English DistilBertForSequenceClassification Cased model (from sampathkethineedi)

Description

Pretrained DistilBertForSequenceClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. industry-classification is a English model originally trained by sampathkethineedi.

Predicted Entities

Semiconductors, Data Processing & Outsourced Services, Oil & Gas Exploration & Production, Industrial Machinery, Technology Distributors, Apparel Retail, Application Software, Research & Consulting Services, Specialty Stores, Diversified Support Services, Gold, Human Resource & Employment Services, Interactive Media & Services, Internet & Direct Marketing Retail, Auto Parts & Equipment, Building Products, Personal Products, Communications Equipment, Electronic Equipment & Instruments, Regional Banks, Systems Software, Health Care Services, Health Care Supplies, Asset Management & Custody Banks, Aerospace & Defense, Specialty Chemicals, Life Sciences Tools & Services, Electric Utilities, Commodity Chemicals, Health Care Equipment, Technology Hardware, Storage & Peripherals, Construction Machinery & Heavy Trucks, Environmental & Facilities Services, Oil & Gas Equipment & Services, Oil & Gas Refining & Marketing, Casinos & Gaming, Diversified Metals & Mining, Property & Casualty Insurance, Hotels, Resorts & Cruise Lines, IT Consulting & Other Services, Leisure Products, Pharmaceuticals, Movies & Entertainment, Restaurants, Steel, Thrifts & Mortgage Finance, Health Care Facilities, Oil & Gas Storage & Transportation, Internet Services & Infrastructure, Health Care Technology, Packaged Foods & Meats, Integrated Telecommunication Services, Consumer Finance, Investment Banking & Brokerage, Electrical Components & Equipment, Trading Companies & Distributors, Construction & Engineering, Advertising, Homebuilding, Biotechnology, Real Estate Operating Companies, Apparel, Accessories & Luxury Goods

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 = DistilBertForSequenceClassification.pretrained("distilbert_sequence_classifier_industry_classification","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 = DistilBertForSequenceClassification.pretrained("distilbert_sequence_classifier_industry_classification","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.distil_bert.by_sampathkethineedi").predict("""PUT YOUR STRING HERE""")

Model Information

References

• https://huggingface.co/sampathkethineedi/industry-classification