
isSparkSessionManaged,
spark -> {
removeBlacklistedRelations(
spark,
inputPath,
blacklistPath,
outputPath,
mergesPath);
});
}
private static void removeBlacklistedRelations(SparkSession spark, String blacklistPath, String inputPath,
String outputPath, String mergesPath) {
Dataset<Relation> blackListed = readRelations(spark, blacklistPath);
Dataset<Relation> inputRelation = readRelations(spark, inputPath);
Dataset<Relation> mergesRelation = readRelations(spark, mergesPath);
Dataset<Relation> dedupSource = blackListed
.joinWith(mergesRelation, blackListed.col("source").equalTo(mergesRelation.col("target")), "left_outer")
// .joinWith(inputRelation,blackListed.col("target").equalTo(inputRelation.col("target")),"left_outer")
.map(c -> {
Optional<Relation> merged = Optional.ofNullable(c._2());
Relation bl = c._1();
if (merged.isPresent()) {
bl.setSource(merged.get().getSource());
}
return bl;
}, Encoders.bean(Relation.class));
Dataset<Relation> dedupBL = dedupSource
.joinWith(mergesRelation, dedupSource.col("target").equalTo(mergesRelation.col("target")), "left_outer")
.map(c -> {
Optional<Relation> merged = Optional.ofNullable(c._2());
Relation bl = c._1();
if (merged.isPresent()) {
bl.setTarget(merged.get().getSource());
}
return bl;
}, Encoders.bean(Relation.class));
inputRelation
.joinWith(dedupBL, inputRelation.col("source").equalTo(dedupBL.col("source")), "left_outer")
.map(c -> {
Relation ir = c._1();
Optional<Relation> obl = Optional.ofNullable(c._2());
if (obl.isPresent()) {
if (ir.equals(obl.get())) {
return null;
}
}
return ir;
}, Encoders.bean(Relation.class))
.filter(r -> !(r == null))
.toJSON()
.write()
.mode(SaveMode.Overwrite)
.option("conpression", "gzip")
.text(outputPath);
}
public static org.apache.spark.sql.Dataset<Relation> readRelations(
SparkSession spark, String inputPath) {
return spark
.read()
.textFile(inputPath)
.map(
(MapFunction<String, Relation>) value -> OBJECT_MAPPER.readValue(value, Relation.class),
Encoders.bean(Relation.class));
}
}