forked from D-Net/dnet-hadoop
implementation of the oozie wf to prepare the openorgs input: relations between organizations
This commit is contained in:
parent
259362ef47
commit
4cf79f32eb
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@ -0,0 +1,83 @@
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package eu.dnetlib.dhp.oa.dedup;
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import java.io.Serializable;
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public class OrgSimRel implements Serializable {
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String local_id;
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String oa_original_id;
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String oa_name;
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String oa_acronym;
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String oa_country;
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String oa_url;
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String oa_collectedfrom;
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public OrgSimRel() {
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}
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public OrgSimRel(String local_id, String oa_original_id, String oa_name, String oa_acronym, String oa_country, String oa_url, String oa_collectedfrom) {
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this.local_id = local_id;
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this.oa_original_id = oa_original_id;
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this.oa_name = oa_name;
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this.oa_acronym = oa_acronym;
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this.oa_country = oa_country;
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this.oa_url = oa_url;
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this.oa_collectedfrom = oa_collectedfrom;
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}
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public String getLocal_id() {
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return local_id;
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}
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public void setLocal_id(String local_id) {
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this.local_id = local_id;
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}
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public String getOa_original_id() {
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return oa_original_id;
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}
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public void setOa_original_id(String oa_original_id) {
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this.oa_original_id = oa_original_id;
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}
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public String getOa_name() {
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return oa_name;
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}
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public void setOa_name(String oa_name) {
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this.oa_name = oa_name;
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}
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public String getOa_acronym() {
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return oa_acronym;
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}
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public void setOa_acronym(String oa_acronym) {
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this.oa_acronym = oa_acronym;
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}
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public String getOa_country() {
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return oa_country;
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}
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public void setOa_country(String oa_country) {
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this.oa_country = oa_country;
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}
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public String getOa_url() {
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return oa_url;
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}
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public void setOa_url(String oa_url) {
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this.oa_url = oa_url;
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}
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public String getOa_collectedfrom() {
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return oa_collectedfrom;
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}
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public void setOa_collectedfrom(String oa_collectedfrom) {
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this.oa_collectedfrom = oa_collectedfrom;
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}
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}
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@ -4,16 +4,20 @@ import eu.dnetlib.dhp.application.ArgumentApplicationParser;
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import eu.dnetlib.dhp.schema.oaf.DataInfo;
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import eu.dnetlib.dhp.schema.oaf.DataInfo;
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import eu.dnetlib.dhp.schema.oaf.Relation;
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import eu.dnetlib.dhp.schema.oaf.Relation;
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import eu.dnetlib.dhp.utils.ISLookupClientFactory;
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import eu.dnetlib.dhp.utils.ISLookupClientFactory;
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import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpException;
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import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService;
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import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService;
