From 821be1f8b66ac13bc79105cb17bc86ca5fbf4f85 Mon Sep 17 00:00:00 2001
From: Claudio Atzori <claudio.atzori@isti.cnr.it>
Date: Thu, 28 May 2020 13:53:13 +0200
Subject: [PATCH] experimental implementation of custom aggregation using kryo
 encoders

---
 .../oa/provision/AdjacencyListBuilderJob.java | 94 +++++++++++++++++--
 1 file changed, 85 insertions(+), 9 deletions(-)

diff --git a/dhp-workflows/dhp-graph-provision/src/main/java/eu/dnetlib/dhp/oa/provision/AdjacencyListBuilderJob.java b/dhp-workflows/dhp-graph-provision/src/main/java/eu/dnetlib/dhp/oa/provision/AdjacencyListBuilderJob.java
index 9f221ae45..63b90be7c 100644
--- a/dhp-workflows/dhp-graph-provision/src/main/java/eu/dnetlib/dhp/oa/provision/AdjacencyListBuilderJob.java
+++ b/dhp-workflows/dhp-graph-provision/src/main/java/eu/dnetlib/dhp/oa/provision/AdjacencyListBuilderJob.java
@@ -4,20 +4,20 @@ package eu.dnetlib.dhp.oa.provision;
 import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
 
 import java.util.ArrayList;
+import java.util.Arrays;
 import java.util.List;
 import java.util.Optional;
+import java.util.stream.Collectors;
 
 import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
 import org.apache.spark.api.java.JavaRDD;
-import org.apache.spark.api.java.function.Function2;
 import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.api.java.function.MapGroupsFunction;
 import org.apache.spark.api.java.function.PairFunction;
 import org.apache.spark.rdd.RDD;
-import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
-import org.apache.spark.sql.SparkSession;
+import org.apache.spark.sql.*;
+import org.apache.spark.sql.expressions.Aggregator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -25,10 +25,11 @@ import com.google.common.collect.Lists;
 
 import eu.dnetlib.dhp.application.ArgumentApplicationParser;
 import eu.dnetlib.dhp.common.HdfsSupport;
-import eu.dnetlib.dhp.oa.provision.model.EntityRelEntity;
-import eu.dnetlib.dhp.oa.provision.model.JoinedEntity;
-import eu.dnetlib.dhp.oa.provision.model.Tuple2;
+import eu.dnetlib.dhp.oa.provision.model.*;
 import eu.dnetlib.dhp.schema.common.ModelSupport;
+import eu.dnetlib.dhp.schema.oaf.Oaf;
+import scala.Function1;
+import scala.Function2;
 
 /**
  * Joins the graph nodes by resolving the links of distance = 1 to create an adjacency list of linked objects. The
@@ -82,17 +83,92 @@ public class AdjacencyListBuilderJob {
 
 		SparkConf conf = new SparkConf();
 		conf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer");
-		conf.registerKryoClasses(ModelSupport.getOafModelClasses());
+		List<Class<?>> modelClasses = Arrays.asList(ModelSupport.getOafModelClasses());
+		modelClasses
+			.addAll(
+				Lists
+					.newArrayList(
+						TypedRow.class,
+						EntityRelEntity.class,
+						JoinedEntity.class,
+						RelatedEntity.class,
+						Tuple2.class,
+						SortableRelation.class));
+		conf.registerKryoClasses(modelClasses.toArray(new Class[] {}));
 
 		runWithSparkSession(
 			conf,
 			isSparkSessionManaged,
 			spark -> {
 				removeOutputDir(spark, outputPath);
-				createAdjacencyListsRDD(spark, inputPath, outputPath);
+				createAdjacencyListsKryo(spark, inputPath, outputPath);
 			});
 	}
 
+	private static void createAdjacencyListsKryo(
+		SparkSession spark, String inputPath, String outputPath) {
+
+		TypedColumn<EntityRelEntity, JoinedEntity> aggregator = new AdjacencyListAggregator().toColumn();
+		log.info("Reading joined entities from: {}", inputPath);
+		spark
+			.read()
+			.load(inputPath)
+			.as(Encoders.kryo(EntityRelEntity.class))
+			.groupByKey(
+				(MapFunction<EntityRelEntity, String>) value -> value.getEntity().getId(),
+				Encoders.STRING())
+			.agg(aggregator)
+			.write()
+			.mode(SaveMode.Overwrite)
+			.parquet(outputPath);
+	}
+
+	public static class AdjacencyListAggregator extends Aggregator<EntityRelEntity, JoinedEntity, JoinedEntity> {
+
+		@Override
+		public JoinedEntity zero() {
+			return new JoinedEntity();
+		}
+
+		@Override
+		public JoinedEntity reduce(JoinedEntity j, EntityRelEntity e) {
+			j.setEntity(e.getEntity());
+			if (j.getLinks().size() <= MAX_LINKS) {
+				j.getLinks().add(new Tuple2(e.getRelation(), e.getTarget()));
+			}
+			return j;
+		}
+
+		@Override
+		public JoinedEntity merge(JoinedEntity j1, JoinedEntity j2) {
+			j1.getLinks().addAll(j2.getLinks());
+			return j1;
+		}
+
+		@Override
+		public JoinedEntity finish(JoinedEntity j) {
+			if (j.getLinks().size() > MAX_LINKS) {
+				ArrayList<Tuple2> links = j
+					.getLinks()
+					.stream()
+					.limit(MAX_LINKS)
+					.collect(Collectors.toCollection(ArrayList::new));
+				j.setLinks(links);
+			}
+			return j;
+		}
+
+		@Override
+		public Encoder<JoinedEntity> bufferEncoder() {
+			return Encoders.kryo(JoinedEntity.class);
+		}
+
+		@Override
+		public Encoder<JoinedEntity> outputEncoder() {
+			return Encoders.kryo(JoinedEntity.class);
+		}
+	}
+
 	private static void createAdjacencyLists(
 		SparkSession spark, String inputPath, String outputPath) {