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Added a new generation of the dump for scholexplorer tested with last version of spark, and strongly refactored

This commit is contained in:
Sandro La Bruzzo 2024-04-26 16:02:07 +02:00
parent 0d628cd62b
commit 9cd3bc0f10
8 changed files with 597 additions and 6 deletions

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@ -154,5 +154,13 @@
"unknown":{ "unknown":{
"original":"Unknown", "original":"Unknown",
"inverse":"Unknown" "inverse":"Unknown"
},
"isamongtopnsimilardocuments": {
"original": "IsAmongTopNSimilarDocuments",
"inverse": "HasAmongTopNSimilarDocuments"
},
"hasamongtopnsimilardocuments": {
"original": "HasAmongTopNSimilarDocuments",
"inverse": "IsAmongTopNSimilarDocuments"
} }
} }

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@ -65,7 +65,11 @@ object ScholixUtils extends Serializable {
} }
def generateScholixResourceFromResult(r: Result): ScholixResource = { def generateScholixResourceFromResult(r: Result): ScholixResource = {
generateScholixResourceFromSummary(ScholixUtils.resultToSummary(r)) val sum = ScholixUtils.resultToSummary(r)
if (sum != null)
generateScholixResourceFromSummary(ScholixUtils.resultToSummary(r))
else
null
} }
val statsAggregator: Aggregator[(String, String, Long), RelatedEntities, RelatedEntities] = val statsAggregator: Aggregator[(String, String, Long), RelatedEntities, RelatedEntities] =
@ -153,6 +157,14 @@ object ScholixUtils extends Serializable {
} }
def invRel(rel: String): String = {
val semanticRelation = relations.getOrElse(rel.toLowerCase, null)
if (semanticRelation != null)
semanticRelation.inverse
else
null
}
def extractCollectedFrom(summary: ScholixResource): List[ScholixEntityId] = { def extractCollectedFrom(summary: ScholixResource): List[ScholixEntityId] = {
if (summary.getCollectedFrom != null && !summary.getCollectedFrom.isEmpty) { if (summary.getCollectedFrom != null && !summary.getCollectedFrom.isEmpty) {
val l: List[ScholixEntityId] = summary.getCollectedFrom.asScala.map { d => val l: List[ScholixEntityId] = summary.getCollectedFrom.asScala.map { d =>
@ -377,10 +389,7 @@ object ScholixUtils extends Serializable {
if (persistentIdentifiers.isEmpty) if (persistentIdentifiers.isEmpty)
return null return null
s.setLocalIdentifier(persistentIdentifiers.asJava) s.setLocalIdentifier(persistentIdentifiers.asJava)
if (r.isInstanceOf[Publication]) s.setTypology(r.getResulttype.getClassid)
s.setTypology(Typology.publication)
else
s.setTypology(Typology.dataset)
s.setSubType(r.getInstance().get(0).getInstancetype.getClassname) s.setSubType(r.getInstance().get(0).getInstancetype.getClassname)

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@ -0,0 +1,5 @@
[
{"paramName":"mt", "paramLongName":"master", "paramDescription": "should be local or yarn", "paramRequired": true},
{"paramName":"s", "paramLongName":"sourcePath", "paramDescription": "the source Path", "paramRequired": true},
{"paramName":"t", "paramLongName":"targetPath", "paramDescription": "the path of the scholix dump", "paramRequired": true}
]