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import eu.dnetlib.pace.config.DedupConfig;
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import org.apache.commons.io.IOUtils;
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import org.apache.commons.io.IOUtils;
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import org.apache.spark.SparkConf;
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import org.apache.spark.SparkConf;
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import org.apache.spark.api.java.JavaPairRDD;
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import org.apache.spark.api.java.JavaPairRDD;
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import org.apache.spark.api.java.JavaRDD;
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import org.apache.spark.api.java.JavaRDD;
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import org.apache.spark.sql.*;
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import org.apache.spark.sql.*;
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import org.dom4j.DocumentException;
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import org.slf4j.Logger;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import org.slf4j.LoggerFactory;
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import scala.Tuple2;
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import scala.Tuple2;
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import java.io.IOException;
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import java.util.ArrayList;
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import java.util.ArrayList;
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import java.util.List;
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import java.util.List;
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import java.util.Optional;
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import java.util.Optional;
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@ -65,7 +69,7 @@ public class SparkCollectSimRels extends AbstractSparkAction {
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}
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}
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@Override
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@Override
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void run(ISLookUpService isLookUpService) {
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void run(ISLookUpService isLookUpService) throws DocumentException, ISLookUpException, IOException {
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// read oozie parameters
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// read oozie parameters
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final String isLookUpUrl = parser.get("isLookUpUrl");
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final String isLookUpUrl = parser.get("isLookUpUrl");
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@ -126,11 +130,16 @@ public class SparkCollectSimRels extends AbstractSparkAction {
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Encoders.bean(Relation.class)
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Encoders.bean(Relation.class)
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).repartition(numPartitions);
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).repartition(numPartitions);
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for (DedupConfig dedupConf : getConfigurations(isLookUpService, actionSetId)) {
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switch(dedupConf.getWf().getSubEntityValue()){
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case "organization":
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savePostgresRelation(organizationRelations, workingPath, actionSetId, "organization");
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savePostgresRelation(organizationRelations, workingPath, actionSetId, "organization");
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savePostgresRelation(resultRelations, workingPath, actionSetId, "publication");
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break;
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savePostgresRelation(resultRelations, workingPath, actionSetId, "software");
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default:
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savePostgresRelation(resultRelations, workingPath, actionSetId, "otherresearchproduct");
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savePostgresRelation(resultRelations, workingPath, actionSetId, dedupConf.getWf().getSubEntityValue());
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savePostgresRelation(resultRelations, workingPath, actionSetId, "dataset");
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break;
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}
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}
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}
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}
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@ -0,0 +1,168 @@
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package eu.dnetlib.dhp.oa.dedup;
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import eu.dnetlib.dhp.application.ArgumentApplicationParser;
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import eu.dnetlib.dhp.schema.common.EntityType;
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import eu.dnetlib.dhp.schema.common.ModelSupport;
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import eu.dnetlib.dhp.schema.oaf.*;
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import eu.dnetlib.dhp.utils.ISLookupClientFactory;
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import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpException;
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import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService;
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import eu.dnetlib.pace.config.DedupConfig;
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import org.apache.commons.io.IOUtils;
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import org.apache.http.client.methods.CloseableHttpResponse;
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import org.apache.http.client.methods.HttpGet;
