Description
Pretrained Part of Speech model, uploaded to Hugging Face, adapted and imported into Spark NLP. bert-base-arabic-camelbert-ca-pos-glf is a Arabic model orginally trained by CAMeL-Lab.
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 = BertForTokenClassification.pretrained("bert_pos_bert_base_arabic_camelbert_ca_pos_glf","ar") \
.setInputCols(["sentence", "token"]) \
.setOutputCol("pos")
pipeline = Pipeline(stages=[documentAssembler, sentenceDetector, tokenizer, tokenClassifier])
data = spark.createDataFrame([["أنا أحب الشرارة 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 = BertForTokenClassification.pretrained("bert_pos_bert_base_arabic_camelbert_ca_pos_glf","ar")
.setInputCols(Array("sentence", "token"))
.setOutputCol("pos")
val pipeline = new Pipeline().setStages(Array(documentAssembler,sentenceDetector, tokenizer, tokenClassifier))
val data = Seq("أنا أحب الشرارة NLP").toDF("text")
val result = pipeline.fit(data).transform(data)
import nlu
nlu.load("ar.pos.arabic_camelbert_ca_pos_glf").predict("""أنا أحب الشرارة NLP""")
Model Information
| Model Name: | bert_pos_bert_base_arabic_camelbert_ca_pos_glf |
| Compatibility: | Spark NLP 3.4.2+ |
| License: | Open Source |
| Edition: | Official |
| Input Labels: | [document, token] |
| Output Labels: | [ner] |
| Language: | ar |
| Size: | 407.4 MB |
| Case sensitive: | true |
| Max sentence length: | 128 |
References
- https://huggingface.co/CAMeL-Lab/bert-base-arabic-camelbert-ca-pos-glf
- https://camel.abudhabi.nyu.edu/annotated-gumar-corpus/
- https://arxiv.org/abs/2103.06678
- https://github.com/CAMeL-Lab/CAMeLBERT
- https://github.com/CAMeL-Lab/camel_tools