forked from D-Net/dnet-hadoop
implementation of the job to collect simrels from postgres db
This commit is contained in:
parent
d47352cbc7
commit
259362ef47
|
@ -0,0 +1,167 @@
|
|||
package eu.dnetlib.dhp.oa.dedup;
|
||||
|
||||
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
|
||||
import eu.dnetlib.dhp.schema.oaf.DataInfo;
|
||||
import eu.dnetlib.dhp.schema.oaf.Relation;
|
||||
import eu.dnetlib.dhp.utils.ISLookupClientFactory;
|
||||
import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService;
|
||||
import org.apache.commons.io.IOUtils;
|
||||
import org.apache.spark.SparkConf;
|
||||
import org.apache.spark.api.java.JavaPairRDD;
|
||||
import org.apache.spark.api.java.JavaRDD;
|
||||
import org.apache.spark.sql.*;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
import scala.Tuple2;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.List;
|
||||
import java.util.Optional;
|
||||
import java.util.stream.Collectors;
|
||||
import java.util.stream.StreamSupport;
|
||||
|
||||
public class SparkCollectSimRels extends AbstractSparkAction {
|
||||
|
||||
private static final Logger log = LoggerFactory.getLogger(SparkCollectSimRels.class);
|
||||
|
||||
Dataset<Row> simGroupsDS;
|
||||
Dataset<Row> groupsDS;
|
||||
|
||||
public SparkCollectSimRels(ArgumentApplicationParser parser, SparkSession spark, Dataset<Row> simGroupsDS, Dataset<Row> groupsDS) {
|
||||
super(parser, spark);
|
||||
this.simGroupsDS = simGroupsDS;
|
||||
this.groupsDS = groupsDS;
|
||||
}
|
||||
|
||||
public static void main(String[] args) throws Exception {
|
||||
ArgumentApplicationParser parser = new ArgumentApplicationParser(
|
||||
IOUtils
|
||||
.toString(
|
||||
SparkBlockStats.class
|
||||
.getResourceAsStream(
|
||||
"/eu/dnetlib/dhp/oa/dedup/collectSimRels_parameters.json")));
|
||||
parser.parseArgument(args);
|
||||
|
||||
SparkConf conf = new SparkConf();
|
||||
|
||||
final String dbUrl = parser.get("postgresUrl");
|
||||
final String dbUser = parser.get("postgresUser");
|
||||
final String dbPassword = parser.get("postgresPassword");
|
||||
|
||||
SparkSession spark = getSparkSession(conf);
|
||||
|
||||
DataFrameReader readOptions = spark.read()
|
||||
.format("jdbc")
|
||||
.option("url", dbUrl)
|
||||
.option("user", dbUser)
|
||||
.option("password", dbPassword);
|
||||
|
||||
new SparkCollectSimRels(
|
||||
parser,
|
||||
spark,
|
||||
readOptions.option("dbtable", "similarity_groups").load(),
|
||||
readOptions.option("dbtable", "groups").load()
|
||||
).run(ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl")));
|
||||
}
|
||||
|
||||
@Override
|
||||
void run(ISLookUpService isLookUpService) {
|
||||
|
||||
// read oozie parameters
|
||||
final String isLookUpUrl = parser.get("isLookUpUrl");
|
||||
final String actionSetId = parser.get("actionSetId");
|
||||
final String workingPath = parser.get("workingPath");
|
||||
final int numPartitions = Optional
|
||||
.ofNullable(parser.get("numPartitions"))
|
||||
.map(Integer::valueOf)
|
||||
.orElse(NUM_PARTITIONS);
|
||||
final String dbUrl = parser.get("postgresUrl");
|
||||
final String dbUser = parser.get("postgresUser");
|
||||
|
||||
log.info("numPartitions: '{}'", numPartitions);
|
||||
log.info("isLookUpUrl: '{}'", isLookUpUrl);
|
||||
log.info("actionSetId: '{}'", actionSetId);
|
||||
log.info("workingPath: '{}'", workingPath);
|
||||
log.info("postgresUser: {}", dbUser);
|
||||
log.info("postgresUrl: {}", dbUrl);
|
||||
log.info("postgresPassword: xxx");
|
||||
|
||||
