forked from D-Net/dnet-hadoop
parallel implementation for graph Hive importer
This commit is contained in:
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commit
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package eu.dnetlib.dhp.oa.graph.hive;
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import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkHiveSession;
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import static eu.dnetlib.dhp.schema.common.ModelSupport.tableIdentifier;
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import java.util.Optional;
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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.MapFunction;
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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.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import eu.dnetlib.dhp.application.ArgumentApplicationParser;
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import eu.dnetlib.dhp.schema.oaf.Oaf;
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public class GraphHiveTableImporterJob {
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private static final Logger log = LoggerFactory.getLogger(GraphHiveTableImporterJob.class);
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private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper();
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public static void main(String[] args) throws Exception {
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final ArgumentApplicationParser parser = new ArgumentApplicationParser(
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IOUtils
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.toString(
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GraphHiveTableImporterJob.class
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.getResourceAsStream(
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"/eu/dnetlib/dhp/oa/graph/hive_table_importer_parameters.json")));
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parser.parseArgument(args);
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Boolean isSparkSessionManaged = Optional
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.ofNullable(parser.get("isSparkSessionManaged"))
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.map(Boolean::valueOf)
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.orElse(Boolean.TRUE);
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log.info("isSparkSessionManaged: {}", isSparkSessionManaged);
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String inputPath = parser.get("inputPath");
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log.info("inputPath: {}", inputPath);
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String hiveDbName = parser.get("hiveDbName");
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log.info("hiveDbName: {}", hiveDbName);
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final String className = parser.get("className");
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log.info("className: {}", className);
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Class<? extends Oaf> clazz = (Class<? extends Oaf>) Class.forName(className);
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String hiveMetastoreUris = parser.get("hiveMetastoreUris");
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log.info("hiveMetastoreUris: {}", hiveMetastoreUris);
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SparkConf conf = new SparkConf();
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conf.set("hive.metastore.uris", hiveMetastoreUris);
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runWithSparkHiveSession(
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conf, isSparkSessionManaged, spark -> loadGraphTable(spark, inputPath, hiveDbName, clazz));
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}
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// protected for testing
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private static <T extends Oaf> void loadGraphTable(SparkSession spark, String inputPath, String hiveDbName,
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Class<T> clazz) {
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spark
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.read()
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.textFile(inputPath)
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.map((MapFunction<String, T>) s -> OBJECT_MAPPER.readValue(s, clazz), Encoders.bean(clazz))
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.write()
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.mode(SaveMode.Overwrite)
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.saveAsTable(tableIdentifier(hiveDbName, clazz));
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}
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}
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DROP DATABASE IF EXISTS ${hiveDbName} CASCADE;
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CREATE DATABASE ${hiveDbName};
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@ -72,18 +72,44 @@
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</configuration>
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</global>
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<start to="MapGraphAsHiveDB"/>
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<start to="reset_DB"/>
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<kill name="Kill">
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<message>Action failed, error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
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</kill>
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<action name="MapGraphAsHiveDB">
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<action name="reset_DB">
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<hive2 xmlns="uri:oozie:hive2-action:0.1">
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<configuration>
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<property>
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<name>hive.metastore.uris</name>
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<value>${hiveMetastoreUris}</value>
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</property>
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</configuration>
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<jdbc-url>${hiveJdbcUrl}/${hiveDbName}</jdbc-url>
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<script>lib/scripts/reset_db.sql</script>
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<param>hiveDbName=${hiveDbName}</param>
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</hive2>
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<ok to="fork_import"/>
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<error to="Kill"/>
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</action>
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<fork name="fork_import">
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<path start="import_publication"/>
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<path start="import_dataset"/>
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<path start="import_orp"/>
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<path start="import_software"/>
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<path start="import_datasource"/>
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<path start="import_organization"/>
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<path start="import_project"/>
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</fork>
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<action name="import_publication">
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<spark xmlns="uri:oozie:spark-action:0.2">
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<master>yarn</master>
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<mode>cluster</mode>
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<name>MapGraphAsHiveDB</name>
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<class>eu.dnetlib.dhp.oa.graph.hive.GraphHiveImporterJob</class>
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<name>Import table publication</name>
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<class>eu.dnetlib.dhp.oa.graph.hive.GraphHiveTableImporterJob</class>
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<jar>dhp-graph-mapper-${projectVersion}.jar</jar>
