From ea9e8990139973d6f5fdf52a470bf6516c7d8c2f Mon Sep 17 00:00:00 2001 From: Bryan Newbold Date: Fri, 2 Aug 2019 17:11:57 -0700 Subject: FatcatScorable and ScoreSelfFatcat job --- .../main/scala/sandcrawler/FatcatScorable.scala | 131 +++++++++++++++++++++ .../main/scala/sandcrawler/ScoreSelfFatcat.scala | 43 +++++++ 2 files changed, 174 insertions(+) create mode 100644 scalding/src/main/scala/sandcrawler/FatcatScorable.scala create mode 100644 scalding/src/main/scala/sandcrawler/ScoreSelfFatcat.scala (limited to 'scalding/src/main/scala') diff --git a/scalding/src/main/scala/sandcrawler/FatcatScorable.scala b/scalding/src/main/scala/sandcrawler/FatcatScorable.scala new file mode 100644 index 0000000..cffc2c0 --- /dev/null +++ b/scalding/src/main/scala/sandcrawler/FatcatScorable.scala @@ -0,0 +1,131 @@ +package sandcrawler + +import scala.math +import scala.util.parsing.json.JSON +import scala.util.parsing.json.JSONArray +import scala.util.parsing.json.JSONObject + +import cascading.flow.FlowDef +import cascading.tuple.Fields +import com.twitter.scalding._ +import com.twitter.scalding.typed.TDsl._ +import parallelai.spyglass.hbase.HBasePipeConversions + +class FatcatScorable extends Scorable with HBasePipeConversions { + + def getSource(args : Args) : Source = { + TextLine(args("fatcat-release-input")) + } + + def getFeaturesPipe(args : Args)(implicit mode : Mode, flowDef : FlowDef) : TypedPipe[Option[MapFeatures]] = { + getSource(args).read + .toTypedPipe[String](new Fields("line")) + .filter { FatcatScorable.keepRecord(_) } + .map { FatcatScorable.jsonToMapFeatures(_) } + } +} + +object FatcatScorable { + + // Note; removed ReleaseType filtering + + def keepRecord(json : String) : Boolean = { + Scorable.jsonToMap(json) match { + case None => false + case Some(map) => { + mapToTitle(map) match { + case None => false + case Some(title) => title.length <= Scorable.MaxTitleLength + } + } + } + } + + // Returns None if title is null, empty, or too long. + def mapToTitle(map : Map[String, Any]) : Option[String] = { + def getTitle : Option[String] = { + if (map contains "title") { + val title = map("title").asInstanceOf[String] + if (title == null || title.isEmpty) None else Some(title) + } else { + None + } + } + + def getSubtitle : Option[String] = { + if (map contains "subtitle") { + val subtitle = map("subtitle").asInstanceOf[String] + if (subtitle == null || subtitle.isEmpty) { + None + } else { + Some(subtitle) + } + } else { + None + } + } + + getTitle match { + case None => None + case Some(baseTitle) => { + if (baseTitle == null) { + None + } else { + getSubtitle match { + case None => Some(baseTitle) + case Some(baseSubtitle) => Some(baseTitle.concat(":".concat(baseSubtitle))) + } + } + } + } + } + + def mapToAuthorList(map : Map[String, Any]) : List[String] = { + if (map contains "contribs") { + val objArray = map("contribs").asInstanceOf[List[Any]].map(e => e.asInstanceOf[Map[String,Any]]) + // TODO(bnewbold): better name stuff... contrib.surname, creator.surname, + // or raw_name split to last + objArray + .filter(e => e contains "raw_name") + .map(e => e.get("raw_name").get.asInstanceOf[String]) + } else { + List() + } + } + + def mapToYear(map : Map[String, Any]) : Option[Int] = { + map.get("release_year") match { + case None => None + case Some(year) => { + Some(year.asInstanceOf[Double].toInt) + } + } + } + + def jsonToMapFeatures(json : String) : Option[MapFeatures] = { + def makeMapFeatures(title : String, doi : String, fatcat_release: String, fatcat_work : String, authors : List[String], year : Int, contentType : String) : Option[MapFeatures] = { + // NOTE: not doing any filtering here! + val sf : ScorableFeatures = ScorableFeatures.create(title=title, authors=authors, doi=doi, fatcat_release=fatcat_release, fatcat_work=fatcat_work, year=year) + sf.toSlug match { + case None => None + case Some(slug) => Some(MapFeatures(slug, sf.toString)) + } + } + Scorable.jsonToMap(json) match { + case None => None + case Some(map) => + mapToTitle(map) match { + case None => None + case Some(title) => makeMapFeatures( + title=title, + // TODO: doi=Scorable.getString(map, "doi"), + doi=null, + fatcat_release=Scorable.getString(map, "ident"), + fatcat_work=Scorable.getString(map, "work_id"), + authors=mapToAuthorList(map), + year=mapToYear(map).getOrElse(0), + contentType=map.get("type").map(e => e.asInstanceOf[String]).getOrElse("MISSING-CONTENT-TYPE")) + } + } + } +} diff --git a/scalding/src/main/scala/sandcrawler/ScoreSelfFatcat.scala b/scalding/src/main/scala/sandcrawler/ScoreSelfFatcat.scala new file mode 100644 index 0000000..d1a94fe --- /dev/null +++ b/scalding/src/main/scala/sandcrawler/ScoreSelfFatcat.scala @@ -0,0 +1,43 @@ +package sandcrawler + +import cascading.pipe.Pipe +import com.twitter.scalding.Args +import com.twitter.scalding.Stat +import com.twitter.scalding.TypedPipe +import com.twitter.scalding.TypedTsv +import parallelai.spyglass.base.JobBase + +class ScoreSelfFatcatJob(args: Args) extends JobBase(args) { + + val fatcatRowCount = Stat("fatcat-rows-filtered", "sandcrawler") + val joinedRowCount = Stat("joined-rows", "sandcrawler") + + val fatcatScorable : Scorable = new FatcatScorable() + val fatcatPipe : TypedPipe[(String, ReduceFeatures)] = fatcatScorable + .getInputPipe(args) + .map { r => + fatcatRowCount.inc + r + } + + val joinedPipe = fatcatPipe + .addTrap(TypedTsv(args("output") + ".trapped")) + .join(fatcatPipe) + + // TypedTsv doesn't work over case classes. + joinedPipe + // filter out trivial self-matches (releases are identical) + .filter { case (slug, (fatcatFeaturesLeft, fatcatFeaturesRight)) => + Scorable.selfMatchable(fatcatFeaturesLeft, fatcatFeaturesRight) + } + .map { case (slug, (fatcatFeaturesLeft, fatcatFeaturesRight)) => + joinedRowCount.inc + new ReduceOutput( + slug, + Scorable.computeSimilarity(fatcatFeaturesLeft, fatcatFeaturesRight), + fatcatFeaturesLeft.json, + fatcatFeaturesRight.json) + } + .map { entry => (entry.slug, entry.score, entry.json1, entry.json2) } + .write(TypedTsv[(String, Int, String, String)](args("output"))) +} -- cgit v1.2.3