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import org.apache.http.impl.client.CloseableHttpClient;
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import org.apache.http.impl.client.HttpClients;
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import org.apache.spark.SparkConf;
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import org.apache.spark.api.java.JavaRDD;
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import org.apache.spark.api.java.function.MapFunction;
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import org.apache.spark.api.java.function.MapGroupsFunction;
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import org.apache.spark.sql.Dataset;
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import org.apache.spark.sql.Encoders;
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import org.apache.spark.sql.SaveMode;
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import org.apache.spark.sql.SparkSession;
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import org.dom4j.DocumentException;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import scala.Tuple2;
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import java.io.IOException;
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import java.util.ArrayList;
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import java.util.Iterator;
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import java.util.List;
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import java.util.Properties;
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public class SparkPrepareOrgRels extends AbstractSparkAction {
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private static final Logger log = LoggerFactory.getLogger(SparkCreateDedupRecord.class);
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public static final String ROOT_TRUST = "0.8";
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public static final String PROVENANCE_ACTION_CLASS = "sysimport:dedup";
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public static final String PROVENANCE_ACTIONS = "dnet:provenanceActions";
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public SparkPrepareOrgRels(ArgumentApplicationParser parser, SparkSession spark) {
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super(parser, spark);
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}
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public static void main(String[] args) throws Exception {
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ArgumentApplicationParser parser = new ArgumentApplicationParser(
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IOUtils
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.toString(
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SparkCreateSimRels.class
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.getResourceAsStream(
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"/eu/dnetlib/dhp/oa/dedup/prepareOrgRels_parameters.json")));
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parser.parseArgument(args);
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SparkConf conf = new SparkConf();
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conf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer");
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conf.registerKryoClasses(ModelSupport.getOafModelClasses());
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new SparkCreateDedupRecord(parser, getSparkSession(conf))
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.run(ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl")));
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}
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@Override
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public void run(ISLookUpService isLookUpService) throws IOException {
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final String graphBasePath = parser.get("graphBasePath");
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final String isLookUpUrl = parser.get("isLookUpUrl");
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final String actionSetId = parser.get("actionSetId");
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final String workingPath = parser.get("workingPath");
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final String apiUrl = parser.get("apiUrl");
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final String dbUrl = parser.get("dbUrl");
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final String dbTable = parser.get("dbTable");
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final String dbUser = parser.get("dbUser");
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final String dbPwd = parser.get("dbPwd");
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log.info("graphBasePath: '{}'", graphBasePath);
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log.info("isLookUpUrl: '{}'", isLookUpUrl);
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log.info("actionSetId: '{}'", actionSetId);
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log.info("workingPath: '{}'", workingPath);
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log.info("apiUrl: '{}'", apiUrl);
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log.info("dbUrl: '{}'", dbUrl);
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log.info("dbUser: '{}'", dbUser);
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log.info("table: '{}'", dbTable);
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log.info("dbPwd: '{}'", "xxx");
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final String mergeRelPath = DedupUtility.createMergeRelPath(workingPath, actionSetId, "organization");
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final String entityPath = DedupUtility.createEntityPath(graphBasePath, "organization");
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Dataset<OrgSimRel> relations = createRelations(spark, mergeRelPath, entityPath);
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final Properties connectionProperties = new Properties();
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connectionProperties.put("user", dbUser);
