Description
Pretrained Question Answering model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. distillbert-base-spanish-uncased-finetuned-qa-sqac is a English model originally trained by CenIA.
How to use
documentAssembler = MultiDocumentAssembler() \
.setInputCols(["question", "context"]) \
.setOutputCols(["document_question", "document_context"])
spanClassifier = DistilBertForQuestionAnswering.pretrained("distilbert_qa_distillbert_base_spanish_uncased_finetuned_qa_sqac","es") \
.setInputCols(["document_question", "document_context"]) \
.setOutputCol("answer")\
.setCaseSensitive(True)
pipeline = Pipeline(stages=[documentAssembler, spanClassifier])
data = spark.createDataFrame([["¿Cuál es mi nombre?", "Mi nombre es Clara y vivo en Berkeley."]]).toDF("question", "context")
result = pipeline.fit(data).transform(data)
val documentAssembler = new MultiDocumentAssembler()
.setInputCols(Array("question", "context"))
.setOutputCols(Array("document_question", "document_context"))
val spanClassifer = DistilBertForQuestionAnswering.pretrained("distilbert_qa_distillbert_base_spanish_uncased_finetuned_qa_sqac","es")
.setInputCols(Array("document", "token"))
.setOutputCol("answer")
.setCaseSensitive(true)
val pipeline = new Pipeline().setStages(Array(documentAssembler, spanClassifier))
val data = Seq("¿Cuál es mi nombre?", "Mi nombre es Clara y vivo en Berkeley.").toDF("question", "context")
val result = pipeline.fit(data).transform(data)
import nlu
nlu.load("es.answer_question.sqac.distil_bert.base_uncased").predict("""¿Cuál es mi nombre?|||"Mi nombre es Clara y vivo en Berkeley.""")
Model Information
| Model Name: | distilbert_qa_distillbert_base_spanish_uncased_finetuned_qa_sqac |
| Compatibility: | Spark NLP 4.0.0+ |
| License: | Open Source |
| Edition: | Official |
| Input Labels: | [document_question, document_context] |
| Output Labels: | [answer] |
| Language: | es |
| Size: | 250.5 MB |
| Case sensitive: | false |
| Max sentence length: | 512 |
References
- https://huggingface.co/CenIA/distillbert-base-spanish-uncased-finetuned-qa-sqac