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Miriam Baglioni 2020-04-16 16:11:20 +02:00
parent c33a593381
commit 5e72a51f11
2 changed files with 375 additions and 232 deletions

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@ -4,31 +4,26 @@ import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.TypedRow; import eu.dnetlib.dhp.TypedRow;
import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.schema.oaf.*; import eu.dnetlib.dhp.schema.oaf.*;
import eu.dnetlib.dhp.schema.oaf.Author;
import org.apache.commons.io.IOUtils; import org.apache.commons.io.IOUtils;
import org.apache.commons.lang3.StringUtils; import org.apache.commons.lang3.StringUtils;
import org.apache.hadoop.io.Text; import org.apache.hadoop.fs.FileSystem;
import org.apache.spark.api.java.JavaPairRDD; import org.apache.spark.api.java.JavaPairRDD;
import org.apache.spark.api.java.JavaRDD; import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext; import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.Function;
import org.apache.spark.api.java.function.PairFunction;
import org.apache.spark.sql.SparkSession; import org.apache.spark.sql.SparkSession;
import scala.Tuple2; import scala.Tuple2;
import java.io.File;
import java.util.Arrays; import java.util.Arrays;
import java.util.List; import java.util.List;
import java.util.Set;
import java.util.stream.Collectors; import java.util.stream.Collectors;
import java.util.stream.Stream;
import static eu.dnetlib.dhp.PropagationConstant.*; import static eu.dnetlib.dhp.PropagationConstant.*;
public class SparkOrcidToResultFromSemRelJob { public class SparkOrcidToResultFromSemRelJob {
public static void main(String[] args) throws Exception { public static void main(String[] args) throws Exception {
final ArgumentApplicationParser parser = new ArgumentApplicationParser(IOUtils.toString(SparkOrcidToResultFromSemRelJob.class.getResourceAsStream("/eu/dnetlib/dhp/orcidtoresultfromsemrel/input_orcid" + final ArgumentApplicationParser parser = new ArgumentApplicationParser(IOUtils.toString(SparkOrcidToResultFromSemRelJob.class.getResourceAsStream("/eu/dnetlib/dhp/orcidtoresultfromsemrel/input_orcidtoresult_parameters.json")));
"toresult_parameters.json")));
parser.parseArgument(args); parser.parseArgument(args);
final SparkSession spark = SparkSession final SparkSession spark = SparkSession
.builder() .builder()
@ -42,26 +37,24 @@ public class SparkOrcidToResultFromSemRelJob {
final String outputPath = "/tmp/provision/propagation/orcidtoresult"; final String outputPath = "/tmp/provision/propagation/orcidtoresult";
final List<String> allowedsemrel = Arrays.asList(parser.get("allowedsemrels").split(";")); final List<String> allowedsemrel = Arrays.asList(parser.get("allowedsemrels").split(";"));
boolean writeUpdate = TRUE.equals(parser.get("writeUpdate"));
boolean saveGraph = TRUE.equals(parser.get("saveGraph"));
File directory = new File(outputPath); createOutputDirs(outputPath, FileSystem.get(spark.sparkContext().hadoopConfiguration()));
if (!directory.exists()) { JavaRDD<Relation> relations = sc.textFile(inputPath + "/relation")
directory.mkdirs(); .map(item -> new ObjectMapper().readValue(item, Relation.class)).cache();
}
JavaRDD<Relation> relations = sc.sequenceFile(inputPath + "/relation", Text.class, Text.class)
.map(item -> new ObjectMapper().readValue(item._2().toString(), Relation.class)).cache();
JavaPairRDD<String, TypedRow> result_result = getResultResultSemRel(allowedsemrel, relations); JavaPairRDD<String, TypedRow> result_result = getResultResultSemRel(allowedsemrel, relations);
JavaRDD<Publication> publications = sc.sequenceFile(inputPath + "/publication", Text.class, Text.class) JavaRDD<Publication> publications = sc.textFile(inputPath + "/publication")
