English BertForSequenceClassification Tiny Cased model (from chatwithnerd)

Description

Pretrained BertForSequenceClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. tiny-bert-master-classifier is a English model originally trained by chatwithnerd.

Predicted Entities

lentMoney, queryBudget, general, showExpenses, thanks, creditCard, goal, howWillYouTrack, income, investment, greeting, stop, howToEdit, howToAddExp, invalidInput, help, zeroinp, wtf, currentBalance, loan, howToAddLentMoney, showGoal, forgotSpend, emojiHelp, refund, questions, money, moneyPending, addSpend, edit, negative, goodbye, editBudgetData, howToAddRefund, cvtEMI, lastBudget, expenses, cashATM, insight, incompleteSpend, recap, spendAdvice

Live Demo Open in Colab 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_tiny_master","en") \
    .setInputCols(["document", "token"]) \
    .setOutputCol("class")

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

data = spark.createDataFrame([["PUT YOUR STRING HERE"]]).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_tiny_master","en") 
    .setInputCols(Array("document", "token")) 
    .setOutputCol("class")

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

val data = Seq("PUT YOUR STRING HERE").toDF("text")

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

import nlu
nlu.load("en.classify.bert.tiny.by_chatwithnerd").predict("""PUT YOUR STRING HERE""")

Model Information

References

• https://huggingface.co/chatwithnerd/tiny-bert-master-classifier