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@ -0,0 +1,166 @@
{
"cites":{
"original":"Cites",
"inverse":"IsCitedBy"
},
"compiles":{
"original":"Compiles",
"inverse":"IsCompiledBy"
},
"continues":{
"original":"Continues",
"inverse":"IsContinuedBy"
},
"derives":{
"original":"IsSourceOf",
"inverse":"IsDerivedFrom"
},
"describes":{
"original":"Describes",
"inverse":"IsDescribedBy"
},
"documents":{
"original":"Documents",
"inverse":"IsDocumentedBy"
},
"hasmetadata":{
"original":"HasMetadata",
"inverse":"IsMetadataOf"
},
"hasassociationwith":{
"original":"HasAssociationWith",
"inverse":"HasAssociationWith"
},
"haspart":{
"original":"HasPart",
"inverse":"IsPartOf"
},
"hasversion":{
"original":"HasVersion",
"inverse":"IsVersionOf"
},
"iscitedby":{
"original":"IsCitedBy",
"inverse":"Cites"
},
"iscompiledby":{
"original":"IsCompiledBy",
"inverse":"Compiles"
},
"iscontinuedby":{
"original":"IsContinuedBy",
"inverse":"Continues"
},
"isderivedfrom":{
"original":"IsDerivedFrom",
"inverse":"IsSourceOf"
},
"isdescribedby":{
"original":"IsDescribedBy",
"inverse":"Describes"
},
"isdocumentedby":{
"original":"IsDocumentedBy",
"inverse":"Documents"
},
"isidenticalto":{
"original":"IsIdenticalTo",
"inverse":"IsIdenticalTo"
},
"ismetadatafor":{
"original":"IsMetadataFor",
"inverse":"IsMetadataOf"
},
"ismetadataof":{
"original":"IsMetadataOf",
"inverse":"IsMetadataFor"
},
"isnewversionof":{
"original":"IsNewVersionOf",
"inverse":"IsPreviousVersionOf"
},
"isobsoletedby":{
"original":"IsObsoletedBy",
"inverse":"Obsoletes"
},
"isoriginalformof":{
"original":"IsOriginalFormOf",
"inverse":"IsVariantFormOf"
},
"ispartof":{
"original":"IsPartOf",
"inverse":"HasPart"
},
"ispreviousversionof":{
"original":"IsPreviousVersionOf",
"inverse":"IsNewVersionOf"
},
"isreferencedby":{
"original":"IsReferencedBy",
"inverse":"References"
},
"isrelatedto":{
"original":"IsRelatedTo",
"inverse":"IsRelatedTo"
},
"isrequiredby":{
"original":"IsRequiredBy",
"inverse":"Requires"
},
"isreviewedby":{
"original":"IsReviewedBy",
"inverse":"Reviews"
},
"issourceof":{
"original":"IsSourceOf",
"inverse":"IsDerivedFrom"
},
"issupplementedby":{
"original":"IsSupplementedBy",
"inverse":"IsSupplementTo"
},
"issupplementto":{
"original":"IsSupplementTo",
"inverse":"IsSupplementedBy"
},
"isvariantformof":{
"original":"IsVariantFormOf",
"inverse":"IsOriginalFormOf"
},
"isversionof":{
"original":"IsVersionOf",
"inverse":"HasVersion"
},
"obsoletes":{
"original":"Obsoletes",
"inverse":"IsObsoletedBy"
},
"references":{
"original":"References",
"inverse":"IsReferencedBy"
},
"requires":{
"original":"Requires",
"inverse":"IsRequiredBy"
},
"related":{
"original":"IsRelatedTo",
"inverse":"IsRelatedTo"
},
"reviews":{
"original":"Reviews",
"inverse":"IsReviewedBy"
},
"unknown":{
"original":"Unknown",
"inverse":"Unknown"
},
"isamongtopnsimilardocuments": {
"original": "IsAmongTopNSimilarDocuments",
"inverse": "HasAmongTopNSimilarDocuments"
},
"hasamongtopnsimilardocuments": {
"original": "HasAmongTopNSimilarDocuments",
"inverse": "IsAmongTopNSimilarDocuments"
}
}