.map(item -> new ObjectMapper().readValue(item._2().toString(), Publication.class)); .map(item -> new ObjectMapper().readValue(item, Publication.class));
JavaRDD<Dataset> datasets = sc.sequenceFile(inputPath + "/dataset", Text.class, Text.class) JavaRDD<Dataset> datasets = sc.textFile(inputPath + "/dataset")
.map(item -> new ObjectMapper().readValue(item._2().toString(), Dataset.class)); .map(item -> new ObjectMapper().readValue(item, Dataset.class));
JavaRDD<Software> software = sc.sequenceFile(inputPath + "/software", Text.class, Text.class) JavaRDD<Software> software = sc.textFile(inputPath + "/software")
.map(item -> new ObjectMapper().readValue(item._2().toString(), Software.class)); .map(item -> new ObjectMapper().readValue(item, Software.class));
JavaRDD<OtherResearchProduct> other = sc.sequenceFile(inputPath + "/otherresearchproduct", Text.class, Text.class) JavaRDD<OtherResearchProduct> other = sc.textFile(inputPath + "/otherresearchproduct")
.map(item -> new ObjectMapper().readValue(item._2().toString(), OtherResearchProduct.class)); .map(item -> new ObjectMapper().readValue(item, OtherResearchProduct.class));
//get the results having at least one author pid we are interested in //get the results having at least one author pid we are interested in
JavaPairRDD<String, TypedRow> resultswithorcid = publications.map(p -> getTypedRow(p)) JavaPairRDD<String, TypedRow> resultswithorcid = publications.map(p -> getTypedRow(p))
@ -87,15 +80,25 @@ public class SparkOrcidToResultFromSemRelJob {
JavaPairRDD<String, Result> sfw = software.mapToPair(p -> new Tuple2<>(p.getId(),p)); JavaPairRDD<String, Result> sfw = software.mapToPair(p -> new Tuple2<>(p.getId(),p));
JavaPairRDD<String, Result> orp = other.mapToPair(p -> new Tuple2<>(p.getId(),p)); JavaPairRDD<String, Result> orp = other.mapToPair(p -> new Tuple2<>(p.getId(),p));
updateResult(pubs, to_add_orcid_to_result, outputPath, "publication"); if(writeUpdate){
updateResult(dss, to_add_orcid_to_result, outputPath, "dataset"); writeResult(pubs, to_add_orcid_to_result, outputPath, "publication");
updateResult(sfw, to_add_orcid_to_result, outputPath, "software"); writeResult(dss, to_add_orcid_to_result, outputPath, "dataset");
updateResult(orp, to_add_orcid_to_result, outputPath, "otherresearchproduct"); writeResult(sfw, to_add_orcid_to_result, outputPath, "software");
writeResult(orp, to_add_orcid_to_result, outputPath, "otherresearchproduct");
}
if (saveGraph){
updateResult(pubs, to_add_orcid_to_result, outputPath, "publication");
updateResult(dss, to_add_orcid_to_result, outputPath, "dataset");
updateResult(sfw, to_add_orcid_to_result, outputPath, "software");
updateResult(orp, to_add_orcid_to_result, outputPath, "otherresearchproduct");
}
} }
private static Author enrichAutor(Author autoritative_author, Author author) { public static eu.dnetlib.dhp.schema.oaf.Author enrichAutor(eu.dnetlib.dhp.schema.oaf.Author autoritative_author, eu.dnetlib.dhp.schema.oaf.Author author) {
boolean toaddpid = false; boolean toaddpid = false;
if (StringUtils.isNoneEmpty(autoritative_author.getSurname())) { if (StringUtils.isNoneEmpty(autoritative_author.getSurname())) {
@ -137,32 +140,91 @@ public class SparkOrcidToResultFromSemRelJob {
} }
private static List<eu.dnetlib.dhp.schema.oaf.Author> enrichAutors(List<eu.dnetlib.dhp.schema.oaf.Author> autoritative_authors,
List<eu.dnetlib.dhp.schema.oaf.Author> to_enrich_authors, boolean filter){
// List<Author> autoritative_authors = p._2()._2().get().getAuthors();
// List<Author> to_enrich_authors = r.getAuthor();
private static void updateResult(JavaPairRDD<String, Result> results, JavaPairRDD<String, TypedRow> toupdateresult, String outputPath, String type) { return to_enrich_authors
.stream()
.map(a -> {
if (filter) {
if (containsAllowedPid(a)) {
return a;
}
}
List<eu.dnetlib.dhp.schema.oaf.Author> lst = autoritative_authors.stream()
