Irish BertForTokenClassification Base Cased model (from jimregan)

Description

Pretrained BertForTokenClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. bert-base-irish-cased-v1-finetuned-ner is a Irish model originally trained by jimregan.

Predicted Entities

ORG, LOC, PER

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 = BertForTokenClassification.pretrained("bert_ner_bert_base_irish_cased_v1_finetuned_ner","ga") \
    .setInputCols(["sentence", "token"]) \
    .setOutputCol("ner")

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

data = spark.createDataFrame([["Is breá liom 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 = BertForTokenClassification.pretrained("bert_ner_bert_base_irish_cased_v1_finetuned_ner","ga")
    .setInputCols(Array("sentence", "token"))
    .setOutputCol("ner")

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

val data = Seq("Is breá liom Spark NLP").toDF("text")

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

import nlu
nlu.load("ga.ner.bert.wikiann.cased_base_finetuned").predict("""Is breá liom Spark NLP""")

Model Information

Model Name:	bert_ner_bert_base_irish_cased_v1_finetuned_ner
Compatibility:	Spark NLP 5.2.0+
License:	Open Source
Edition:	Official
Input Labels:	[document, token]
Output Labels:	[ner]
Language:	ga
Size:	406.9 MB
Case sensitive:	true
Max sentence length:	128

References

https://huggingface.co/jimregan/bert-base-irish-cased-v1-finetuned-ner
https://paperswithcode.com/sota?task=Token+Classification&dataset=wikiann

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