Dutch Part of Speech Tagger (from oliverguhr)

Description

Pretrained Part of Speech model, uploaded to Hugging Face, adapted and imported into Spark NLP. fullstop-dutch-punctuation-prediction is a Dutch model orginally trained by oliverguhr.

Download Copy S3 URI

How to use

documentAssembler = DocumentAssembler() \
.setInputCol("text") \
.setOutputCol("document")

sentenceDetector = SentenceDetectorDLModel.pretrained("sentence_detector_dl", "xx")\
.setInputCols(["document"])\
.setOutputCol("sentence")

tokenizer = Tokenizer() \
.setInputCols("sentence") \
.setOutputCol("token")

tokenClassifier = RoBertaForTokenClassification.pretrained("roberta_pos_fullstop_dutch_punctuation_prediction","nl") \
.setInputCols(["sentence", "token"]) \
.setOutputCol("pos")

pipeline = Pipeline(stages=[documentAssembler, sentenceDetector, tokenizer, tokenClassifier])

data = spark.createDataFrame([["Ik hou van Spark NLP"]]).toDF("text")

result = pipeline.fit(data).transform(data)

val documentAssembler = new DocumentAssembler() 
.setInputCol("text") 
.setOutputCol("document")

val sentenceDetector = SentenceDetectorDLModel.pretrained("sentence_detector_dl", "xx")
.setInputCols(Array("document"))
.setOutputCol("sentence")

val tokenizer = new Tokenizer() 
.setInputCols(Array("sentence"))
.setOutputCol("token")

val tokenClassifier = RoBertaForTokenClassification.pretrained("roberta_pos_fullstop_dutch_punctuation_prediction","nl") 
.setInputCols(Array("sentence", "token")) 
.setOutputCol("pos")

val pipeline = new Pipeline().setStages(Array(documentAssembler,sentenceDetector, tokenizer, tokenClassifier))

val data = Seq("Ik hou van Spark NLP").toDF("text")

val result = pipeline.fit(data).transform(data)

import nlu
nlu.load("nl.pos.fullstop_dutch_punctuation_prediction").predict("""Ik hou van Spark NLP""")

Model Information

Model Name:	roberta_pos_fullstop_dutch_punctuation_prediction
Compatibility:	Spark NLP 3.4.2+
License:	Open Source
Edition:	Official
Input Labels:	[document, token]
Output Labels:	[ner]
Language:	nl
Size:	436.3 MB
Case sensitive:	true
Max sentence length:	128

References

https://huggingface.co/oliverguhr/fullstop-dutch-punctuation-prediction

PREVIOUSSpanish Part of Speech Tagger (from mrm8488)

NEXTIndonesian Part of Speech Tagger (from w11wo)