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Diffstat (limited to 'scalding/src/main/scala/sandcrawler/Scorable.scala')
-rw-r--r-- | scalding/src/main/scala/sandcrawler/Scorable.scala | 79 |
1 files changed, 79 insertions, 0 deletions
diff --git a/scalding/src/main/scala/sandcrawler/Scorable.scala b/scalding/src/main/scala/sandcrawler/Scorable.scala new file mode 100644 index 0000000..9b9c633 --- /dev/null +++ b/scalding/src/main/scala/sandcrawler/Scorable.scala @@ -0,0 +1,79 @@ +package sandcrawler + +import scala.math +import scala.util.parsing.json.JSON +import scala.util.parsing.json.JSONObject + +import cascading.flow.FlowDef +import com.twitter.scalding._ +import com.twitter.scalding.typed.TDsl._ + +case class MapFeatures(slug : String, json : String) +case class ReduceFeatures(json : String) +case class ReduceOutput(val slug : String, score : Int, json1 : String, json2 : String) + +abstract class Scorable { + def getInputPipe(args : Args)(implicit mode : Mode, flowDef : FlowDef) : TypedPipe[(String, ReduceFeatures)] = + { + getFeaturesPipe(args) + .filter { entry => Scorable.isValidSlug(entry.slug) } + .groupBy { case MapFeatures(slug, json) => slug } + .map { tuple => + val (slug : String, features : MapFeatures) = tuple + (slug, ReduceFeatures(features.json)) + } + } + + // abstract methods + def getSource(args : Args) : Source + def getFeaturesPipe(args : Args)(implicit mode : Mode, flowDef : FlowDef) : TypedPipe[MapFeatures] +} + +object Scorable { + val NoSlug = "NO SLUG" // Used for slug if title is empty or unparseable + + def isValidSlug(slug : String) : Boolean = { + slug != NoSlug + } + + def jsonToMap(json : String) : Option[Map[String, Any]] = { + // https://stackoverflow.com/a/32717262/631051 + val jsonObject = JSON.parseFull(json) + if (jsonObject == None) { + None + } else { + Some(jsonObject.get.asInstanceOf[Map[String, Any]]) + } + } + + def getStringOption(optionalMap : Option[Map[String, Any]], key : String) : Option[String] = { + optionalMap match { + case None => None + case Some(map) => if (map contains key) Some(map(key).asInstanceOf[String]) else None + } + } + + // Caller is responsible for ensuring that key is a String in map. + // TODO: Add and handle ClassCastException + def getString(map : Map[String, Any], key : String) : String = { + assert(map contains key) + map(key).asInstanceOf[String] + } + + val MaxScore = 1000 + + def computeSimilarity(features1 : ReduceFeatures, features2 : ReduceFeatures) : Int = { + val json1 = jsonToMap(features1.json) + val json2 = jsonToMap(features2.json) + getStringOption(json1, "title") match { + case None => 0 + case Some(title1) => { + getStringOption(json2, "title") match { + case None => 0 + case Some(title2) => + (StringUtilities.similarity(title1, title2) * MaxScore).toInt + } + } + } + } +} |