English dummy_model2 BertEmbeddings from vsrinivas

Description

Pretrained BertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.dummy_model2 is a English model originally trained by vsrinivas.

Predicted Entities

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How to use

document_assembler = DocumentAssembler() \
    .setInputCol("text") \
    .setOutputCol("documents")
    
    
embeddings =BertEmbeddings.pretrained("dummy_model2","en") \
            .setInputCols(["documents","token"]) \
            .setOutputCol("embeddings")

pipeline = Pipeline().setStages([document_assembler, embeddings])

pipelineModel = pipeline.fit(data)

pipelineDF = pipelineModel.transform(data)
val document_assembler = new DocumentAssembler()
    .setInputCol("text") 
    .setOutputCol("embeddings")
    
val embeddings = BertEmbeddings 
    .pretrained("dummy_model2", "en")
    .setInputCols(Array("documents","token")) 
    .setOutputCol("embeddings") 

val pipeline = new Pipeline().setStages(Array(document_assembler, embeddings))

val pipelineModel = pipeline.fit(data)

val pipelineDF = pipelineModel.transform(data)

Model Information

Model Name: dummy_model2
Compatibility: Spark NLP 5.5.1+
License: Open Source
Edition: Official
Input Labels: [document, token]
Output Labels: [bert]
Language: en
Size: 403.6 MB

References

References

https://huggingface.co/vsrinivas/dummy_model2