.map(aa -> enrichAutor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList());
if (lst.size() == 0) {
return a;
}
return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people
}).collect(Collectors.toList());
}
private static void writeResult(JavaPairRDD<String, Result> results, JavaPairRDD<String, TypedRow> toupdateresult,
String outputPath, String type) {
results.join(toupdateresult)
.map(p -> {
Result r = p._2()._1();
List<eu.dnetlib.dhp.schema.oaf.Author> autoritative_authors = p._2()._2().getAuthors();
List<eu.dnetlib.dhp.schema.oaf.Author> to_enrich_authors = r.getAuthor();
r.setAuthor(enrichAutors(autoritative_authors, to_enrich_authors, false));
// .stream()
// .map(a -> {
// if(filter) {
// if (containsAllowedPid(a)) {
// return a;
// }
// }
//
// List<Author> lst = autoritative_authors.stream()
// .map(aa -> enrichAutor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList());
// if(lst.size() == 0){
// return a;
// }
// return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people
//
// }).collect(Collectors.toList()));
return r;
})
.map(p -> new ObjectMapper().writeValueAsString(p))
.saveAsTextFile(outputPath + "/" + type + "_update");
}
private static void updateResult(JavaPairRDD<String, Result> results, JavaPairRDD<String, TypedRow> toupdateresult,
String outputPath, String type) {
results.leftOuterJoin(toupdateresult) results.leftOuterJoin(toupdateresult)
.map(p -> { .map(p -> {
Result r = p._2()._1(); Result r = p._2()._1();
if (p._2()._2().isPresent()){ if (p._2()._2().isPresent()){
List<Author> autoritative_authors = p._2()._2().get().getAuthors(); List<eu.dnetlib.dhp.schema.oaf.Author> autoritative_authors = p._2()._2().get().getAuthors();
List<Author> to_enrich_authors = r.getAuthor(); List<eu.dnetlib.dhp.schema.oaf.Author> to_enrich_authors = r.getAuthor();
//.stream().filter(a -> !containsAllowedPid(a))
//.collect(Collectors.toList());
r.setAuthor(to_enrich_authors r.setAuthor(enrichAutors(autoritative_authors, to_enrich_authors, true));
.stream() // .stream()
.map(a -> { // .map(a -> {
if (containsAllowedPid(a)) { // if(filter) {
return a; // if (containsAllowedPid(a)) {
} // return a;
// }
List<Author> lst = autoritative_authors.stream() // }
.map(aa -> enrichAutor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList()); //
if(lst.size() == 0){ // List<Author> lst = autoritative_authors.stream()
return a; // .map(aa -> enrichAutor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList());
} // if(lst.size() == 0){
return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people // return a;
// }
}).collect(Collectors.toList())); // return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people
//
// }).collect(Collectors.toList()));
} }
return r; return r;
}) })
@ -195,7 +257,7 @@ public class SparkOrcidToResultFromSemRelJob {
} }
private static boolean containsAllowedPid(Author a){ private static boolean containsAllowedPid(eu.dnetlib.dhp.schema.oaf.Author a){
return (a.getPid().stream().map(pid -> { return (a.getPid().stream().map(pid -> {

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@ -1,40 +1,35 @@
package eu.dnetlib.dhp.orcidtoresultfromsemrel; package eu.dnetlib.dhp.orcidtoresultfromsemrel;
import com.fasterxml.jackson.databind.ObjectMapper; import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.TypedRow;
import eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.schema.oaf.*; import eu.dnetlib.dhp.schema.oaf.*;
import org.apache.commons.io.IOUtils; import org.apache.commons.io.IOUtils;
import org.apache.commons.lang3.StringUtils; import org.apache.commons.lang3.StringUtils;
import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.io.Text; import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaPairRDD; 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.JavaSparkContext;
