[EoscTag] first "rough" implementation
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package eu.dnetlib.dhp.bulktag;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import com.google.gson.Gson;
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import eu.dnetlib.dhp.application.ArgumentApplicationParser;
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import eu.dnetlib.dhp.bulktag.community.CommunityConfiguration;
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import eu.dnetlib.dhp.bulktag.community.CommunityConfigurationFactory;
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import eu.dnetlib.dhp.bulktag.community.ProtoMap;
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import eu.dnetlib.dhp.bulktag.community.QueryInformationSystem;
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import eu.dnetlib.dhp.schema.common.ModelConstants;
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import eu.dnetlib.dhp.schema.oaf.Result;
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import eu.dnetlib.dhp.schema.oaf.Software;
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import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
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import eu.dnetlib.dhp.schema.oaf.*;
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import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
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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.api.java.function.FilterFunction;
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import org.apache.spark.api.java.function.MapFunction;
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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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@ -26,25 +17,30 @@ import org.slf4j.LoggerFactory;
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import java.util.Optional;
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import static eu.dnetlib.dhp.PropagationConstant.readPath;
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import static eu.dnetlib.dhp.PropagationConstant.removeOutputDir;
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import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
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public class SparkEoscTag {
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private static final Logger log = LoggerFactory.getLogger(SparkEoscTag.class);
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public static final ObjectMapper OBJECT_MAPPER = new ObjectMapper();
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public static final Qualifier EOSC_QUALIFIER = OafMapperUtils.qualifier("eosc",
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"European Open Science Cloud",
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ModelConstants.DNET_SUBJECT_TYPOLOGIES,ModelConstants.DNET_SUBJECT_TYPOLOGIES);
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public static final DataInfo EOSC_DATAINFO = OafMapperUtils.dataInfo(false, "propagation", true, false,
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OafMapperUtils.qualifier("propagation:subject","Inferred by OpenAIRE",
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ModelConstants.DNET_PROVENANCE_ACTIONS,ModelConstants.DNET_PROVENANCE_ACTIONS), "0.9");
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public final static StructuredProperty EOSC_NOTEBOOK = OafMapperUtils.structuredProperty(
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"EOSC::Jupyter Notebook", OafMapperUtils.qualifier("eosc","European Open Science Cloud",
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ModelConstants.DNET_SUBJECT_TYPOLOGIES,ModelConstants.DNET_SUBJECT_TYPOLOGIES)
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,OafMapperUtils.dataInfo(false, "propagation", true, false,
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OafMapperUtils.qualifier("propagation:subject","Inferred by OpenAIRE",
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ModelConstants.DNET_PROVENANCE_ACTIONS,ModelConstants.DNET_PROVENANCE_ACTIONS), "0.9"));
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"EOSC::Jupyter Notebook", EOSC_QUALIFIER,EOSC_DATAINFO);
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public final static StructuredProperty EOSC_GALAXY = OafMapperUtils.structuredProperty(
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"EOSC::Galaxy Workflow", EOSC_QUALIFIER, EOSC_DATAINFO);
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public final static StructuredProperty EOSC_TWITTER = OafMapperUtils.structuredProperty(
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"EOSC::Twitter Data", EOSC_QUALIFIER,EOSC_DATAINFO);
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public static void main(String[] args) throws Exception {
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String jsonConfiguration = IOUtils
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.toString(
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SparkEoscTag.class
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.getResourceAsStream(
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"/eu/dnetlib/dhp/bulktag/input_eosctag_parameters.json"));
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"/eu/dnetlib/dhp/bulktag/input_eoscTag_parameters.json"));
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final ArgumentApplicationParser parser = new ArgumentApplicationParser(jsonConfiguration);
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parser.parseArgument(args);
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@ -73,17 +69,15 @@ public class SparkEoscTag {
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}
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private static void execEoscTag(SparkSession spark, String inputPath, String workingPath) {
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//search for notebook
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//subject contiene jupyter.