JavaPairRDD<String, List<String>> similarityGroup =
|
||||
simGroupsDS
|
||||
.toJavaRDD()
|
||||
.mapToPair(r -> new Tuple2<>(r.getString(0), r.getString(1)))
|
||||
.groupByKey()
|
||||
.mapToPair(i -> new Tuple2<>(i._1(), StreamSupport.stream(i._2().spliterator(), false)
|
||||
.collect(Collectors.toList())));
|
||||
|
||||
JavaPairRDD<String, String> groupIds =
|
||||
groupsDS
|
||||
.toJavaRDD()
|
||||
.mapToPair(r -> new Tuple2<>(r.getString(0), r.getString(1)));
|
||||
|
||||
JavaRDD<Tuple2<Tuple2<String, String>, List<String>>> groups = similarityGroup
|
||||
.leftOuterJoin(groupIds)
|
||||
.filter(g -> g._2()._2().isPresent())
|
||||
.map(g -> new Tuple2<>(new Tuple2<>(g._1(), g._2()._2().get()), g._2()._1()));
|
||||
|
||||
JavaRDD<Relation> relations = groups.flatMap(g -> {
|
||||
String firstId = g._2().get(0);
|
||||
List<Relation> rels = new ArrayList<>();
|
||||
|
||||
for (String id : g._2()) {
|
||||
if (!firstId.equals(id))
|
||||
rels.add(createSimRel(firstId, id, g._1()._2()));
|
||||
}
|
||||
|
||||
return rels.iterator();
|
||||
});
|
||||
|
||||
Dataset<Relation> resultRelations = spark.createDataset(
|
||||
relations.filter(r -> r.getRelType().equals("resultResult")).rdd(),
|
||||
Encoders.bean(Relation.class)
|
||||
).repartition(numPartitions);
|
||||
|
||||
Dataset<Relation> organizationRelations = spark.createDataset(
|
||||
relations.filter(r -> r.getRelType().equals("organizationOrganization")).rdd(),
|
||||
Encoders.bean(Relation.class)
|
||||
).repartition(numPartitions);
|
||||
|
||||
savePostgresRelation(organizationRelations, workingPath, actionSetId, "organization");
|
||||
savePostgresRelation(resultRelations, workingPath, actionSetId, "publication");
|
||||
savePostgresRelation(resultRelations, workingPath, actionSetId, "software");
|
||||
savePostgresRelation(resultRelations, workingPath, actionSetId, "otherresearchproduct");
|
||||
savePostgresRelation(resultRelations, workingPath, actionSetId, "dataset");
|
||||
|
||||
}
|
||||
|
||||
private Relation createSimRel(String source, String target, String entity) {
|
||||
final Relation r = new Relation();
|
||||
r.setSubRelType("dedupSimilarity");
|
||||
r.setRelClass("isSimilarTo");
|
||||
r.setDataInfo(new DataInfo());
|
||||
|
||||
switch (entity) {
|
||||
case "result":
|
||||
r.setSource("50|" + source);
|
||||
r.setTarget("50|" + target);
|
||||
r.setRelType("resultResult");
|
||||
break;
|
||||
case "organization":
|
||||
r.setSource("20|" + source);
|
||||
r.setTarget("20|" + target);
|
||||
r.setRelType("organizationOrganization");
|
||||
break;
|
||||
default:
|
||||
throw new IllegalArgumentException("unmanaged entity type: " + entity);
|
||||
}
|
||||
return r;
|
||||
}
|
||||
|
||||
private void savePostgresRelation(Dataset<Relation> newRelations, String workingPath, String actionSetId, String entityType) {
|
||||
newRelations
|
||||
.write()
|
||||
.mode(SaveMode.Append)
|
||||
.parquet(DedupUtility.createSimRelPath(workingPath, actionSetId, entityType));
|
||||
}
|
||||
|
||||
}
|
|
@ -106,10 +106,8 @@ public class SparkCreateMergeRels extends AbstractSparkAction {
|
|||
|
||||
final RDD<Edge<String>> edgeRdd = spark
|
||||
.read()
|
||||
.textFile(DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity))
|
||||
.map(
|
||||
(MapFunction<String, Relation>) r -> OBJECT_MAPPER.readValue(r, Relation.class),
|
||||
Encoders.bean(Relation.class))
|
||||
.load(DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity))
|
||||
.as(Encoders.bean(Relation.class))
