configurable number of partitions used in the SparkCreateSimRels phase
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c73168b18e
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@ -2,6 +2,7 @@
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package eu.dnetlib.dhp.oa.dedup;
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package eu.dnetlib.dhp.oa.dedup;
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import java.io.IOException;
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import java.io.IOException;
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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.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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@ -34,7 +35,7 @@ public class SparkCreateSimRels extends AbstractSparkAction {
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private static final Logger log = LoggerFactory.getLogger(SparkCreateSimRels.class);
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private static final Logger log = LoggerFactory.getLogger(SparkCreateSimRels.class);
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public static final int NUM_PARTITIONS = 10000;
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public static final int NUM_PARTITIONS = 1000;
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public SparkCreateSimRels(ArgumentApplicationParser parser, SparkSession spark) {
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public SparkCreateSimRels(ArgumentApplicationParser parser, SparkSession spark) {
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super(parser, spark);
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super(parser, spark);
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@ -63,7 +64,12 @@ public class SparkCreateSimRels extends AbstractSparkAction {
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final String isLookUpUrl = parser.get("isLookUpUrl");
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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 actionSetId = parser.get("actionSetId");
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final String workingPath = parser.get("workingPath");
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final String workingPath = parser.get("workingPath");
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final int numPartitions = Optional
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.ofNullable(parser.get("numPartitions"))
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.map(Integer::valueOf)
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.orElse(NUM_PARTITIONS);
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log.info("numPartitions: '{}'", numPartitions);
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log.info("graphBasePath: '{}'", graphBasePath);
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log.info("graphBasePath: '{}'", graphBasePath);
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log.info("isLookUpUrl: '{}'", isLookUpUrl);
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log.info("isLookUpUrl: '{}'", isLookUpUrl);
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log.info("actionSetId: '{}'", actionSetId);
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log.info("actionSetId: '{}'", actionSetId);
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@ -83,7 +89,7 @@ public class SparkCreateSimRels extends AbstractSparkAction {
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JavaPairRDD<String, MapDocument> mapDocuments = sc
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JavaPairRDD<String, MapDocument> mapDocuments = sc
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.textFile(DedupUtility.createEntityPath(graphBasePath, subEntity))
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.textFile(DedupUtility.createEntityPath(graphBasePath, subEntity))
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.repartition(NUM_PARTITIONS)
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.repartition(numPartitions)
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.mapToPair(
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.mapToPair(
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(PairFunction<String, String, MapDocument>) s -> {
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(PairFunction<String, String, MapDocument>) s -> {
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MapDocument d = MapDocumentUtil.asMapDocumentWithJPath(dedupConf, s);
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MapDocument d = MapDocumentUtil.asMapDocumentWithJPath(dedupConf, s);
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@ -93,13 +99,13 @@ public class SparkCreateSimRels extends AbstractSparkAction {
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// create blocks for deduplication
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// create blocks for deduplication
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JavaPairRDD<String, Block> blocks = Deduper
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JavaPairRDD<String, Block> blocks = Deduper
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.createSortedBlocks(mapDocuments, dedupConf)
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.createSortedBlocks(mapDocuments, dedupConf)
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.repartition(NUM_PARTITIONS);
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.repartition(numPartitions);
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// create relations by comparing only elements in the same group
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// create relations by comparing only elements in the same group
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Deduper
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Deduper
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.computeRelations(sc, blocks, dedupConf)
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.computeRelations(sc, blocks, dedupConf)
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.map(t -> createSimRel(t._1(), t._2(), entity))
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.map(t -> createSimRel(t._1(), t._2(), entity))
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.repartition(NUM_PARTITIONS)
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.repartition(numPartitions)
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.map(r -> OBJECT_MAPPER.writeValueAsString(r))
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.map(r -> OBJECT_MAPPER.writeValueAsString(r))
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.saveAsTextFile(outputPath);
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.saveAsTextFile(outputPath);
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}
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}
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@ -22,5 +22,11 @@
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"paramLongName": "workingPath",
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"paramLongName": "workingPath",
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"paramDescription": "path of the working directory",
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"paramDescription": "path of the working directory",
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"paramRequired": true
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"paramRequired": true
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},
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{
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"paramName": "np",
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"paramLongName": "numPartitions",
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"paramDescription": "number of partitions for the similarity relations intermediate phases",
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"paramRequired": false
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}
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}
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]
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]
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@ -20,6 +20,10 @@
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<name>dedupGraphPath</name>
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<name>dedupGraphPath</name>
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<description>path for the output graph</description>
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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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<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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<property>
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<name>sparkDriverMemory</name>
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<name>sparkDriverMemory</name>
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<description>memory for driver process</description>
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<description>memory for driver process</description>
