dnet-hadoop/dhp-workflows/dhp-doiboost/src/main/java/eu/dnetlib/doiboost/orcid/SparkGenerateDoiAuthorList....

178 lines
5.8 KiB
Java

package eu.dnetlib.doiboost.orcid;
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
import java.io.IOException;
import java.util.Arrays;
import java.util.List;
import java.util.Objects;
import java.util.Optional;
import java.util.stream.Collectors;
import java.util.stream.Stream;
import org.apache.commons.io.IOUtils;
import org.apache.hadoop.io.Text;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaPairRDD;
import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.Function;
import org.apache.spark.api.java.function.MapFunction;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Encoders;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.esotericsoftware.minlog.Log;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.google.gson.JsonElement;
import com.google.gson.JsonParser;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.schema.orcid.AuthorData;
import eu.dnetlib.doiboost.orcid.model.WorkData;
import scala.Tuple2;
public class SparkGenerateDoiAuthorList {
public static void main(String[] args) throws IOException, Exception {
Logger logger = LoggerFactory.getLogger(SparkGenerateDoiAuthorList.class);
logger.info("[ SparkGenerateDoiAuthorList STARTED]");
final ArgumentApplicationParser parser = new ArgumentApplicationParser(
IOUtils
.toString(
SparkGenerateDoiAuthorList.class
.getResourceAsStream(
"/eu/dnetlib/dhp/doiboost/gen_doi_author_list_orcid_parameters.json")));
parser.parseArgument(args);
Boolean isSparkSessionManaged = Optional
.ofNullable(parser.get("isSparkSessionManaged"))
.map(Boolean::valueOf)
.orElse(Boolean.TRUE);
logger.info("isSparkSessionManaged: {}", isSparkSessionManaged);
final String workingPath = parser.get("workingPath");
logger.info("workingPath: ", workingPath);
final String outputDoiAuthorListPath = parser.get("outputDoiAuthorListPath");
logger.info("outputDoiAuthorListPath: ", outputDoiAuthorListPath);
SparkConf conf = new SparkConf();
runWithSparkSession(
conf,
isSparkSessionManaged,
spark -> {
JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext());
JavaPairRDD<Text, Text> summariesRDD = sc
.sequenceFile(workingPath + "../orcid_summaries/output/authors.seq", Text.class, Text.class);
Dataset<AuthorData> summariesDataset = spark
.createDataset(
summariesRDD.map(seq -> loadAuthorFromJson(seq._1(), seq._2())).rdd(),
Encoders.bean(AuthorData.class));
JavaPairRDD<Text, Text> activitiesRDD = sc
.sequenceFile(workingPath + "/output/*.seq", Text.class, Text.class);
Dataset<WorkData> activitiesDataset = spark
.createDataset(
activitiesRDD.map(seq -> loadWorkFromJson(seq._1(), seq._2())).rdd(),
Encoders.bean(WorkData.class));
Function<Tuple2<String, AuthorData>, Tuple2<String, List<AuthorData>>> toAuthorListFunction = data -> {
try {
String doi = data._1();
if (doi == null) {
return null;
}
AuthorData author = data._2();
if (author == null) {
return null;
}
List<AuthorData> toAuthorList = Arrays.asList(author);
return new Tuple2<>(doi, toAuthorList);
} catch (Exception e) {
Log.error("toAuthorListFunction ERROR", e);
return null;
}
};
JavaRDD<Tuple2<String, List<AuthorData>>> doisRDD = activitiesDataset
.joinWith(
summariesDataset,
activitiesDataset.col("oid").equalTo(summariesDataset.col("oid")), "inner")
.map(
(MapFunction<Tuple2<WorkData, AuthorData>, Tuple2<String, AuthorData>>) value -> {
WorkData w = value._1;
AuthorData a = value._2;
return new Tuple2<>(w.getDoi(), a);
},
Encoders.tuple(Encoders.STRING(), Encoders.bean(AuthorData.class)))
.filter(Objects::nonNull)
.toJavaRDD()
.map(toAuthorListFunction);
JavaPairRDD
.fromJavaRDD(doisRDD)
.reduceByKey((d1, d2) -> {
try {
if (d1 != null && d2 != null) {
Stream<AuthorData> mergedStream = Stream
.concat(
d1.stream(),
d2.stream());
List<AuthorData> mergedAuthors = mergedStream.collect(Collectors.toList());
return mergedAuthors;
}
if (d1 != null) {
return d1;
}
if (d2 != null) {
return d2;
}
} catch (Exception e) {
Log.error("mergeAuthorsFunction ERROR", e);
return null;
}
return null;
})
.mapToPair(
s -> {
ObjectMapper mapper = new ObjectMapper();
return new Tuple2<>(s._1(), mapper.writeValueAsString(s._2()));
})
.repartition(10)
.saveAsTextFile(workingPath + outputDoiAuthorListPath);
});
}
private static AuthorData loadAuthorFromJson(Text orcidId, Text json) {
AuthorData authorData = new AuthorData();
authorData.setOid(orcidId.toString());
JsonElement jElement = new JsonParser().parse(json.toString());
authorData.setName(getJsonValue(jElement, "name"));
authorData.setSurname(getJsonValue(jElement, "surname"));
authorData.setCreditName(getJsonValue(jElement, "creditname"));
return authorData;
}
private static WorkData loadWorkFromJson(Text orcidId, Text json) {
WorkData workData = new WorkData();
workData.setOid(orcidId.toString());
JsonElement jElement = new JsonParser().parse(json.toString());
workData.setDoi(getJsonValue(jElement, "doi"));
return workData;
}
private static String getJsonValue(JsonElement jElement, String property) {
if (jElement.getAsJsonObject().has(property)) {
JsonElement name = null;
name = jElement.getAsJsonObject().get(property);
if (name != null && !name.isJsonNull()) {
return name.getAsString();
}
}
return null;
}
}