201 lines
6.5 KiB
Java
201 lines
6.5 KiB
Java
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package eu.dnetlib.dhp.oa.graph.dump;
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import static eu.dnetlib.dhp.oa.graph.dump.Constants.*;
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import java.io.BufferedReader;
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import java.io.IOException;
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import java.io.InputStreamReader;
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import java.util.ArrayList;
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import java.util.List;
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import java.util.stream.Collectors;
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import org.apache.hadoop.fs.FileSystem;
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import org.apache.hadoop.fs.Path;
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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.SparkSession;
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import org.jetbrains.annotations.NotNull;
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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.common.HdfsSupport;
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import eu.dnetlib.dhp.oa.graph.dump.community.CommunityMap;
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import eu.dnetlib.dhp.oa.graph.dump.complete.Constants;
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import eu.dnetlib.dhp.oa.model.Indicator;
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import eu.dnetlib.dhp.oa.model.Score;
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import eu.dnetlib.dhp.oa.model.UsageCounts;
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import eu.dnetlib.dhp.oa.model.graph.GraphResult;
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import eu.dnetlib.dhp.oa.model.graph.Relation;
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import eu.dnetlib.dhp.oa.model.graph.ResearchCommunity;
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import eu.dnetlib.dhp.schema.oaf.KeyValue;
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import eu.dnetlib.dhp.schema.oaf.Measure;
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import eu.dnetlib.dhp.utils.DHPUtils;
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import scala.Tuple2;
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public class Utils {
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public static final ObjectMapper OBJECT_MAPPER = new ObjectMapper();
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public static final String ENTITY_ID_SEPARATOR = "|";
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private Utils() {
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}
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public static void removeOutputDir(SparkSession spark, String path) {
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HdfsSupport.remove(path, spark.sparkContext().hadoopConfiguration());
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}
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public static <R> Dataset<R> readPath(
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SparkSession spark, String inputPath, Class<R> clazz) {
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return spark
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.read()
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.textFile(inputPath)
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.map((MapFunction<String, R>) value -> OBJECT_MAPPER.readValue(value, clazz), Encoders.bean(clazz));
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}
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public static String getContextId(String id) {
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return String
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.format(
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"%s::%s", Constants.CONTEXT_NS_PREFIX,
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DHPUtils.md5(id));
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}
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public static CommunityMap getCommunityMap(SparkSession spark, String communityMapPath) {
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return new Gson().fromJson(spark.read().textFile(communityMapPath).collectAsList().get(0), CommunityMap.class);
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}
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public static CommunityMap readCommunityMap(FileSystem fileSystem, String communityMapPath) throws IOException {
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BufferedReader br = new BufferedReader(new InputStreamReader(fileSystem.open(new Path(communityMapPath))));
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StringBuilder sb = new StringBuilder();
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try {
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String line;
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while ((line = br.readLine()) != null) {
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sb.append(line);
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}
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} finally {
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br.close();
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}
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return new Gson().fromJson(sb.toString(), CommunityMap.class);
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}
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public static String getEntityId(String id, String separator) {
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return id.substring(id.indexOf(separator) + 1);
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}
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public static Dataset<String> getEntitiesId(SparkSession spark, String inputPath) {
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Dataset<String> dumpedIds = Utils
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.readPath(spark, inputPath + "/publication", GraphResult.class)
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.map((MapFunction<GraphResult, String>) r -> r.getId(), Encoders.STRING())
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.union(
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Utils
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.readPath(spark, inputPath + "/dataset", GraphResult.class)
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.map((MapFunction<GraphResult, String>) r -> r.getId(), Encoders.STRING()))
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.union(
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Utils
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.readPath(spark, inputPath + "/software", GraphResult.class)
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.map((MapFunction<GraphResult, String>) r -> r.getId(), Encoders.STRING()))
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.union(
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Utils
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.readPath(spark, inputPath + "/otherresearchproduct", GraphResult.class)