import org.apache.spark.api.java.function.Function; import org.apache.spark.sql.Encoders;
import org.apache.spark.api.java.function.PairFunction; import org.apache.spark.sql.Row;
import org.apache.spark.sql.SparkSession; import org.apache.spark.sql.SparkSession;
import scala.Tuple2; import scala.Tuple2;
import java.io.File; import java.util.*;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.Set;
import java.util.stream.Collectors;
import java.util.stream.Stream;
import static eu.dnetlib.dhp.PropagationConstant.*; import static eu.dnetlib.dhp.PropagationConstant.*;
public class SparkOrcidToResultFromSemRelJob { public class SparkOrcidToResultFromSemRelJob2 {
public static void main(String[] args) throws Exception { public static void main(String[] args) throws Exception {
final ArgumentApplicationParser parser = new ArgumentApplicationParser(IOUtils.toString(SparkOrcidToResultFromSemRelJob.class.getResourceAsStream("/eu/dnetlib/dhp/orcidtoresultfromremrel/input_orcidtoresult_parameters.json"))); final ArgumentApplicationParser parser = new ArgumentApplicationParser(IOUtils.toString(SparkOrcidToResultFromSemRelJob2.class.getResourceAsStream("/eu/dnetlib/dhp/orcidtoresultfromsemrel/input_orcidtoresult_parameters.json")));
parser.parseArgument(args); parser.parseArgument(args);
SparkConf conf = new SparkConf();
conf.set("hive.metastore.uris", parser.get("hive_metastore_uris"));
final SparkSession spark = SparkSession final SparkSession spark = SparkSession
.builder() .builder()
.appName(SparkOrcidToResultFromSemRelJob.class.getSimpleName()) .appName(SparkOrcidToResultFromSemRelJob2.class.getSimpleName())
.master(parser.get("master")) .master(parser.get("master"))
.config(conf)
.enableHiveSupport() .enableHiveSupport()
.getOrCreate(); .getOrCreate();
@ -48,63 +43,176 @@ public class SparkOrcidToResultFromSemRelJob {
createOutputDirs(outputPath, FileSystem.get(spark.sparkContext().hadoopConfiguration())); createOutputDirs(outputPath, FileSystem.get(spark.sparkContext().hadoopConfiguration()));
JavaRDD<Relation> relations = sc.textFile(inputPath + "/relation") org.apache.spark.sql.Dataset<Relation> relation = spark.createDataset(sc.textFile(inputPath + "/relation")
.map(item -> new ObjectMapper().readValue(item, Relation.class)).cache(); .map(item -> new ObjectMapper().readValue(item, Relation.class)).rdd(), Encoders.bean(Relation.class));
JavaPairRDD<String, TypedRow> result_result = getResultResultSemRel(allowedsemrel, relations); org.apache.spark.sql.Dataset<Dataset> dataset = spark.createDataset(sc.textFile(inputPath + "/dataset")
.map(item -> new ObjectMapper().readValue(item, eu.dnetlib.dhp.schema.oaf.Dataset.class)).rdd(),
Encoders.bean(eu.dnetlib.dhp.schema.oaf.Dataset.class));
JavaRDD<Publication> publications = sc.textFile(inputPath + "/publication") org.apache.spark.sql.Dataset<OtherResearchProduct> other = spark.createDataset(sc.textFile(inputPath + "/otherresearchproduct")
.map(item -> new ObjectMapper().readValue(item, Publication.class)); .map(item -> new ObjectMapper().readValue(item, eu.dnetlib.dhp.schema.oaf.OtherResearchProduct.class)).rdd(),
JavaRDD<Dataset> datasets = sc.textFile(inputPath + "/dataset") Encoders.bean(eu.dnetlib.dhp.schema.oaf.OtherResearchProduct.class));
.map(item -> new ObjectMapper().readValue(item, Dataset.class));
JavaRDD<Software> software = sc.textFile(inputPath + "/software")
.map(item -> new ObjectMapper().readValue(item, Software.class));
JavaRDD<OtherResearchProduct> other = sc.textFile(inputPath + "/otherresearchproduct")
.map(item -> new ObjectMapper().readValue(item, OtherResearchProduct.class));
org.apache.spark.sql.Dataset<Software> software = spark.createDataset(sc.textFile(inputPath + "/software")
.map(item -> new ObjectMapper().readValue(item, eu.dnetlib.dhp.schema.oaf.Software.class)).rdd(),