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connectionProperties.put("password", dbPwd);
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relations.write().mode(SaveMode.Overwrite).jdbc(dbUrl, dbTable, connectionProperties);
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if (!apiUrl.isEmpty())
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updateSimRels(apiUrl);
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}
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public static Dataset<OrgSimRel> createRelations(
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final SparkSession spark,
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final String mergeRelsPath,
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final String entitiesPath) {
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// <id, json_entity>
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Dataset<Tuple2<String, Organization>> entities = spark
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.read()
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.textFile(entitiesPath)
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.map(
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(MapFunction<String, Tuple2<String, Organization>>) it -> {
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Organization entity = OBJECT_MAPPER.readValue(it, Organization.class);
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return new Tuple2<>(entity.getId(), entity);
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},
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Encoders.tuple(Encoders.STRING(), Encoders.kryo(Organization.class)));
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Dataset<Tuple2<String, String>> relations = spark.createDataset(
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spark
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.read()
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.load(mergeRelsPath)
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.as(Encoders.bean(Relation.class))
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.where("relClass == 'merges'")
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.toJavaRDD()
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.mapToPair(r -> new Tuple2<>(r.getSource(), r.getTarget()))
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.groupByKey()
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.flatMap(g -> {
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List<Tuple2<String, String>> rels = new ArrayList<>();
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for (String id1 : g._2()) {
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for (String id2 : g._2()) {
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if (!id1.equals(id2))
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if (id1.contains("openorgs"))
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rels.add(new Tuple2<>(id1, id2));
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}
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}
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return rels.iterator();
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}).rdd(),
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Encoders.tuple(Encoders.STRING(), Encoders.STRING()));
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return relations
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.joinWith(entities, relations.col("_2").equalTo(entities.col("_1")), "inner")
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.map(
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(MapFunction<Tuple2<Tuple2<String, String>, Tuple2<String, Organization>>, OrgSimRel>)r ->
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new OrgSimRel(
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r._1()._2(),
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r._2()._2().getOriginalId().get(0),
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r._2()._2().getLegalname().getValue(),
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r._2()._2().getLegalshortname().getValue(),
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r._2()._2().getCountry().getClassid(),
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r._2()._2().getWebsiteurl().getValue(),
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r._2()._2().getCollectedfrom().get(0).getValue()
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),
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Encoders.bean(OrgSimRel.class)
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);
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}
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private static String updateSimRels(final String apiUrl) throws IOException {
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final HttpGet req = new HttpGet(apiUrl);
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try (final CloseableHttpClient client = HttpClients.createDefault()) {
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try (final CloseableHttpResponse response = client.execute(req)) {
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return IOUtils.toString(response.getEntity().getContent());
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}
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}
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}
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}
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<configuration>
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<property>
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<name>jobTracker</name>
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<value>yarnRM</value>
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</property>
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<property>
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<name>nameNode</name>
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<value>hdfs://nameservice1</value>
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</property>
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<property>
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<name>oozie.use.system.libpath</name>
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<value>true</value>
