Part of Speech UD model for Finnish (pos_ftb)

Description

Pretrained Part of Speech model (pos_ftb) trained on Universal Dependencies 2.9 (UD_Finnish-FTB) in Finnish language.

Open in Colab Download Copy S3 URI

How to use


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

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

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

pos = PerceptronModel.pretrained("pos_ftb", "fi")\ 
.setInputCols(["sentence", "token"])\ 
.setOutputCol("pos")

pipeline = Pipeline(stages=[document, sentence, tokenizer, pos])

data = spark.createDataFrame([["I love Spark NLP"]]).toDF("text")

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

Model Information

Model Name: pos_ftb
Compatibility: Spark NLP 3.4.3+
License: Open Source
Edition: Official
Input Labels: [sentence, form]
Output Labels: [pos]
Language: fi
Size: 5.0 MB

References

Model is trained on Universal Dependencies (treebank 2.9) UD_Finnish-FTB

https://github.com/UniversalDependencies/UD_Finnish-FTB