|
||||
.javaRDD()
|
||||
.map(it -> new Edge<>(hash(it.getSource()), hash(it.getTarget()), it.getRelClass()))
|
||||
.rdd();
|
||||
|
|
|
@ -100,12 +100,17 @@ public class SparkCreateSimRels extends AbstractSparkAction {
|
|||
.repartition(numPartitions);
|
||||
|
||||
// create relations by comparing only elements in the same group
|
||||
spark.createDataset(
|
||||
Deduper
|
||||
.computeRelations(sc, blocks, dedupConf)
|
||||
.map(t -> createSimRel(t._1(), t._2(), entity))
|
||||
.repartition(numPartitions)
|
||||
.map(r -> OBJECT_MAPPER.writeValueAsString(r))
|
||||
.saveAsTextFile(outputPath);
|
||||
.rdd(),
|
||||
Encoders.bean(Relation.class)
|
||||
)
|
||||
.write()
|
||||
.mode(SaveMode.Append)
|
||||
.parquet(outputPath);
|
||||
}
|
||||
}
|
||||
|
||||
|
|
|
@ -0,0 +1,44 @@
|
|||
[
|
||||
{
|
||||
"paramName": "la",
|
||||
"paramLongName": "isLookUpUrl",
|
||||
"paramDescription": "address for the LookUp",
|
||||
"paramRequired": true
|
||||
},
|
||||
{
|
||||
"paramName": "asi",
|
||||
"paramLongName": "actionSetId",
|
||||
"paramDescription": "action set identifier (name of the orchestrator)",
|
||||
"paramRequired": true
|
||||
},
|
||||
{
|
||||
"paramName": "w",
|
||||
"paramLongName": "workingPath",
|
||||
"paramDescription": "path of the working directory",
|
||||
"paramRequired": true
|
||||
},
|
||||
{
|
||||
"paramName": "np",
|
||||
"paramLongName": "numPartitions",
|
||||
"paramDescription": "number of partitions for the similarity relations intermediate phases",
|
||||
"paramRequired": false
|
||||
},
|
||||
{
|
||||
"paramName": "purl",
|
||||
"paramLongName": "postgresUrl",
|
||||
"paramDescription": "the url of the postgres server",
|
||||
"paramRequired": true
|
||||
},
|
||||
{
|
||||
"paramName": "pusr",
|
||||
"paramLongName": "postgresUser",
|
||||
"paramDescription": "the owner of the postgres database",
|
||||
"paramRequired": true
|
||||
},
|
||||
{
|
||||
"paramName": "ppwd",
|
||||
"paramLongName": "postgresPassword",
|
||||
"paramDescription": "the password for the postgres user",
|
||||
"paramRequired": true
|
||||
}
|
||||
]
|
|
@ -1,4 +1,3 @@
|
|||
|
||||
package eu.dnetlib.dhp.oa.dedup;
|
||||
|
||||
import com.fasterxml.jackson.databind.ObjectMapper;
|
||||
|
@ -16,10 +15,7 @@ import org.apache.spark.api.java.JavaSparkContext;
|
|||
import org.apache.spark.api.java.function.FilterFunction;
|
||||
import org.apache.spark.api.java.function.MapFunction;
|
||||
import org.apache.spark.api.java.function.PairFunction;
|
||||
import org.apache.spark.sql.Dataset;
|
||||
import org.apache.spark.sql.Encoders;
|
||||
import org.apache.spark.sql.Row;
|
||||
import org.apache.spark.sql.SparkSession;
|
||||
import org.apache.spark.sql.*;
|
||||
import org.junit.jupiter.api.*;
|
||||
import org.junit.jupiter.api.extension.ExtendWith;
|
||||
import org.mockito.Mock;
|
||||
|
@ -52,6 +48,7 @@ public class SparkDedupTest implements Serializable {
|
|||
private static String testOutputBasePath;
|
||||
private static String testDedupGraphBasePath;
|
||||
private static final String testActionSetId = "test-orchestrator";
|
||||
private static String testDedupAssertionsBasePath;
|
||||
|
||||
@BeforeAll
|
||||
public static void cleanUp() throws IOException, URISyntaxException {
|
||||
|
@ -66,6 +63,10 @@ public class SparkDedupTest implements Serializable {
|
|||
testDedupGraphBasePath = createTempDirectory(SparkDedupTest.class.getSimpleName() + "-")
|
||||
.toAbsolutePath()
|
||||
.toString();
|
||||