Encoders.bean(eu.dnetlib.dhp.schema.oaf.Software.class));
org.apache.spark.sql.Dataset<Publication> publication = spark.createDataset(sc.textFile(inputPath + "/publication")
.map(item -> new ObjectMapper().readValue(item, eu.dnetlib.dhp.schema.oaf.Publication.class)).rdd(),
Encoders.bean(eu.dnetlib.dhp.schema.oaf.Publication.class));
relation.createOrReplaceTempView("relation");
String query = "Select source, target " +
"from relation " +
"where datainfo.deletedbyinference = false " + getConstraintList(" relclass = '" , allowedsemrel);
org.apache.spark.sql.Dataset<Row> result_result = spark.sql(query);
publication.createOrReplaceTempView("publication");
org.apache.spark.sql.Dataset<ResultOrcidList> pubs_with_orcid = getResultWithOrcid("publication", spark)
.as(Encoders.bean(ResultOrcidList.class));
dataset.createOrReplaceTempView("dataset");
org.apache.spark.sql.Dataset<ResultOrcidList> dats_with_orcid = getResultWithOrcid("dataset", spark)
.as(Encoders.bean(ResultOrcidList.class));
other.createOrReplaceTempView("orp");
org.apache.spark.sql.Dataset<ResultOrcidList> orp_with_orcid = getResultWithOrcid("orp", spark)
.as(Encoders.bean(ResultOrcidList.class));
dataset.createOrReplaceTempView("software");
org.apache.spark.sql.Dataset<ResultOrcidList> software_with_orcid = getResultWithOrcid("software", spark)
.as(Encoders.bean(ResultOrcidList.class));
//get the results having at least one author pid we are interested in //get the results having at least one author pid we are interested in
JavaPairRDD<String, TypedRow> resultswithorcid = publications.map(p -> getTypedRow(p))
.filter(p -> !(p == null))
.mapToPair(toPair())
.union(datasets.map(p -> getTypedRow(p))
.filter(p -> !(p == null))
.mapToPair(toPair()))
.union(software.map(p -> getTypedRow(p))
.filter(p -> !(p == null))
.mapToPair(toPair()))
.union(other.map(p -> getTypedRow(p))
.filter(p -> !(p == null))
.mapToPair(toPair()));
//target of the relation from at least one source with orcid.
//the set of authors contains all those that have orcid and are related to target
//from any source with allowed semantic relationship
JavaPairRDD<String, List<AutoritativeAuthor>> target_authorlist_from_pubs = getTargetAutoritativeAuthorList(pubs_with_orcid);
JavaPairRDD<String, TypedRow> to_add_orcid_to_result = resultswithorcid.join(result_result) JavaPairRDD<String, List<AutoritativeAuthor>> target_authorlist_from_dats = getTargetAutoritativeAuthorList(dats_with_orcid);
.map(p -> p._2()._1().setSourceId(p._2()._2().getTargetId())) //associate the pid of the result (target) which should get the orcid to the typed row containing the authors with the orcid from the result(source)
.mapToPair(toPair());
JavaPairRDD<String, Result> pubs = publications.mapToPair(p -> new Tuple2<>(p.getId(),p)); JavaPairRDD<String, List<AutoritativeAuthor>> target_authorlist_from_orp = getTargetAutoritativeAuthorList(orp_with_orcid);
JavaPairRDD<String, Result> dss = datasets.mapToPair(p -> new Tuple2<>(p.getId(),p));
JavaPairRDD<String, Result> sfw = software.mapToPair(p -> new Tuple2<>(p.getId(),p)); JavaPairRDD<String, List<AutoritativeAuthor>> target_authorlist_from_sw = getTargetAutoritativeAuthorList(software_with_orcid);
JavaPairRDD<String, Result> orp = other.mapToPair(p -> new Tuple2<>(p.getId(),p));
if(writeUpdate){ if(writeUpdate){
writeResult(pubs, to_add_orcid_to_result, outputPath, "publication"); target_authorlist_from_dats.map(r -> new ObjectMapper().writeValueAsString(r))
writeResult(dss, to_add_orcid_to_result, outputPath, "dataset"); .saveAsTextFile(outputPath + "/" + "update_dats");
writeResult(sfw, to_add_orcid_to_result, outputPath, "software"); target_authorlist_from_pubs.map(r -> new ObjectMapper().writeValueAsString(r))