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<spark-opts>
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--executor-memory=${sparkExecutorMemory}
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@ -95,18 +121,175 @@
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.sql.warehouse.dir=${sparkSqlWarehouseDir}
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</spark-opts>
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<arg>--inputPath</arg><arg>${inputPath}</arg>
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<arg>--inputPath</arg><arg>${inputPath}/publication</arg>
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<arg>--hiveDbName</arg><arg>${hiveDbName}</arg>
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<arg>--className</arg><arg>eu.dnetlib.dhp.schema.oaf.Publication</arg>
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<arg>--hiveMetastoreUris</arg><arg>${hiveMetastoreUris}</arg>
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</spark>
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<ok to="PostProcessing"/>
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<ok to="join_import"/>
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<error to="Kill"/>
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</action>
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<action name="import_dataset">
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<spark xmlns="uri:oozie:spark-action:0.2">
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<master>yarn</master>
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<mode>cluster</mode>
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<name>Import table dataset</name>
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<class>eu.dnetlib.dhp.oa.graph.hive.GraphHiveTableImporterJob</class>
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<jar>dhp-graph-mapper-${projectVersion}.jar</jar>
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<spark-opts>
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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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--conf spark.sql.warehouse.dir=${sparkSqlWarehouseDir}
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</spark-opts>
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<arg>--inputPath</arg><arg>${inputPath}/dataset</arg>
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<arg>--hiveDbName</arg><arg>${hiveDbName}</arg>
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<arg>--className</arg><arg>eu.dnetlib.dhp.schema.oaf.Dataset</arg>
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<arg>--hiveMetastoreUris</arg><arg>${hiveMetastoreUris}</arg>
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</spark>
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<ok to="join_import"/>
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<error to="Kill"/>
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</action>
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<action name="import_orp">
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<spark xmlns="uri:oozie:spark-action:0.2">
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<master>yarn</master>
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<mode>cluster</mode>
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<name>Import table otherresearchproduct</name>
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<class>eu.dnetlib.dhp.oa.graph.hive.GraphHiveTableImporterJob</class>
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<jar>dhp-graph-mapper-${projectVersion}.jar</jar>
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<spark-opts>
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--executor-memory=${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}${spark2EventLogDir}
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--conf spark.sql.warehouse.dir=${sparkSqlWarehouseDir}
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</spark-opts>
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<arg>--inputPath</arg><arg>${inputPath}/otherresearchproduct</arg>
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<arg>--hiveDbName</arg><arg>${hiveDbName}</arg>
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<arg>--className</arg><arg>eu.dnetlib.dhp.schema.oaf.OtherResearchProduct</arg>
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<arg>--hiveMetastoreUris</arg><arg>${hiveMetastoreUris}</arg>
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</spark>
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<ok to="join_import"/>
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<error to="Kill"/>
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</action>
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<action name="import_software">
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<spark xmlns="uri:oozie:spark-action:0.2">
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<master>yarn</master>
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<mode>cluster</mode>
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<name>Import table software</name>
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<class>eu.dnetlib.dhp.oa.graph.hive.GraphHiveTableImporterJob</class>
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<jar>dhp-graph-mapper-${projectVersion}.jar</jar>
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<spark-opts>
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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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--conf spark.sql.warehouse.dir=${sparkSqlWarehouseDir}
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</spark-opts>
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<arg>--inputPath</arg><arg>${inputPath}/software</arg>
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<arg>--hiveDbName</arg><arg>${hiveDbName}</arg>
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<arg>--className</arg><arg>eu.dnetlib.dhp.schema.oaf.Software</arg>
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<arg>--hiveMetastoreUris</arg><arg>${hiveMetastoreUris}</arg>
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</spark>
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<ok to="join_import"/>
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<error to="Kill"/>
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</action>
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<action name="import_datasource">
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<spark xmlns="uri:oozie:spark-action:0.2">
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<master>yarn</master>
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<mode>cluster</mode>
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<name>Import table datasource</name>
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<class>eu.dnetlib.dhp.oa.graph.hive.GraphHiveTableImporterJob</class>
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<jar>dhp-graph-mapper-${projectVersion}.jar</jar>
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<spark-opts>
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--executor-memory=${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}${spark2EventLogDir}
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--conf spark.sql.warehouse.dir=${sparkSqlWarehouseDir}
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</spark-opts>
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<arg>--inputPath</arg><arg>${inputPath}/datasource</arg>
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<arg>--hiveDbName</arg><arg>${hiveDbName}</arg>
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<arg>--className</arg><arg>eu.dnetlib.dhp.schema.oaf.Datasource</arg>
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<arg>--hiveMetastoreUris</arg><arg>${hiveMetastoreUris}</arg>
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</spark>
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<ok to="join_import"/>
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<error to="Kill"/>
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</action>
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<action name="import_organization">
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<spark xmlns="uri:oozie:spark-action:0.2">
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<master>yarn</master>
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<mode>cluster</mode>