testDedupAssertionsBasePath = Paths
|
||||
.get(SparkDedupTest.class.getResource("/eu/dnetlib/dhp/dedup/assertions").toURI())
|
||||
.toFile()
|
||||
.getAbsolutePath();
|
||||
|
||||
FileUtils.deleteDirectory(new File(testOutputBasePath));
|
||||
FileUtils.deleteDirectory(new File(testDedupGraphBasePath));
|
||||
|
@ -80,6 +81,7 @@ public class SparkDedupTest implements Serializable {
|
|||
.getOrCreate();
|
||||
|
||||
jsc = JavaSparkContext.fromSparkContext(spark.sparkContext());
|
||||
|
||||
}
|
||||
|
||||
@BeforeEach
|
||||
|
@ -150,6 +152,7 @@ public class SparkDedupTest implements Serializable {
|
|||
SparkCreateSimRels.class
|
||||
.getResourceAsStream(
|
||||
"/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json")));
|
||||
|
||||
parser
|
||||
.parseArgument(
|
||||
new String[] {
|
||||
|
@ -164,27 +167,27 @@ public class SparkDedupTest implements Serializable {
|
|||
|
||||
long orgs_simrel = spark
|
||||
.read()
|
||||
.textFile(testOutputBasePath + "/" + testActionSetId + "/organization_simrel")
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/organization_simrel")
|
||||
.count();
|
||||
|
||||
long pubs_simrel = spark
|
||||
.read()
|
||||
.textFile(testOutputBasePath + "/" + testActionSetId + "/publication_simrel")
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/publication_simrel")
|
||||
.count();
|
||||
|
||||
long sw_simrel = spark
|
||||
.read()
|
||||
.textFile(testOutputBasePath + "/" + testActionSetId + "/software_simrel")
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/software_simrel")
|
||||
.count();
|
||||
|
||||
long ds_simrel = spark
|
||||
.read()
|
||||
.textFile(testOutputBasePath + "/" + testActionSetId + "/dataset_simrel")
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/dataset_simrel")
|
||||
.count();
|
||||
|
||||
long orp_simrel = spark
|
||||
.read()
|
||||
.textFile(testOutputBasePath + "/" + testActionSetId + "/otherresearchproduct_simrel")
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/otherresearchproduct_simrel")
|
||||
.count();
|
||||
|
||||
assertEquals(3432, orgs_simrel);
|
||||
|
@ -196,6 +199,67 @@ public class SparkDedupTest implements Serializable {
|
|||
|
||||
@Test
|
||||
@Order(2)
|
||||
public void collectSimRelsTest() throws Exception {
|
||||
ArgumentApplicationParser parser = new ArgumentApplicationParser(
|
||||
IOUtils
|
||||
.toString(
|
||||
SparkCreateSimRels.class
|
||||
.getResourceAsStream(
|
||||
"/eu/dnetlib/dhp/oa/dedup/collectSimRels_parameters.json")));
|
||||
parser
|
||||
.parseArgument(
|
||||
new String[] {
|
||||
"-asi", testActionSetId,
|
||||
"-la", "lookupurl",
|
||||
"-w", testOutputBasePath,
|
||||
"-np", "50",
|
||||
"-purl", "jdbc:postgresql://localhost:5432/dnet_dedup",
|
||||
"-pusr", "postgres_url",
|
||||
"-ppwd", ""
|
||||
});
|
||||
|
||||
new SparkCollectSimRels(
|
||||
parser,
|
||||
spark,
|
||||
spark.read().load(testDedupAssertionsBasePath + "/similarity_groups"),
|
||||
spark.read().load(testDedupAssertionsBasePath + "/groups")
|
||||
).run(null);
|
||||
|
||||
long orgs_simrel = spark
|
||||
.read()
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/organization_simrel")
|
||||
.count();
|
||||
|
||||
long pubs_simrel = spark
|
||||
.read()
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/publication_simrel")
|
||||
.count();
|
||||
|
||||
long sw_simrel = spark
|
||||
.read()
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/software_simrel")
|
||||
.count();
|
||||
|
||||
long ds_simrel = spark
|
||||
.read()