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</property>
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<property>
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<name>oozie.action.sharelib.for.spark</name>
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<value>spark2</value>
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</property>
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</configuration>
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<workflow-app name="Duplicate Scan" xmlns="uri:oozie:workflow:0.5">
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<parameters>
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<property>
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<name>graphBasePath</name>
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<description>the raw graph base path</description>
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</property>
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<property>
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<name>isLookUpUrl</name>
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<description>the address of the lookUp service</description>
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</property>
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<property>
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<name>actionSetId</name>
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<description>id of the actionSet</description>
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</property>
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<property>
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<name>workingPath</name>
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<description>path for the working directory</description>
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</property>
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<property>
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<name>dedupGraphPath</name>
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<description>path for the output graph</description>
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</property>
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<property>
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<name>cutConnectedComponent</name>
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<description>max number of elements in a connected component</description>
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</property>
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<property>
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<name>apiUrl</name>
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<description>the url for the APIs of the openorgs service</description>
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</property>
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<property>
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<name>dbUrl</name>
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<description>the url of the database</description>
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</property>
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<property>
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<name>dbUser</name>
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<description>the user of the database</description>
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</property>
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<property>
|
||||||
|
<name>dbTable</name>
|
||||||
|
<description>the name of the table in the database</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>dbPwd</name>
|
||||||
|
<description>the passowrd of the user of the database</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>sparkDriverMemory</name>
|
||||||
|
<description>memory for driver process</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>sparkExecutorMemory</name>
|
||||||
|
<description>memory for individual executor</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>sparkExecutorCores</name>
|
||||||
|
<description>number of cores used by single executor</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>oozieActionShareLibForSpark2</name>
|
||||||
|
<description>oozie action sharelib for spark 2.*</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>spark2ExtraListeners</name>
|
||||||
|
<value>com.cloudera.spark.lineage.NavigatorAppListener</value>
|
||||||
|
<description>spark 2.* extra listeners classname</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>spark2SqlQueryExecutionListeners</name>
|
||||||
|
<value>com.cloudera.spark.lineage.NavigatorQueryListener</value>
|
||||||
|
<description>spark 2.* sql query execution listeners classname</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>spark2YarnHistoryServerAddress</name>
|
||||||
|
<description>spark 2.* yarn history server address</description>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>spark2EventLogDir</name>
|
||||||
|
<description>spark 2.* event log dir location</description>
|
||||||
|
</property>
|
||||||
|
</parameters>
|
||||||
|
|
||||||
|
<global>
|
||||||
|
<job-tracker>${jobTracker}</job-tracker>
|
||||||
|
<name-node>${nameNode}</name-node>
|
||||||
|
<configuration>
|
||||||
|
<property>
|
||||||
|
<name>mapreduce.job.queuename</name>
|
||||||
|
<value>${queueName}</value>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>oozie.launcher.mapred.job.queue.name</name>
|
||||||
|
<value>${oozieLauncherQueueName}</value>
|
||||||
|
</property>
|
||||||
|
<property>
|
||||||
|
<name>oozie.action.sharelib.for.spark</name>
|
||||||
|
<value>${oozieActionShareLibForSpark2}</value>
|
||||||
|
</property>
|
||||||
|
</configuration>
|
||||||
|
</global>
|
||||||
|
|
||||||
|
<start to="resetWorkingPath"/>
|
||||||
|
|
||||||
|
<kill name="Kill">
|
||||||
|
<message>Action failed, error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
|
||||||
|
</kill>
|
||||||
|
|
||||||
|
<action name="resetWorkingPath">
|
||||||
|
<fs>
|
||||||
|
<delete path="${workingPath}"/>
|
||||||
|
</fs>
|
||||||
|
<ok to="CreateSimRel"/>
|
||||||
|
<error to="Kill"/>
|
||||||
|
</action>
|
||||||
|
|
||||||
|
<action name="CreateSimRel">
|
||||||
|
<spark xmlns="uri:oozie:spark-action:0.2">