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@ -0,0 +1,256 @@
package eu.dnetlib.dhp.sx.graph
import eu.dnetlib.dhp.schema.oaf.{KeyValue, Result, StructuredProperty}
import eu.dnetlib.dhp.schema.sx.scholix.{
Scholix,
ScholixCollectedFrom,
ScholixEntityId,
ScholixIdentifier,
ScholixRelationship,
ScholixResource
}
import org.json4s
import org.json4s.DefaultFormats
import org.json4s.jackson.JsonMethods.parse
import scala.collection.JavaConverters._
import scala.io.Source
case class RelationInfo(
source: String,
target: String,
relclass: String,
id: String,
collectedfrom: Seq[RelKeyValue]
) {}
case class RelKeyValue(key: String, value: String) {}
object ScholexplorerUtils {
val OPENAIRE_IDENTIFIER_SCHEMA: String = "OpenAIRE Identifier"
case class RelationVocabulary(original: String, inverse: String) {}
val relations: Map[String, RelationVocabulary] = {
val input = Source
.fromInputStream(
getClass.getResourceAsStream("/eu/dnetlib/dhp/sx/relation/relations.json")
)
.mkString
implicit lazy val formats: DefaultFormats.type = org.json4s.DefaultFormats
lazy val json: json4s.JValue = parse(input)
json.extract[Map[String, RelationVocabulary]]
}
def invRel(rel: String): String = {
val semanticRelation = relations.getOrElse(rel.toLowerCase, null)
if (semanticRelation != null)
semanticRelation.inverse
else
null
}
def generateDatasourceOpenAIREURLS(id: String): String = {
if (id != null && id.length > 12)
s"https://explore.openaire.eu/search/dataprovider?datasourceId=${id.substring(3)}"
else
null
}
def findURLForPID(
pidValue: List[StructuredProperty],
urls: List[String]
): List[(StructuredProperty, String)] = {
pidValue.map { p =>
val pv = p.getValue
val r = urls.find(u => u.toLowerCase.contains(pv.toLowerCase))
(p, r.orNull)
}
}
def extractTypedIdentifierFromInstance(r: Result): List[ScholixIdentifier] = {
if (r.getInstance() == null || r.getInstance().isEmpty)
return List()
r.getInstance()
.asScala
.filter(i => i.getUrl != null && !i.getUrl.isEmpty)
.filter(i => i.getPid != null && i.getUrl != null)
.flatMap(i => findURLForPID(i.getPid.asScala.toList, i.getUrl.asScala.toList))
.map(i => new ScholixIdentifier(i._1.getValue, i._1.getQualifier.getClassid, i._2))
.distinct
.toList
}
def generateScholixResourceFromResult(result: Result): ScholixResource = {
if (result.getInstance() == null || result.getInstance().size() == 0)
return null
if (result.getPid == null || result.getPid.isEmpty)
return null
val r = new ScholixResource
r.setDnetIdentifier(result.getId)
val persistentIdentifiers: List[ScholixIdentifier] = extractTypedIdentifierFromInstance(result)
if (persistentIdentifiers.isEmpty)
return null
r.setIdentifier(persistentIdentifiers.asJava)
r.setObjectType(result.getResulttype.getClassid)
r.setObjectSubType(
result
.getInstance()
.asScala
.filter(i => i != null && i.getInstancetype != null)
.map(i => i.getInstancetype.getClassname)
.distinct
.head
)
if (result.getTitle != null && result.getTitle.asScala.nonEmpty) {
val titles: List[String] = result.getTitle.asScala.map(t => t.getValue).toList
if (titles.nonEmpty)
r.setTitle(titles.head)
else
return null
}
if (result.getAuthor != null && !result.getAuthor.isEmpty) {
val authors: List[ScholixEntityId] =
result.getAuthor.asScala
.map(a => {
val entity = new ScholixEntityId()
entity.setName(a.getFullname)
if (a.getPid != null && a.getPid.size() > 0)
entity.setIdentifiers(
a.getPid.asScala
.map(sp => {
val id = new ScholixIdentifier()
id.setIdentifier(sp.getValue)
id.setSchema(sp.getQualifier.getClassid)
id
})
.take(3)
.toList
.asJava
)
entity
})
.toList
if (authors.nonEmpty)
r.setCreator(authors.asJava)
}
val dt: List[String] = result
.getInstance()
.asScala
.filter(i => i.getDateofacceptance != null)
.map(i => i.getDateofacceptance.getValue)
.toList
if (dt.nonEmpty)
r.setPublicationDate(dt.distinct.head)
r.setPublisher(
result
.getInstance()
.asScala
.map(i => i.getHostedby)
.filter(h => !"unknown".equalsIgnoreCase(h.getValue))
.map(h => {
val eid = new ScholixEntityId()
eid.setName(h.getValue)
val id = new ScholixIdentifier()
id.setIdentifier(h.getKey)
id.setSchema(OPENAIRE_IDENTIFIER_SCHEMA)
id.setUrl(generateDatasourceOpenAIREURLS(h.getKey))
eid.setIdentifiers(List(id).asJava)
eid
})
.distinct
.asJava
)
r.setCollectedFrom(
result.getCollectedfrom.asScala
.map(cf => {
val scf = new ScholixCollectedFrom()
scf.setProvisionMode("collected")
scf.setCompletionStatus("complete")
val eid = new ScholixEntityId()
eid.setName(cf.getValue)
val id = new ScholixIdentifier()
id.setIdentifier(cf.getKey)
id.setSchema(OPENAIRE_IDENTIFIER_SCHEMA)
id.setUrl(generateDatasourceOpenAIREURLS(cf.getKey))
eid.setIdentifiers(List(id).asJava)
scf.setProvider(eid)
scf
})
.asJava
)
r
}
def generateScholix(relation: RelationInfo, source: ScholixResource): Scholix = {
val s: Scholix = new Scholix
s.setSource(source)
if (relation.collectedfrom != null && relation.collectedfrom.nonEmpty)
s.setLinkprovider(
relation.collectedfrom
.map(cf => {
val eid = new ScholixEntityId()
eid.setName(cf.value)
val id = new ScholixIdentifier()
id.setIdentifier(cf.key)
id.setSchema(OPENAIRE_IDENTIFIER_SCHEMA)
id.setUrl(generateDatasourceOpenAIREURLS(cf.key))
eid.setIdentifiers(List(id).asJava)
eid
})
.toList
.asJava
)
else {
val eid = new ScholixEntityId()
eid.setName("OpenAIRE")
val id = new ScholixIdentifier()
id.setIdentifier("10|infrastruct_::f66f1bd369679b5b077dcdf006089556")
id.setSchema(OPENAIRE_IDENTIFIER_SCHEMA)
id.setUrl(generateDatasourceOpenAIREURLS(id.getIdentifier))
eid.setIdentifiers(List(id).asJava)
s.setLinkprovider(List(eid).asJava)
}
s.setIdentifier(relation.id)
val semanticRelation = relations.getOrElse(relation.relclass.toLowerCase, null)
if (semanticRelation == null)
return null
s.setRelationship(
new ScholixRelationship(semanticRelation.original, "datacite", semanticRelation.inverse)
)
s.setPublicationDate(source.getPublicationDate)
s.setPublisher(source.getPublisher)
val mockTarget = new ScholixResource
mockTarget.setDnetIdentifier(relation.target)
s.setTarget(mockTarget)
s
}
def updateTarget(s: Scholix, t: ScholixResource): Scholix = {
s.setTarget(t)
val spublishers: Seq[ScholixEntityId] =
if (s.getPublisher != null && !s.getPublisher.isEmpty) s.getPublisher.asScala else List()
val tpublishers: Seq[ScholixEntityId] =
if (t.getPublisher != null && !t.getPublisher.isEmpty) t.getPublisher.asScala else List()
val mergedPublishers = spublishers.union(tpublishers).distinct.take(10).toList
s.setPublisher(mergedPublishers.asJava)
s
}
}

