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 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 softwareRDD = prepareActionsets(spark, inputPath, softwareInputPath); softwareRDD .saveAsHadoopFile( outputPath, Text.class, Text.class, SequenceFileOutputFormat.class, GzipCodec.class); }); } private static Dataset loadSWHData(SparkSession spark, String inputPath) { JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext()); // read from file and transform to tuples // Note: snapshot id is the SWH id for us JavaRDD 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 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 loadGraphSoftwareData(SparkSession spark, String softwareInputPath) { return spark .read() .textFile(softwareInputPath) .map( (MapFunction) 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 JavaPairRDD prepareActionsets(SparkSession spark, String inputPath, String softwareInputPath) { Dataset swhDF = loadSWHData(spark, inputPath); // swhDF.show(false); Dataset graphSoftwareDF = loadGraphSoftwareData(spark, softwareInputPath); // graphSoftwareDF.show(5); Dataset joinedDF = graphSoftwareDF.join(swhDF, "repoUrl").select("id", "swhid"); // joinedDF.show(false); return joinedDF.map((MapFunction) 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)))); } }