package sandcrawler 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 org.apache.hadoop.hbase.io.ImmutableBytesWritable import org.apache.hadoop.hbase.util.Bytes import parallelai.spyglass.hbase.HBaseConstants.SourceMode import parallelai.spyglass.hbase.HBasePipeConversions import parallelai.spyglass.hbase.HBaseSource class GrobidScorable extends Scorable with HBasePipeConversions { val StatusOK = 200 def getSource(args : Args) : Source = { // TODO: Generalize args so there can be multiple grobid pipes in one job. GrobidScorable.getHBaseSource(args("hbase-table"), args("zookeeper-hosts")) } def getFeaturesPipe(args : Args)(implicit mode : Mode, flowDef : FlowDef) : TypedPipe[MapFeatures] = { getSource(args) .read // Can't just "fromBytesWritable" because we have multiple types? .toTypedPipe[(ImmutableBytesWritable,ImmutableBytesWritable,ImmutableBytesWritable)](new Fields("key", "metadata", "status_code")) .filter { case (_, metadata, status_code) => metadata != null && status_code != null } .map { case (key, metadata, status_code) => (Bytes.toString(key.copyBytes()), Bytes.toString(metadata.copyBytes()), Bytes.toLong(status_code.copyBytes())) } // TODO: Should I combine next two stages for efficiency? .collect { case (key, json, StatusOK) => (key, json) } .filter { case (key, json) => GrobidScorable.keepRecord(json) } .map { entry : (String, String) => GrobidScorable.jsonToMapFeatures(entry._1, entry._2) } } } object GrobidScorable { def keepRecord(json : String) : Boolean = { Scorable.jsonToMap(json) match { case None => false case Some(map) => { if (map contains "title") { val title = Scorable.getString(map, "title") title != null && title.length <= Scorable.MaxTitleLength } else { false } } } } def mapToAuthorList(map : Map[String, Any]) : List[String] = { if (map contains "authors") { val objArray = map("authors").asInstanceOf[List[Any]].map(e => e.asInstanceOf[Map[String,Any]]) objArray .filter(e => e contains "name") .map(e => e.get("name").get.asInstanceOf[String]) } else { List() } } def getHBaseSource(table : String, host : String) : HBaseSource = { HBaseBuilder.build(table, host, List("grobid0:metadata", "grobid0:status_code"), SourceMode.SCAN_ALL) } def jsonToMapFeatures(key : String, json : String) : MapFeatures = { Scorable.jsonToMap(json) match { case None => MapFeatures(Scorable.NoSlug, json) case Some(map) => { if (map contains "title") { val authors: List[String] = mapToAuthorList(map) val title = Scorable.getString(map, "title") ScorableFeatures.create(title=title, authors=authors, sha1=key).toMapFeatures } else { MapFeatures(Scorable.NoSlug, json) } } } } }