German BertForSequenceClassification Base Cased model (from deepset)

Description

Pretrained BertForSequenceClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. bert-base-german-cased-sentiment-Germeval17 is a German model originally trained by deepset.

Predicted Entities

positive, negative, neutral

Download Copy S3 URI

How to use

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

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

sequenceClassifier_loaded = BertForSequenceClassification.pretrained("bert_classifier_base_german_cased_sentiment_germeval17","de") \
    .setInputCols(["document", "token"]) \
    .setOutputCol("class")

pipeline = Pipeline(stages=[documentAssembler, tokenizer,sequenceClassifier_loaded])

data = spark.createDataFrame([["Ich liebe Spark NLP"]]).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_base_german_cased_sentiment_germeval17","de") 
    .setInputCols(Array("document", "token")) 
    .setOutputCol("class")

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

val data = Seq("Ich liebe Spark NLP").toDF("text")

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

import nlu
nlu.load("de.classify.bert.sentiment.cased_base.by_deepset").predict("""Ich liebe Spark NLP""")

Model Information

Model Name:	bert_classifier_base_german_cased_sentiment_germeval17
Compatibility:	Spark NLP 4.2.0+
License:	Open Source
Edition:	Official
Input Labels:	[document, token]
Output Labels:	[class]
Language:	de
Size:	409.6 MB
Case sensitive:	true
Max sentence length:	256

References

https://huggingface.co/deepset/bert-base-german-cased-sentiment-Germeval17

PREVIOUSGerman BertForSequenceClassification Base Cased model (from deepset)

NEXTEnglish BertForSequenceClassification Base Cased model (from baykenney)