Description
Pretrained BertForSequenceClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. LexBERT-textclassification-turkish-uncased is a Turkish model originally trained by sfurkan.
Predicted Entities
Genelge, Tüzük, Kanun Hükmünde Kararname, Yönetmelik, Özelge, Cumhurbaşkanlığı Kararnamesi, Kanun, Komisyon Raporu, Tebliğ, Resmi Gazete
How to use
documentAssembler = DocumentAssembler() \
.setInputCol("text") \
.setOutputCol("document")
tokenizer = Tokenizer() \
.setInputCols("document") \
.setOutputCol("token")
sequenceClassifier_loaded = BertForSequenceClassification.pretrained("bert_classifier_lex_textclassification_turkish_uncased","tr") \
.setInputCols(["document", "token"]) \
.setOutputCol("class")
pipeline = Pipeline(stages=[documentAssembler, tokenizer,sequenceClassifier_loaded])
data = spark.createDataFrame([["Spark NLP'yi seviyorum"]]).toDF("text")
result = pipeline.fit(data).transform(data)
val documentAssembler = new DocumentAssembler()
.setInputCol("text")
.setOutputCol("document")
val tokenizer = new Tokenizer()
.setInputCols(Array("document"))
.setOutputCol("token")
val sequenceClassifier_loaded = BertForSequenceClassification.pretrained("bert_classifier_lex_textclassification_turkish_uncased","tr")
.setInputCols(Array("document", "token"))
.setOutputCol("class")
val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer,sequenceClassifier_loaded))
val data = Seq("Spark NLP'yi seviyorum").toDF("text")
val result = pipeline.fit(data).transform(data)
import nlu
nlu.load("tr.classify.bert.uncased").predict("""Spark NLP'yi seviyorum""")
Model Information
| Model Name: | bert_classifier_lex_textclassification_turkish_uncased |
| Compatibility: | Spark NLP 5.1.4+ |
| License: | Open Source |
| Edition: | Official |
| Input Labels: | [document, token] |
| Output Labels: | [class] |
| Language: | tr |
| Size: | 414.7 MB |
| Case sensitive: | false |
| Max sentence length: | 256 |
References
References
- https://huggingface.co/sfurkan/LexBERT-textclassification-turkish-uncased