writeResult(orp, to_add_orcid_to_result, outputPath, "otherresearchproduct"); .saveAsTextFile(outputPath + "/" + "update_pubs");
target_authorlist_from_orp.map(r -> new ObjectMapper().writeValueAsString(r))
.saveAsTextFile(outputPath + "/" + "update_orp");
target_authorlist_from_sw.map(r -> new ObjectMapper().writeValueAsString(r))
.saveAsTextFile(outputPath + "/" + "update_sw");
}
if(saveGraph){
sc.textFile(inputPath + "/publication")
.map(item -> new ObjectMapper().readValue(item, eu.dnetlib.dhp.schema.oaf.Publication.class))
.mapToPair(p -> new Tuple2<>(p.getId(),p))
.leftOuterJoin(target_authorlist_from_pubs)
.map(c -> {
Result r = c._2()._1();
if(!c._2()._2().isPresent()){
return r;
}
List<eu.dnetlib.dhp.schema.oaf.Author> toenrich_author = r.getAuthor();
List<AutoritativeAuthor> autoritativeAuthors = c._2()._2().get();
for(eu.dnetlib.dhp.schema.oaf.Author author: toenrich_author){
if (!containsAllowedPid(author)){
enrichAuthor(author, autoritativeAuthors);
}
}
return r;
});
} }
if (saveGraph){ }
updateResult(pubs, to_add_orcid_to_result, outputPath, "publication");
updateResult(dss, to_add_orcid_to_result, outputPath, "dataset"); private static void enrichAuthor(eu.dnetlib.dhp.schema.oaf.Author a, List<AutoritativeAuthor> au){
updateResult(sfw, to_add_orcid_to_result, outputPath, "software"); for (AutoritativeAuthor aa: au){
updateResult(orp, to_add_orcid_to_result, outputPath, "otherresearchproduct"); if(enrichAuthor(aa, a)){
return;
}
} }
} }
// private static JavaPairRDD<String, List<AutoritativeAuthor>> getTargetAutoritativeAuthorList(org.apache.spark.sql.Dataset<Row> result_result, org.apache.spark.sql.Dataset<ResultOrcidList> pubs_with_orcid) {
// return pubs_with_orcid
// .toJavaRDD()
// .mapToPair(p -> new Tuple2<>(p.getId(), p.getAuthorList()))
// .join(result_result.toJavaRDD().mapToPair(rel -> new Tuple2<>(rel.getString(0), rel.getString(1))))
// .mapToPair(c -> new Tuple2<>(c._2._2(), c._2()._1()))
// .reduceByKey((a, b) -> {
// if(a == null){
// return b;
// }
// if(b==null){
// return a;
// }
//
// Set<String> authSet = new HashSet<>();
// a.stream().forEach(au -> authSet.add(au.getOrcid()));
//
// b.stream().forEach(au -> {
// if (!authSet.contains(au.getOrcid())) {
// a.add(au);
// }
// }
// );
// return a;
// });
// }
private static JavaPairRDD<String, List<AutoritativeAuthor>> getTargetAutoritativeAuthorList( org.apache.spark.sql.Dataset<ResultOrcidList> pubs_with_orcid) {
return pubs_with_orcid
.toJavaRDD()
.mapToPair(p -> new Tuple2<>(p.getResultId(), p.getAuthorList()))
.reduceByKey((a, b) -> {
if(a == null){
return b;
}
if(b==null){
return a;
}
Set<String> authSet = new HashSet<>();
a.stream().forEach(au -> authSet.add(au.getOrcid()));
private static Author enrichAutor(Author autoritative_author, Author author) { b.stream().forEach(au -> {
if (!authSet.contains(au.getOrcid())) {
a.add(au);
}
}
);
return a;
});
}
private static org.apache.spark.sql.Dataset<Row> getResultWithOrcid(String table, SparkSession spark){
String query = " select target, author " +
" from (select id, collect_set(named_struct('name', name, 'surname', surname, 'fullname', fullname, 'orcid', orcid)) author " +
" from ( " +
" select id, MyT.fullname, MyT.name, MyT.surname, MyP.value orcid " +
" from " + table +
" lateral view explode (author) a as MyT " +
" lateral view explode (MyT.pid) p as MyP " +
" where MyP.qualifier.classid = 'ORCID') tmp " +
" group by id) r_t " +
" join (" +
" select source, target " +
" from relation " +
" where datainfo.deletedbyinference = false and (relclass = 'isSupplementedBy' or relclass = 'isSupplementTo') rel_rel " +
" on source = id";
return spark.sql(query);
}
private static boolean enrichAuthor(AutoritativeAuthor autoritative_author, eu.dnetlib.dhp.schema.oaf.Author author) {
boolean toaddpid = false; boolean toaddpid = false;