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@ -106,10 +110,11 @@
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.sql.shuffle.partitions=3840
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--conf spark.sql.shuffle.partitions=3840
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</spark-opts>
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</spark-opts>
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<arg>--i</arg><arg>${graphBasePath}</arg>
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<arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
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<arg>--la</arg><arg>${isLookUpUrl}</arg>
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<arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
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<arg>--asi</arg><arg>${actionSetId}</arg>
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<arg>--actionSetId</arg><arg>${actionSetId}</arg>
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<arg>--w</arg><arg>${workingPath}</arg>
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<arg>--workingPath</arg><arg>${workingPath}</arg>
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<arg>--numPartitions</arg><arg>8000</arg>
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</spark>
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</spark>
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<ok to="CreateMergeRel"/>
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<ok to="CreateMergeRel"/>
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<error to="Kill"/>
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<error to="Kill"/>
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@ -132,10 +137,11 @@
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.sql.shuffle.partitions=3840
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--conf spark.sql.shuffle.partitions=3840
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</spark-opts>
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</spark-opts>
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<arg>--i</arg><arg>${graphBasePath}</arg>
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<arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
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<arg>--w</arg><arg>${workingPath}</arg>
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<arg>--workingPath</arg><arg>${workingPath}</arg>
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<arg>--la</arg><arg>${isLookUpUrl}</arg>
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<arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
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<arg>--asi</arg><arg>${actionSetId}</arg>
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<arg>--actionSetId</arg><arg>${actionSetId}</arg>
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<arg>--cutConnectedComponent</arg><arg>${cutConnectedComponent}</arg>
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</spark>
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</spark>
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<ok to="CreateDedupRecord"/>
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<ok to="CreateDedupRecord"/>
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<error to="Kill"/>
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<error to="Kill"/>
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@ -158,10 +164,10 @@
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.sql.shuffle.partitions=3840
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--conf spark.sql.shuffle.partitions=3840
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</spark-opts>
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</spark-opts>
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<arg>--i</arg><arg>${graphBasePath}</arg>
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<arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
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<arg>--w</arg><arg>${workingPath}</arg>
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<arg>--workingPath</arg><arg>${workingPath}</arg>
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<arg>--la</arg><arg>${isLookUpUrl}</arg>
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<arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
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<arg>--asi</arg><arg>${actionSetId}</arg>
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<arg>--actionSetId</arg><arg>${actionSetId}</arg>
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</spark>
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</spark>
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<ok to="UpdateEntity"/>
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<ok to="UpdateEntity"/>
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<error to="Kill"/>
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<error to="Kill"/>
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@ -184,9 +190,9 @@
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
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--conf spark.sql.shuffle.partitions=3840
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--conf spark.sql.shuffle.partitions=3840
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</spark-opts>
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</spark-opts>
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<arg>--i</arg><arg>${graphBasePath}</arg>
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<arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
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<arg>--w</arg><arg>${workingPath}</arg>
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<arg>--workingPath</arg><arg>${workingPath}</arg>
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<arg>--o</arg><arg>${dedupGraphPath}</arg>
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<arg>--dedupGraphPath</arg><arg>${dedupGraphPath}</arg>
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</spark>
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</spark>
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<ok to="copyRelations"/>
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<ok to="copyRelations"/>
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<error to="Kill"/>
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<error to="Kill"/>
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@ -1,17 +1,17 @@
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[
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[
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{
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{
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"paramName": "i",
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"paramName": "i",
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"paramLongName": "graphBasePath",
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"paramLongName": "graphBasePath",
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"paramDescription": "the base path of raw graph",
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"paramDescription": "the base path of raw graph",
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"paramRequired": true
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"paramRequired": true
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},
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},
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{
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{
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"paramName": "w",
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"paramName": "w",
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"paramLongName": "workingPath",
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"paramLongName": "workingPath",
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"paramDescription": "the working directory path",
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"paramDescription": "the working directory path",
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"paramRequired": true
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"paramRequired": true
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},
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},
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{
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{
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"paramName": "o",
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"paramName": "o",
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"paramLongName": "dedupGraphPath",
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"paramLongName": "dedupGraphPath",
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"paramDescription": "the path of the dedup graph",
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"paramDescription": "the path of the dedup graph",
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