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//esistono python e notebook nei subject non necessariamente nello stesso
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//si cerca fra i prodotti di tipo software
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readPath(spark, inputPath + "/software", Software.class)
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.map((MapFunction<Software, Software>) s -> {
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if(containsSubjectNotebook(s)){
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if(containsCriteriaNotebook(s)){
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s.getSubject().add(EOSC_NOTEBOOK);
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}
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if(containsCriteriaGalaxy(s)){
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s.getSubject().add(EOSC_GALAXY);
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}
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return s;
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}, Encoders.bean(Software.class) )
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.write()
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@ -97,9 +91,75 @@ public class SparkEoscTag {
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.option("compression","gzip")
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.json(inputPath + "/software");
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readPath(spark, inputPath + "/otherresearchproduct", OtherResearchProduct.class)
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.map((MapFunction<OtherResearchProduct, OtherResearchProduct>) orp ->
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{
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if(containsCriteriaGalaxy(orp)){
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orp.getSubject().add(EOSC_GALAXY);
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}
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if(containscriteriaTwitter(orp)){
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orp.getSubject().add(EOSC_TWITTER);
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}
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return orp;
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}, Encoders.bean(OtherResearchProduct.class))
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.write()
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.mode(SaveMode.Overwrite)
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.option("compression","gzip")
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.json(workingPath + "/otherresearchproduct");
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readPath(spark, workingPath + "/otherresearchproduct", OtherResearchProduct.class)
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.write()
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.mode(SaveMode.Overwrite)
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.option("compression","gzip")
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.json(inputPath + "/otherresearchproduct");
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readPath(spark, inputPath + "/dataset", Dataset.class)
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.map((MapFunction<Dataset, Dataset>) d -> {
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if(containscriteriaTwitter(d)){
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d.getSubject().add(EOSC_TWITTER);
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}
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return d;
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} , Encoders.bean(Dataset.class) )
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.write()
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.mode(SaveMode.Overwrite)
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.option("compression","gzip")
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.json(workingPath + "/dataset");
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readPath(spark, workingPath + "/dataset" , Dataset.class)
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.write()
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.mode(SaveMode.Overwrite)
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.option("compression","gzip")
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.json(inputPath + "/dataset");
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}
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private static boolean containsSubjectNotebook(Software s) {
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private static boolean containscriteriaTwitter(Result r) {
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if (r.getTitle().stream().anyMatch(t -> t.getValue().toLowerCase().contains("twitter") &&
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t.getValue().toLowerCase().contains("data")))
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return true;
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if(r.getDescription().stream().anyMatch(d -> d.getValue().toLowerCase().contains("twitter") &&
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d.getValue().toLowerCase().contains("data") ))
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return true;
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if(r.getSubject().stream().anyMatch(sbj -> sbj.getValue().toLowerCase().contains("twitter")) &&
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r.getSubject().stream().anyMatch(sbj -> sbj.getValue().toLowerCase().contains("data")))
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return true;
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return false;
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}
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private static boolean containsCriteriaGalaxy(Result r) {
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if (r.getTitle().stream().anyMatch(t -> t.getValue().toLowerCase().contains("galaxy") &&
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(t.getValue().toLowerCase().contains("workflow") || t.getValue().toLowerCase().contains("software"))))
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return true;
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if(r.getDescription().stream().anyMatch(d -> d.getValue().toLowerCase().contains("galaxy") &&
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(d.getValue().toLowerCase().contains("workflow") || d.getValue().toLowerCase().contains("software"))))
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return true;
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if(r.getSubject().stream().anyMatch(sbj -> sbj.getValue().toLowerCase().contains("galaxy")) &&
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(r.getSubject().stream().anyMatch(sbj -> sbj.getValue().toLowerCase().contains("workflow"))) ||
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r.getSubject().stream().anyMatch(sbj -> sbj.getValue().toLowerCase().contains("software")))
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return true;
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return false;
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}
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private static boolean containsCriteriaNotebook(Software s) {
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if(s.getSubject().stream().anyMatch(sbj -> sbj.getValue().toLowerCase().contains("jupyter")))
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return true;
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if(s.getSubject().stream().anyMatch(sbj -> sbj.getValue().toLowerCase().contains("python") &&
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@ -117,4 +177,5 @@ public class SparkEoscTag {
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return true;
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return false;
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}
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}
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@ -0,0 +1,21 @@
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[
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{
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"paramName":"s",
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"paramLongName":"sourcePath",
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"paramDescription": "the path of the sequencial file to read",
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"paramRequired": true
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},
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{
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"paramName": "wp",
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"paramLongName": "workingPath",
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"paramDescription": "the path used to store temporary output files",
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"paramRequired": true
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},
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{
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"paramName": "ssm",
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"paramLongName": "isSparkSessionManaged",
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"paramDescription": "true if the spark session is managed, false otherwise",
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"paramRequired": false
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}
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]
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@ -204,7 +204,31 @@
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<error to="Kill"/>
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</action>
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<join name="wait" to="End"/>
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<join name="wait" to="eosc_tag"/>
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<action name="eosc_tag">
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<spark xmlns="uri:oozie:spark-action:0.2">
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<master>yarn-cluster</master>
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<mode>cluster</mode>
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<name>EOSC_tagging</name>
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<class>eu.dnetlib.dhp.bulktag.SparkEoscTag</class>
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<jar>dhp-enrichment-${projectVersion}.jar</jar>
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<spark-opts>
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--num-executors=${sparkExecutorNumber}
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--executor-memory=${sparkExecutorMemory}
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--executor-cores=${sparkExecutorCores}
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--driver-memory=${sparkDriverMemory}
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--conf spark.extraListeners=${spark2ExtraListeners}
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--conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
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--conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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</spark-opts>
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<arg>--sourcePath</arg><arg>${outputPath}</arg>
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<arg>--workingPath</arg><arg>${workingDir}/eoscTag</arg>
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</spark>
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<ok to="wait"/>
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<error to="Kill"/>
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</action>
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<end name="End"/>
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