if (StringUtils.isNoneEmpty(autoritative_author.getSurname())) { if (StringUtils.isNoneEmpty(autoritative_author.getSurname())) {
@ -128,149 +236,122 @@ public class SparkOrcidToResultFromSemRelJob {
} }
if (toaddpid){ if (toaddpid){
StructuredProperty pid = new StructuredProperty(); StructuredProperty pid = new StructuredProperty();
for(StructuredProperty sp : autoritative_author.getPid()){ String aa_pid = autoritative_author.getOrcid();
if (PROPAGATION_AUTHOR_PID.equals(sp.getQualifier().getClassid())){ pid.setValue(aa_pid);
pid.setValue(sp.getValue()); pid.setQualifier(getQualifier(PROPAGATION_AUTHOR_PID, PROPAGATION_AUTHOR_PID ));
pid.setQualifier(getQualifier(sp.getQualifier().getClassid(),sp.getQualifier().getClassname() )); pid.setDataInfo(getDataInfo(PROPAGATION_DATA_INFO_TYPE, PROPAGATION_ORCID_TO_RESULT_FROM_SEM_REL_CLASS_ID, PROPAGATION_ORCID_TO_RESULT_FROM_SEM_REL_CLASS_NAME));
pid.setDataInfo(getDataInfo(PROPAGATION_DATA_INFO_TYPE, PROPAGATION_ORCID_TO_RESULT_FROM_SEM_REL_CLASS_ID, PROPAGATION_ORCID_TO_RESULT_FROM_SEM_REL_CLASS_NAME)); if(author.getPid() == null){
if(author.getPid() == null){ author.setPid(Arrays.asList(pid));
author.setPid(Arrays.asList(pid)); }else{
}else{ author.getPid().add(pid);
author.getPid().add(pid);
}
}
} }
return author;
} }
return null; return toaddpid;
} }
private static List<Author> enrichAutors(List<Author> autoritative_authors, List<Author> to_enrich_authors, boolean filter){ // private static List<Author> enrichAuthors(List<Author> autoritative_authors, List<Author> to_enrich_authors, boolean filter){
// List<Author> autoritative_authors = p._2()._2().get().getAuthors(); //// List<Author> autoritative_authors = p._2()._2().get().getAuthors();
// List<Author> to_enrich_authors = r.getAuthor(); //// List<Author> to_enrich_authors = r.getAuthor();
return to_enrich_authors
.stream()
.map(a -> {
if (filter) {
if (containsAllowedPid(a)) {
return a;
}
}
List<Author> lst = autoritative_authors.stream()
.map(aa -> enrichAutor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList());
if (lst.size() == 0) {
return a;
}
return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people
}).collect(Collectors.toList());
}
private static void writeResult(JavaPairRDD<String, Result> results, JavaPairRDD<String, TypedRow> toupdateresult,
String outputPath, String type) {
results.join(toupdateresult)
.map(p -> {
Result r = p._2()._1();
List<Author> autoritative_authors = p._2()._2().getAuthors();
List<Author> to_enrich_authors = r.getAuthor();
r.setAuthor(enrichAutors(autoritative_authors, to_enrich_authors, false));
// .stream()
// .map(a -> {
// if(filter) {
// if (containsAllowedPid(a)) {
// return a;
// }
// }
// //
// List<Author> lst = autoritative_authors.stream() // return to_enrich_authors
// .map(aa -> enrichAutor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList()); // .stream()
// if(lst.size() == 0){ // .map(a -> {
// return a; // if (filter) {
// } // if (containsAllowedPid(a)) {
// return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people // return a;
// }
// }
// //
// }).collect(Collectors.toList())); // List<Author> lst = autoritative_authors.stream()
// .map(aa -> enrichAuthor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList());
return r; // if (lst.size() == 0) {
}) // return a;
.map(p -> new ObjectMapper().writeValueAsString(p)) // }
.saveAsTextFile(outputPath + "/" + type + "_update"); // return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people
}
private static void updateResult(JavaPairRDD<String, Result> results, JavaPairRDD<String, TypedRow> toupdateresult,
String outputPath, String type) {
results.leftOuterJoin(toupdateresult)
.map(p -> {
Result r = p._2()._1();
if (p._2()._2().isPresent()){
List<Author> autoritative_authors = p._2()._2().get().getAuthors();
List<Author> to_enrich_authors = r.getAuthor();
