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	Resurrect the basic ner classifier
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		@@ -0,0 +1,75 @@
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package docspell.analysis.nlp
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import docspell.common._
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import edu.stanford.nlp.ie.AbstractSequenceClassifier
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import edu.stanford.nlp.ie.crf.CRFClassifier
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import edu.stanford.nlp.ling.{CoreAnnotations, CoreLabel}
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import org.log4s.getLogger
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import java.net.URL
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import java.util.zip.GZIPInputStream
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import scala.jdk.CollectionConverters._
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import scala.util.Using
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/** This is only using the CRFClassifier without building an analysis
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  * pipeline. The ner-classifier cannot use results from POS-tagging
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  * etc. and is therefore not as good as the [[StanfordNerAnnotator]].
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  * But it uses less memory, while still being not bad.
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  */
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object BasicCRFAnnotator {
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  private[this] val logger = getLogger
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  lazy val germanNerClassifier  = makeClassifier(Language.German)
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  lazy val englishNerClassifier = makeClassifier(Language.English)
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  lazy val frenchNerClassifier  = makeClassifier(Language.French)
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  def nerAnnotate(lang: Language)(text: String): Vector[NerLabel] = {
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    val nerClassifier = lang match {
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      case Language.English => englishNerClassifier
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      case Language.German  => germanNerClassifier
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      case Language.French  => frenchNerClassifier
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    }
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    nerClassifier
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      .classify(text)
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      .asScala
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      .flatMap(a => a.asScala)
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      .collect(Function.unlift { label =>
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        val tag = label.get(classOf[CoreAnnotations.AnswerAnnotation])
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        NerTag
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          .fromString(Option(tag).getOrElse(""))
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          .toOption
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          .map(t => NerLabel(label.word(), t, label.beginPosition(), label.endPosition()))
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      })
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      .toVector
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  }
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  private def makeClassifier(lang: Language): AbstractSequenceClassifier[CoreLabel] = {
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    logger.info(s"Creating ${lang.name} Stanford NLP NER-only classifier...")
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    val ner = classifierResource(lang)
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    Using(new GZIPInputStream(ner.openStream())) { in =>
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      CRFClassifier.getClassifier(in).asInstanceOf[AbstractSequenceClassifier[CoreLabel]]
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    }.fold(throw _, identity)
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  }
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  private def classifierResource(lang: Language): URL = {
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    def check(u: URL): URL =
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      if (u == null) sys.error(s"NER model url not found for language ${lang.name}")
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      else u
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    check(lang match {
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      case Language.French =>
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        getClass.getResource(
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          "/edu/stanford/nlp/models/ner/french-wikiner-4class.crf.ser.gz"
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        )
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      case Language.German =>
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        getClass.getResource(
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          "/edu/stanford/nlp/models/ner/german.distsim.crf.ser.gz"
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        )
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      case Language.English =>
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        getClass.getResource(
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          "/edu/stanford/nlp/models/ner/english.conll.4class.distsim.crf.ser.gz"
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        )
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    })
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  }
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}
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@@ -0,0 +1,63 @@
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package docspell.analysis.nlp
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import minitest.SimpleTestSuite
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import docspell.files.TestFiles
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import docspell.common._
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object BaseCRFAnnotatorSuite extends SimpleTestSuite {
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  test("find english ner labels") {
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    val labels =
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      BasicCRFAnnotator.nerAnnotate(Language.English)(TestFiles.letterENText)
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    val expect = Vector(
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      NerLabel("Derek", NerTag.Person, 0, 5),
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      NerLabel("Jeter", NerTag.Person, 6, 11),
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      NerLabel("Elm", NerTag.Misc, 17, 20),
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      NerLabel("Ave.", NerTag.Misc, 21, 25),
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      NerLabel("Treesville", NerTag.Misc, 27, 37),
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      NerLabel("Derek", NerTag.Person, 68, 73),
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      NerLabel("Jeter", NerTag.Person, 74, 79),
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      NerLabel("Elm", NerTag.Misc, 85, 88),
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      NerLabel("Ave.", NerTag.Misc, 89, 93),
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      NerLabel("Treesville", NerTag.Person, 95, 105),
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      NerLabel("Leaf", NerTag.Organization, 144, 148),
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      NerLabel("Chief", NerTag.Organization, 150, 155),
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      NerLabel("of", NerTag.Organization, 156, 158),
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      NerLabel("Syrup", NerTag.Organization, 159, 164),
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      NerLabel("Production", NerTag.Organization, 165, 175),
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      NerLabel("Old", NerTag.Organization, 176, 179),
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      NerLabel("Sticky", NerTag.Organization, 180, 186),
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      NerLabel("Pancake", NerTag.Organization, 187, 194),
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      NerLabel("Company", NerTag.Organization, 195, 202),
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      NerLabel("Maple", NerTag.Organization, 207, 212),
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      NerLabel("Lane", NerTag.Organization, 213, 217),
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      NerLabel("Forest", NerTag.Organization, 219, 225),
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      NerLabel("Hemptown", NerTag.Location, 239, 247),
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      NerLabel("Leaf", NerTag.Person, 276, 280),
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      NerLabel("Little", NerTag.Misc, 347, 353),
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      NerLabel("League", NerTag.Misc, 354, 360),
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      NerLabel("Derek", NerTag.Person, 1117, 1122),
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      NerLabel("Jeter", NerTag.Person, 1123, 1128)
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    )
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    assertEquals(labels, expect)
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  }
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  test("find german ner labels") {
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    val labels =
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      BasicCRFAnnotator.nerAnnotate(Language.German)(TestFiles.letterDEText)
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    val expect = Vector(
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      NerLabel("Max", NerTag.Person, 0, 3),
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      NerLabel("Mustermann", NerTag.Person, 4, 14),
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      NerLabel("Lilienweg", NerTag.Person, 16, 25),
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      NerLabel("Max", NerTag.Person, 77, 80),
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      NerLabel("Mustermann", NerTag.Person, 81, 91),
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      NerLabel("Lilienweg", NerTag.Location, 93, 102),
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      NerLabel("EasyCare", NerTag.Organization, 124, 132),
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      NerLabel("AG", NerTag.Organization, 133, 135),
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      NerLabel("Ackerweg", NerTag.Location, 158, 166),
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      NerLabel("Nebendorf", NerTag.Location, 184, 193),
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      NerLabel("Max", NerTag.Person, 505, 508),
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      NerLabel("Mustermann", NerTag.Person, 509, 519)
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    )
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    assertEquals(labels, expect)
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  }
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}
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@@ -5,7 +5,7 @@ import docspell.files.TestFiles
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import docspell.common._
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import edu.stanford.nlp.pipeline.StanfordCoreNLP
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object TextAnalyserSuite extends SimpleTestSuite {
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object StanfordNerAnnotatorSuite extends SimpleTestSuite {
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  lazy val germanClassifier =
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    new StanfordCoreNLP(Properties.nerGerman(None, false))
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  lazy val englishClassifier =
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@@ -45,6 +45,7 @@ object TextAnalyserSuite extends SimpleTestSuite {
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      NerLabel("Jeter", NerTag.Person, 1123, 1128)
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    )
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    assertEquals(labels, expect)
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    StanfordCoreNLP.clearAnnotatorPool()
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  }
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  test("find german ner labels") {
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@@ -65,5 +66,6 @@ object TextAnalyserSuite extends SimpleTestSuite {
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      NerLabel("Mustermann", NerTag.Person, 509, 519)
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    )
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    assertEquals(labels, expect)
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    StanfordCoreNLP.clearAnnotatorPool()
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  }
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}
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