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.map((MapFunction<GraphResult, String>) r -> r.getId(), Encoders.STRING()))
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.union(
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Utils
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.readPath(spark, inputPath + "/organization", eu.dnetlib.dhp.oa.model.graph.Organization.class)
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.map(
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(MapFunction<eu.dnetlib.dhp.oa.model.graph.Organization, String>) o -> o.getId(),
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Encoders.STRING()))
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.union(
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Utils
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.readPath(spark, inputPath + "/project", eu.dnetlib.dhp.oa.model.graph.Project.class)
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.map(
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(MapFunction<eu.dnetlib.dhp.oa.model.graph.Project, String>) o -> o.getId(), Encoders.STRING()))
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.union(
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Utils
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.readPath(spark, inputPath + "/datasource", eu.dnetlib.dhp.oa.model.graph.Datasource.class)
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.map(
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(MapFunction<eu.dnetlib.dhp.oa.model.graph.Datasource, String>) o -> o.getId(),
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Encoders.STRING()))
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.union(
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Utils
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.readPath(spark, inputPath + "/communities_infrastructures", ResearchCommunity.class)
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.map((MapFunction<ResearchCommunity, String>) c -> c.getId(), Encoders.STRING()));
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return dumpedIds;
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}
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public static Dataset<Relation> getValidRelations(Dataset<Relation> relations,
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Dataset<String> entitiesIds) {
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Dataset<Tuple2<String, Relation>> relationSource = relations
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.map(
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(MapFunction<Relation, Tuple2<String, Relation>>) r -> new Tuple2<>(r.getSource(), r),
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Encoders.tuple(Encoders.STRING(), Encoders.bean(Relation.class)));
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Dataset<Tuple2<String, Relation>> relJoinSource = relationSource
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.joinWith(entitiesIds, relationSource.col("_1").equalTo(entitiesIds.col("value")))
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.map(
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(MapFunction<Tuple2<Tuple2<String, Relation>, String>, Tuple2<String, Relation>>) t2 -> new Tuple2<>(
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t2._1()._2().getTarget(), t2._1()._2()),
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Encoders.tuple(Encoders.STRING(), Encoders.bean(Relation.class)));
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return relJoinSource
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.joinWith(entitiesIds, relJoinSource.col("_1").equalTo(entitiesIds.col("value")))
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.map(
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(MapFunction<Tuple2<Tuple2<String, Relation>, String>, Relation>) t2 -> t2._1()._2(),
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Encoders.bean(Relation.class));
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}
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public static Indicator getIndicator(List<Measure> measures) {
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Indicator i = new Indicator();
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for (eu.dnetlib.dhp.schema.oaf.Measure m : measures) {
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switch (m.getId()) {
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case USAGE_COUNT_DOWNLOADS:
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getUsageCounts(i).setDownloads(m.getUnit().get(0).getValue());
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break;
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case USAGE_COUNT_VIEWS:
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getUsageCounts(i).setViews(m.getUnit().get(0).getValue());
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break;
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default:
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getImpactMeasure(i).add(getScore(m.getId(), m.getUnit()));
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break;
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}
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}
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return i;
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}
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@NotNull
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private static UsageCounts getUsageCounts(Indicator i) {
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if (i.getUsageCounts() == null) {
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i.setUsageCounts(new UsageCounts());
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}
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return i.getUsageCounts();
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}
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@NotNull
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private static List<Score> getImpactMeasure(Indicator i) {
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if (i.getBipIndicators() == null) {
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i.setBipIndicators(new ArrayList<>());
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}
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return i.getBipIndicators();
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}
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private static Score getScore(String indicator, List<KeyValue> unit) {
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Score s = new Score();
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s.setIndicator(indicator);
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for (KeyValue u : unit) {
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if (u.getKey().equals("score")) {
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s.setScore(u.getValue());
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} else {
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s.setClazz(u.getValue());
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}
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}
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return s;
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}
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}
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