BrBETA_dnet-hadoop/dhp-workflows/dhp-swh/src/main/java/eu/dnetlib/dhp/swh/PrepareSWHActionsets.java

186 lines
5.8 KiB
Java

package eu.dnetlib.dhp.swh;
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
import static org.apache.spark.sql.functions.col;
import java.io.Serializable;
import java.util.Arrays;
import java.util.List;
import java.util.Optional;
import org.apache.commons.io.IOUtils;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.compress.GzipCodec;
import org.apache.hadoop.mapred.SequenceFileOutputFormat;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaPairRDD;
import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.MapFunction;
import org.apache.spark.sql.*;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.types.DataTypes;
import org.apache.spark.sql.types.StructField;
import org.apache.spark.sql.types.StructType;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.schema.action.AtomicAction;
import eu.dnetlib.dhp.schema.common.ModelConstants;
import eu.dnetlib.dhp.schema.oaf.*;
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
import eu.dnetlib.dhp.swh.models.LastVisitData;
import eu.dnetlib.dhp.swh.utils.SWHConstants;
import scala.Tuple2;
/**
* Creates action sets for Software Heritage data
*
* @author Serafeim Chatzopoulos
*/
public class PrepareSWHActionsets {
private static final Logger log = LoggerFactory.getLogger(PrepareSWHActionsets.class);
private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper();
public static <I extends Result> void main(String[] args) throws Exception {
String jsonConfiguration = IOUtils
.toString(
PrepareSWHActionsets.class
.getResourceAsStream(
"/eu/dnetlib/dhp/swh/input_prepare_swh_actionsets.json"));
final ArgumentApplicationParser parser = new ArgumentApplicationParser(jsonConfiguration);
parser.parseArgument(args);
final Boolean isSparkSessionManaged = Optional
.ofNullable(parser.get("isSparkSessionManaged"))
.map(Boolean::valueOf)
.orElse(Boolean.TRUE);
log.info("isSparkSessionManaged: {}", isSparkSessionManaged);
final String inputPath = parser.get("lastVisitsPath");
log.info("inputPath: {}", inputPath);
final String softwareInputPath = parser.get("softwareInputPath");
log.info("softwareInputPath: {}", softwareInputPath);
final String outputPath = parser.get("actionsetsPath");
log.info("outputPath: {}", outputPath);
SparkConf conf = new SparkConf();
runWithSparkSession(
conf,
isSparkSessionManaged,
spark -> {
JavaPairRDD<Text, Text> softwareRDD = prepareActionsets(spark, inputPath, softwareInputPath);
softwareRDD
.saveAsHadoopFile(
outputPath, Text.class, Text.class, SequenceFileOutputFormat.class, GzipCodec.class);
});
}
private static Dataset<Row> loadSWHData(SparkSession spark, String inputPath) {
JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext());
// read from file and transform to <origin, snapshotId> tuples
// Note: snapshot id is the SWH id for us
JavaRDD<Row> swhRDD = sc
.sequenceFile(inputPath, Text.class, Text.class)
.map(t -> t._2().toString())
.map(t -> OBJECT_MAPPER.readValue(t, LastVisitData.class))
.filter(t -> t.getOrigin() != null && t.getSnapshot() != null) // response from SWH API is empty if repo URL
// was not found
.map(item -> RowFactory.create(item.getOrigin(), item.getSnapshot()));
// convert RDD to 2-column DF
List<StructField> fields = Arrays
.asList(
DataTypes.createStructField("repoUrl", DataTypes.StringType, true),
DataTypes.createStructField("swhId", DataTypes.StringType, true));
StructType schema = DataTypes.createStructType(fields);
return spark.createDataFrame(swhRDD, schema);
}
private static Dataset<Row> loadGraphSoftwareData(SparkSession spark, String softwareInputPath) {
return spark
.read()
.textFile(softwareInputPath)
.map(
(MapFunction<String, Software>) t -> OBJECT_MAPPER.readValue(t, Software.class),
Encoders.bean(Software.class))
.filter(t -> t.getCodeRepositoryUrl() != null)
.select(col("id"), col("codeRepositoryUrl.value").as("repoUrl"));
}
private static <I extends Software> JavaPairRDD<Text, Text> prepareActionsets(SparkSession spark, String inputPath,
String softwareInputPath) {
Dataset<Row> swhDF = loadSWHData(spark, inputPath);
// swhDF.show(false);
Dataset<Row> graphSoftwareDF = loadGraphSoftwareData(spark, softwareInputPath);
// graphSoftwareDF.show(5);
Dataset<Row> joinedDF = graphSoftwareDF.join(swhDF, "repoUrl").select("id", "swhid");
// joinedDF.show(false);
return joinedDF.map((MapFunction<Row, Software>) row -> {
Software s = new Software();
// set openaire id
s.setId(row.getString(row.fieldIndex("id")));
// set swh id
Qualifier qualifier = OafMapperUtils
.qualifier(
SWHConstants.SWHID,
SWHConstants.SWHID_CLASSNAME,
ModelConstants.DNET_PID_TYPES,
ModelConstants.DNET_PID_TYPES);
DataInfo dataInfo = OafMapperUtils
.dataInfo(
false,
null,
false,
false,
ModelConstants.PROVENANCE_ACTION_SET_QUALIFIER,
"");
s
.setPid(
Arrays
.asList(
OafMapperUtils
.structuredProperty(
String.format("swh:1:snp:%s", row.getString(row.fieldIndex("swhid"))),
qualifier,
dataInfo)));
// add SWH in the `collectedFrom` field
KeyValue kv = new KeyValue();
kv.setKey(SWHConstants.SWH_ID);
kv.setValue(SWHConstants.SWH_NAME);
s.setCollectedfrom(Arrays.asList(kv));
return s;
}, Encoders.bean(Software.class))
.toJavaRDD()
.map(p -> new AtomicAction(Software.class, p))
.mapToPair(
aa -> new Tuple2<>(new Text(aa.getClazz().getCanonicalName()),
new Text(OBJECT_MAPPER.writeValueAsString(aa))));
}
}