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<name>Import table organization</name>
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<class>eu.dnetlib.dhp.oa.graph.hive.GraphHiveTableImporterJob</class>
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<jar>dhp-graph-mapper-${projectVersion}.jar</jar>
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<spark-opts>
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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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--conf spark.sql.warehouse.dir=${sparkSqlWarehouseDir}
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</spark-opts>
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<arg>--inputPath</arg><arg>${inputPath}/organization</arg>
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<arg>--hiveDbName</arg><arg>${hiveDbName}</arg>
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<arg>--className</arg><arg>eu.dnetlib.dhp.schema.oaf.Organization</arg>
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<arg>--hiveMetastoreUris</arg><arg>${hiveMetastoreUris}</arg>
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</spark>
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<ok to="join_import"/>
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<error to="Kill"/>
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</action>
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<action name="import_project">
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<spark xmlns="uri:oozie:spark-action:0.2">
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<master>yarn</master>
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<mode>cluster</mode>
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<name>Import table project</name>
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<class>eu.dnetlib.dhp.oa.graph.hive.GraphHiveTableImporterJob</class>
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<jar>dhp-graph-mapper-${projectVersion}.jar</jar>
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<spark-opts>
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--executor-memory=${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}${spark2EventLogDir}
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--conf spark.sql.warehouse.dir=${sparkSqlWarehouseDir}
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</spark-opts>
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<arg>--inputPath</arg><arg>${inputPath}/project</arg>
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<arg>--hiveDbName</arg><arg>${hiveDbName}</arg>
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<arg>--className</arg><arg>eu.dnetlib.dhp.schema.oaf.Project</arg>
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<arg>--hiveMetastoreUris</arg><arg>${hiveMetastoreUris}</arg>
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</spark>
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<ok to="join_import"/>
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<error to="Kill"/>
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</action>
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<join name="join_import" to="PostProcessing"/>
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<action name="PostProcessing">
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<hive2 xmlns="uri:oozie:hive2-action:0.1">
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<job-tracker>${jobTracker}</job-tracker>
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<name-node>${nameNode}</name-node>
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<configuration>
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<property>
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<name>hive.metastore.uris</name>
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</action>
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<end name="End"/>
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</workflow-app>
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@ -0,0 +1,26 @@
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[
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{
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"paramName": "issm",
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"paramLongName": "isSparkSessionManaged",
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"paramDescription": "when true will stop SparkSession after job execution",
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"paramRequired": false
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},
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{
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"paramName": "in",
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"paramLongName": "inputPath",
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"paramDescription": "the path to the graph data dump to read",
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"paramRequired": true
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},
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{
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"paramName": "hmu",
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"paramLongName": "hiveMetastoreUris",
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"paramDescription": "the hive metastore uris",
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"paramRequired": true
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},
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{
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"paramName": "db",
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"paramLongName": "hiveDbName",
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"paramDescription": "the target hive database name",
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"paramRequired": true
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}
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]
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@ -0,0 +1,32 @@
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[
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{
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"paramName": "issm",
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"paramLongName": "isSparkSessionManaged",
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"paramDescription": "when true will stop SparkSession after job execution",
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"paramRequired": false
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},
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{
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"paramName": "in",
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"paramLongName": "inputPath",
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"paramDescription": "the path to the graph data dump to read",
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"paramRequired": true
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},
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{
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"paramName": "hmu",
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"paramLongName": "hiveMetastoreUris",
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"paramDescription": "the hive metastore uris",
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"paramRequired": true
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},
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{
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"paramName": "db",
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"paramLongName": "hiveDbName",
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"paramDescription": "the target hive database name",
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"paramRequired": true
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},
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{
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"paramName": "tn",
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"paramLongName": "className",
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"paramDescription": "the class modelling the target table",
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"paramRequired": true
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}
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]
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