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/dataset_simrel")
|
||||
.count();
|
||||
|
||||
long orp_simrel = spark
|
||||
.read()
|
||||
.load(testOutputBasePath + "/" + testActionSetId + "/otherresearchproduct_simrel")
|
||||
.count();
|
||||
|
||||
assertEquals(4022, orgs_simrel);
|
||||
assertEquals(10575, pubs_simrel);
|
||||
assertEquals(3767, sw_simrel);
|
||||
assertEquals(3881, ds_simrel);
|
||||
assertEquals(10173, orp_simrel);
|
||||
|
||||
}
|
||||
|
||||
@Test
|
||||
@Order(3)
|
||||
public void cutMergeRelsTest() throws Exception {
|
||||
|
||||
ArgumentApplicationParser parser = new ArgumentApplicationParser(
|
||||
|
@ -204,6 +268,7 @@ public class SparkDedupTest implements Serializable {
|
|||
SparkCreateMergeRels.class
|
||||
.getResourceAsStream(
|
||||
"/eu/dnetlib/dhp/oa/dedup/createCC_parameters.json")));
|
||||
|
||||
parser
|
||||
.parseArgument(
|
||||
new String[] {
|
||||
|
@ -290,7 +355,7 @@ public class SparkDedupTest implements Serializable {
|
|||
}
|
||||
|
||||
@Test
|
||||
@Order(3)
|
||||
@Order(4)
|
||||
public void createMergeRelsTest() throws Exception {
|
||||
|
||||
ArgumentApplicationParser parser = new ArgumentApplicationParser(
|
||||
|
@ -299,6 +364,7 @@ public class SparkDedupTest implements Serializable {
|
|||
SparkCreateMergeRels.class
|
||||
.getResourceAsStream(
|
||||
"/eu/dnetlib/dhp/oa/dedup/createCC_parameters.json")));
|
||||
|
||||
parser
|
||||
.parseArgument(
|
||||
new String[] {
|
||||
|
@ -344,7 +410,7 @@ public class SparkDedupTest implements Serializable {
|
|||
}
|
||||
|
||||
@Test
|
||||
@Order(4)
|
||||
@Order(5)
|
||||
public void createDedupRecordTest() throws Exception {
|
||||
|
||||
ArgumentApplicationParser parser = new ArgumentApplicationParser(
|
||||
|
@ -391,7 +457,7 @@ public class SparkDedupTest implements Serializable {
|
|||
}
|
||||
|
||||
@Test
|
||||
@Order(5)
|
||||
@Order(6)
|
||||
public void updateEntityTest() throws Exception {
|
||||
|
||||
ArgumentApplicationParser parser = new ArgumentApplicationParser(
|
||||
|
@ -507,7 +573,7 @@ public class SparkDedupTest implements Serializable {
|
|||
}
|
||||
|
||||
@Test
|
||||
@Order(6)
|
||||
@Order(7)
|
||||
public void propagateRelationTest() throws Exception {
|
||||
|
||||
ArgumentApplicationParser parser = new ArgumentApplicationParser(
|
||||
|
@ -557,7 +623,7 @@ public class SparkDedupTest implements Serializable {
|
|||
}
|
||||
|
||||
@Test
|
||||
@Order(7)
|
||||
@Order(8)
|
||||
public void testRelations() throws Exception {
|
||||
testUniqueness("/eu/dnetlib/dhp/dedup/test/relation_1.json", 12, 10);
|
||||
testUniqueness("/eu/dnetlib/dhp/dedup/test/relation_2.json", 10, 2);
|
||||
|
@ -575,11 +641,11 @@ public class SparkDedupTest implements Serializable {
|
|||
assertEquals(expected_unique, rel.distinct().count());
|
||||
}
|
||||
|
||||
@AfterAll
|
||||
public static void finalCleanUp() throws IOException {
|
||||
FileUtils.deleteDirectory(new File(testOutputBasePath));
|
||||
FileUtils.deleteDirectory(new File(testDedupGraphBasePath));
|
||||
}
|
||||
// @AfterAll
|
||||
// public static void finalCleanUp() throws IOException {
|
||||
// FileUtils.deleteDirectory(new File(testOutputBasePath));
|
||||
// FileUtils.deleteDirectory(new File(testDedupGraphBasePath));
|
||||
// }
|
||||
|
||||
public boolean isDeletedByInference(String s) {
|
||||
return s.contains("\"deletedbyinference\":true");
|
||||
|
|
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Loading…
Reference in New Issue