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@ -0,0 +1,130 @@
package eu.dnetlib.dhp.sx.graph
import eu.dnetlib.dhp.application.AbstractScalaApplication
import eu.dnetlib.dhp.schema.oaf.{
KeyValue,
OtherResearchProduct,
Publication,
Relation,
Result,
Software,
Dataset => OafDataset
}
import eu.dnetlib.dhp.schema.sx.scholix.{Scholix, ScholixResource}
import org.apache.spark.sql.functions.{col, concat, expr, md5}
import org.apache.spark.sql.types.StructType
import org.apache.spark.sql._
import org.slf4j.{Logger, LoggerFactory}
class SparkCreateScholexplorerDump(propertyPath: String, args: Array[String], log: Logger)
extends AbstractScalaApplication(propertyPath, args, log: Logger) {
/** Here all the spark applications runs this method
* where the whole logic of the spark node is defined
*/
override def run(): Unit = {
val sourcePath = parser.get("sourcePath")
log.info("sourcePath: {}", sourcePath)
val targetPath = parser.get("targetPath")
log.info("targetPath: {}", targetPath)
generateBidirectionalRelations(sourcePath, targetPath, spark)
generateScholixResource(sourcePath, targetPath, spark)
generateScholix(targetPath, spark)
}
def generateScholixResource(inputPath: String, outputPath: String, spark: SparkSession): Unit = {
val entityMap: Map[String, StructType] = Map(
"publication" -> Encoders.bean(classOf[Publication]).schema,
"dataset" -> Encoders.bean(classOf[OafDataset]).schema,
"software" -> Encoders.bean(classOf[Software]).schema,
"otherresearchproduct" -> Encoders.bean(classOf[OtherResearchProduct]).schema
)
implicit val scholixResourceEncoder: Encoder[ScholixResource] = Encoders.bean(classOf[ScholixResource])
implicit val resultEncoder: Encoder[Result] = Encoders.bean(classOf[Result])
val resDs = spark.emptyDataset[ScholixResource]
val scholixResourceDS = entityMap.foldLeft[Dataset[ScholixResource]](resDs)((res, item) => {
println(s"adding ${item._1}")
res.union(
spark.read
.schema(item._2)
.json(s"$inputPath/${item._1}")
.as[Result]
.map(r => ScholexplorerUtils.generateScholixResourceFromResult(r))
.filter(s => s != null)
)
})
scholixResourceDS.write.mode(SaveMode.Overwrite).save(s"$outputPath/resource")
}
def generateBidirectionalRelations(inputPath: String, otuputPath: String, spark: SparkSession): Unit = {
val relSchema = Encoders.bean(classOf[Relation]).schema
val relDF = spark.read
.schema(relSchema)
.json(s"$inputPath/relation")
.where(
"datainfo.deletedbyinference is false and source like '50%' and target like '50%' " +
"and relClass <> 'merges' and relClass <> 'isMergedIn'"
)
.select("source", "target", "collectedfrom", "relClass")
def invRel: String => String = { s =>
ScholexplorerUtils.invRel(s)
}
import org.apache.spark.sql.functions.udf
val inverseRelationUDF = udf(invRel)
val inverseRelation = relDF.select(
col("target").alias("source"),
col("source").alias("target"),
col("collectedfrom"),
inverseRelationUDF(col("relClass")).alias("relClass")
)
val bidRel = inverseRelation
.union(relDF)
.withColumn("id", md5(concat(col("source"), col("relClass"), col("target"))))
.withColumn("cf", expr("transform(collectedfrom, x -> struct(x.key, x.value))"))
.drop("collectedfrom")
.withColumnRenamed("cf", "collectedfrom")
.distinct()
bidRel.write.mode(SaveMode.Overwrite).save(s"$otuputPath/relation")
}
def generateScholix(outputPath: String, spark: SparkSession): Unit = {
implicit val scholixResourceEncoder: Encoder[ScholixResource] = Encoders.bean(classOf[ScholixResource])
implicit val scholixEncoder: Encoder[Scholix] = Encoders.bean(classOf[Scholix])
import spark.implicits._
val relations = spark.read.load(s"$outputPath/relation").as[RelationInfo]
val resource = spark.read.load(s"$outputPath/resource").as[ScholixResource]
val scholix_one_verse = relations
.joinWith(resource, relations("source") === resource("dnetIdentifier"), "inner")
.map(res => ScholexplorerUtils.generateScholix(res._1, res._2))
scholix_one_verse
.joinWith(resource, scholix_one_verse("target.dnetIdentifier") === resource("dnetIdentifier"), "inner")
.map(k => ScholexplorerUtils.updateTarget(k._1, k._2))
.write
.mode(SaveMode.Overwrite)
.option("compression", "gzip")
.json(s"$outputPath/scholix")
}
}
object SparkCreateScholexplorerDump {
val logger: Logger = LoggerFactory.getLogger(SparkCreateScholexplorerDump.getClass)
def main(args: Array[String]): Unit = {
new SparkCreateScholexplorerDump(
log = logger,
args = args,
propertyPath = "/eu/dnetlib/dhp/sx/create_scholix_dump_params.json"
).initialize().run()
}
}