r.setAuthor(enrichAutors(autoritative_authors, to_enrich_authors, true));
// .stream()
// .map(a -> {
// if(filter) {
// if (containsAllowedPid(a)) {
// return a;
// }
// }
// //
// List<Author> lst = autoritative_authors.stream() // }).collect(Collectors.toList());
// .map(aa -> enrichAutor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList()); // }
// if(lst.size() == 0){
// return a;
// }
// return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people
// //
// }).collect(Collectors.toList())); // private static void writeResult(JavaPairRDD<String, Result> results, JavaPairRDD<String, TypedRow> toupdateresult,
} // String outputPath, String type) {
return r; //
}) // results.join(toupdateresult)
.map(p -> new ObjectMapper().writeValueAsString(p)) // .map(p -> {
.saveAsTextFile(outputPath+"/"+type); // Result r = p._2()._1();
} //
// List<Author> autoritative_authors = p._2()._2().getAuthors();
private static TypedRow getTypedRow(Result p) { // List<eu.dnetlib.dhp.schema.oaf.Author> to_enrich_authors = r.getAuthor();
TypedRow tp = new TypedRow(); //
tp.setSourceId(p.getId()); // r.setAuthor(enrichAutors(autoritative_authors, to_enrich_authors, false));
List<Author> authorList = p.getAuthor() //// .stream()
.stream() //// .map(a -> {
.map(a -> { //// if(filter) {
if (a.getPid().stream().map(pid -> { //// if (containsAllowedPid(a)) {
if (PROPAGATION_AUTHOR_PID.equals(pid.getQualifier().getClassid())) { //// return a;
return a; //// }
} //// }
return null; ////
}).filter(aut -> !(aut == null)).collect(Collectors.toList()).size() > 0){ //// List<Author> lst = autoritative_authors.stream()
return a; //// .map(aa -> enrichAuthor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList());
} //// if(lst.size() == 0){
return null; //// return a;
}).filter(a -> !(a == null)).collect(Collectors.toList()); //// }
tp.setAuthors(authorList); //// return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people
if(authorList.size() > 0){ ////
return tp; //// }).collect(Collectors.toList()));
} //
return null; // return r;
// })
// .map(p -> new ObjectMapper().writeValueAsString(p))
// .saveAsTextFile(outputPath + "/" + type + "_update");
// }
} // private static void updateResult(JavaPairRDD<String, Result> results, JavaPairRDD<String, TypedRow> toupdateresult,
// String outputPath, String type) {
// results.leftOuterJoin(toupdateresult)
// .map(p -> {
// Result r = p._2()._1();
// if (p._2()._2().isPresent()){
// List<AutoritativeAuthor> autoritative_authors = p._2()._2().get().getAuthors();
// List<eu.dnetlib.dhp.schema.oaf.Author> to_enrich_authors = r.getAuthor();
//
// r.setAuthor(enrichAutors(autoritative_authors, to_enrich_authors, true));
//// .stream()
//// .map(a -> {
//// if(filter) {
//// if (containsAllowedPid(a)) {
//// return a;
//// }
//// }
////
//// List<Author> lst = autoritative_authors.stream()
//// .map(aa -> enrichAuthor(aa, a)).filter(au -> !(au == null)).collect(Collectors.toList());
//// if(lst.size() == 0){
//// return a;
//// }
//// return lst.get(0);//Each author can be enriched at most once. It cannot be the same as many different people
////
//// }).collect(Collectors.toList()));
// }
// return r;
// })
// .map(p -> new ObjectMapper().writeValueAsString(p))
// .saveAsTextFile(outputPath+"/"+type);
// }
private static boolean containsAllowedPid(Author a){
private static boolean containsAllowedPid(eu.dnetlib.dhp.schema.oaf.Author a) {
return (a.getPid().stream().map(pid -> { for (StructuredProperty pid : a.getPid()) {
if (PROPAGATION_AUTHOR_PID.equals(pid.getQualifier().getClassid())) { if (PROPAGATION_AUTHOR_PID.equals(pid.getQualifier().getClassid())) {
return true; return true;
} }
return false; }
}).filter(aut -> (aut == true)).collect(Collectors.toList()).size()) > 0; return false;
} }
} }