|
||||||
|
<master>yarn</master>
|
||||||
|
<mode>cluster</mode>
|
||||||
|
<name>Create Similarity Relations</name>
|
||||||
|
<class>eu.dnetlib.dhp.oa.dedup.SparkCreateSimRels</class>
|
||||||
|
<jar>dhp-dedup-openaire-${projectVersion}.jar</jar>
|
||||||
|
<spark-opts>
|
||||||
|
--executor-memory=${sparkExecutorMemory}
|
||||||
|
--executor-cores=${sparkExecutorCores}
|
||||||
|
--driver-memory=${sparkDriverMemory}
|
||||||
|
--conf spark.extraListeners=${spark2ExtraListeners}
|
||||||
|
--conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
|
||||||
|
--conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
|
||||||
|
--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
|
||||||
|
--conf spark.sql.shuffle.partitions=3840
|
||||||
|
</spark-opts>
|
||||||
|
<arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
|
||||||
|
<arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
|
||||||
|
<arg>--actionSetId</arg><arg>${actionSetId}</arg>
|
||||||
|
<arg>--workingPath</arg><arg>${workingPath}</arg>
|
||||||
|
<arg>--numPartitions</arg><arg>8000</arg>
|
||||||
|
</spark>
|
||||||
|
<ok to="copyRelations"/>
|
||||||
|
<error to="Kill"/>
|
||||||
|
</action>
|
||||||
|
|
||||||
|
<action name="copyRelations">
|
||||||
|
<distcp xmlns="uri:oozie:distcp-action:0.2">
|
||||||
|
<arg>-pb</arg>
|
||||||
|
<arg>${graphBasePath}/relation</arg>
|
||||||
|
<arg>${workingPath}/organization_simrel</arg>
|
||||||
|
</distcp>
|
||||||
|
<ok to="CreateMergeRel"/>
|
||||||
|
<error to="Kill"/>
|
||||||
|
</action>
|
||||||
|
|
||||||
|
<action name="CreateMergeRel">
|
||||||
|
<spark xmlns="uri:oozie:spark-action:0.2">
|
||||||
|
<master>yarn</master>
|
||||||
|
<mode>cluster</mode>
|
||||||
|
<name>Create Merge Relations</name>
|
||||||
|
<class>eu.dnetlib.dhp.oa.dedup.SparkCreateMergeRels</class>
|
||||||
|
<jar>dhp-dedup-openaire-${projectVersion}.jar</jar>
|
||||||
|
<spark-opts>
|
||||||
|
--executor-memory=${sparkExecutorMemory}
|
||||||
|
--executor-cores=${sparkExecutorCores}
|
||||||
|
--driver-memory=${sparkDriverMemory}
|
||||||
|
--conf spark.extraListeners=${spark2ExtraListeners}
|
||||||
|
--conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
|
||||||
|
--conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
|
||||||
|
--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
|
||||||
|
--conf spark.sql.shuffle.partitions=3840
|
||||||
|
</spark-opts>
|
||||||
|
<arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
|
||||||
|
<arg>--workingPath</arg><arg>${workingPath}</arg>
|
||||||
|
<arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
|
||||||
|
<arg>--actionSetId</arg><arg>${actionSetId}</arg>
|
||||||
|
<arg>--cutConnectedComponent</arg><arg>${cutConnectedComponent}</arg>
|
||||||
|
</spark>
|
||||||
|
<ok to="PrepareOrgRels"/>
|
||||||
|
<error to="Kill"/>
|
||||||
|
</action>
|
||||||
|
|
||||||
|
<action name="PrepareOrgRels">
|
||||||
|
<spark xmlns="uri:oozie:spark-action:0.2">
|
||||||
|
<master>yarn</master>
|
||||||
|
<mode>cluster</mode>
|
||||||
|
<name>Prepare Organization Relations</name>
|
||||||
|
<class>eu.dnetlib.dhp.oa.dedup.SparkPrepareOrgRels</class>
|
||||||
|
<jar>dhp-dedup-openaire-${projectVersion}.jar</jar>
|
||||||
|
<spark-opts>
|
||||||
|
--executor-memory=${sparkExecutorMemory}
|
||||||
|
--executor-cores=${sparkExecutorCores}
|
||||||
|
--driver-memory=${sparkDriverMemory}
|
||||||
|
--conf spark.extraListeners=${spark2ExtraListeners}
|
||||||
|
--conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
|
||||||
|
--conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
|
||||||
|
--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
|
||||||
|
--conf spark.sql.shuffle.partitions=3840
|
||||||
|
</spark-opts>
|
||||||
|
<arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
|
||||||
|
<arg>--workingPath</arg><arg>${workingPath}</arg>
|
||||||
|
<arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
|
||||||
|
<arg>--actionSetId</arg><arg>${actionSetId}</arg>
|
||||||
|
<arg>--apiUrl</arg><arg>${apiUrl}</arg>
|
||||||
|
<arg>--dbUrl</arg><arg>${dbUrl}</arg>
|
||||||
|
<arg>--dbTable</arg><arg>${dbTable}</arg>
|
||||||
|
<arg>--dbUser</arg><arg>${dbUser}</arg>
|
||||||
|
<arg>--dbPwd</arg><arg>${dbPwd}</arg>
|
||||||
|
</spark>
|
||||||
|
<ok to="End"/>
|
||||||
|
<error to="Kill"/>
|
||||||
|
</action>
|
||||||
|
|
||||||
|
<end name="End"/>
|
||||||
|
</workflow-app>
|
|
@ -0,0 +1,56 @@
|
||||||
|
[
|
||||||
|
{
|
||||||
|
"paramName": "i",
|
||||||
|
"paramLongName": "graphBasePath",
|
||||||
|
"paramDescription": "the base path of raw graph",
|
||||||
|
"paramRequired": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"paramName": "w",
|
||||||
|
"paramLongName": "workingPath",
|
||||||
|
"paramDescription": "the working directory path",
|
||||||
|
"paramRequired": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"paramName": "la",
|
||||||
|
"paramLongName": "isLookUpUrl",
|
||||||
|
"paramDescription": "the url of the lookup service",
|
||||||
|
"paramRequired": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"paramName": "asi",
|
||||||
|
"paramLongName": "actionSetId",
|
||||||
|
"paramDescription": "the id of the actionset (orchestrator)",
|
||||||
|
"paramRequired": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"paramName": "au",
|
||||||
|
"paramLongName": "apiUrl",
|
||||||
|
"paramDescription": "the url for the APIs of the openorgs service",
|
||||||
|
"paramRequired": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"paramName": "du",
|
||||||
|
"paramLongName": "dbUrl",
|
||||||
|
"paramDescription": "the url of the database",
|
||||||
|
"paramRequired": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"paramName": "dusr",
|
||||||
|
"paramLongName": "dbUser",
|
||||||
|
"paramDescription": "the user of the database",
|
||||||
|
"paramRequired": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"paramName": "t",
|
||||||
|
"paramLongName": "dbTable",
|
||||||
|
"paramDescription": "the name of the table in the database",
|
||||||
|
"paramRequired": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"paramName": "dpwd",
|
||||||
|
"paramLongName": "dbPwd",
|
||||||
|
"paramDescription": "the password for the user of the database",
|
||||||
|
"paramRequired": true
|
||||||
|
}
|
||||||
|
]
|
Loading…
Reference in New Issue