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@ -0,0 +1,17 @@
package eu.dnetlib.dhp.sx.graph.scholix
import eu.dnetlib.dhp.sx.graph.SparkCreateScholexplorerDump
import org.apache.spark.sql.SparkSession
import org.junit.jupiter.api.Test
class ScholixGenerationTest {
@Test
def generateScholix(): Unit = {
val spark: SparkSession = SparkSession.builder().master("local[*]").getOrCreate()
val app = new SparkCreateScholexplorerDump(null, null, null)
// app.generateScholixResource("/home/sandro/Downloads/scholix_sample/", "/home/sandro/Downloads/scholix/", spark)
// app.generateBidirectionalRelations("/home/sandro/Downloads/scholix_sample/", "/home/sandro/Downloads/scholix/", spark)
app.generateScholix("/home/sandro/Downloads/scholix/", spark)
}
}

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@ -960,7 +960,7 @@
<commons.logging.version>1.1.3</commons.logging.version> <commons.logging.version>1.1.3</commons.logging.version>
<commons-validator.version>1.7</commons-validator.version> <commons-validator.version>1.7</commons-validator.version>
<dateparser.version>1.0.7</dateparser.version> <dateparser.version>1.0.7</dateparser.version>
<dhp-schemas.version>[6.1.1]</dhp-schemas.version> <dhp-schemas.version>[6.1.2-SNAPSHOT]</dhp-schemas.version>
<dhp.cdh.version>cdh5.9.2</dhp.cdh.version> <dhp.cdh.version>cdh5.9.2</dhp.cdh.version>
<dhp.commons.lang.version>3.5</dhp.commons.lang.version> <dhp.commons.lang.version>3.5</dhp.commons.lang.version>
<dhp.guava.version>11.0.2</dhp.guava.version> <dhp.guava.version>11.0.2</dhp.guava.version>