Description
Pretrained Bert Embeddings model, uploaded to Hugging Face, adapted and imported into Spark NLP. bert-base-arabic-camelbert-msa-sixteenth
is a Arabic model orginally trained by CAMeL-Lab
.
How to use
documentAssembler = DocumentAssembler() \
.setInputCol("text") \
.setOutputCol("document")
tokenizer = Tokenizer() \
.setInputCols("document") \
.setOutputCol("token")
embeddings = BertEmbeddings.pretrained("bert_embeddings_bert_base_arabic_camelbert_msa_sixteenth","ar") \
.setInputCols(["document", "token"]) \
.setOutputCol("embeddings")
pipeline = Pipeline(stages=[documentAssembler, tokenizer, embeddings])
data = spark.createDataFrame([["أنا أحب شرارة 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 embeddings = BertEmbeddings.pretrained("bert_embeddings_bert_base_arabic_camelbert_msa_sixteenth","ar")
.setInputCols(Array("document", "token"))
.setOutputCol("embeddings")
val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, embeddings))
val data = Seq("أنا أحب شرارة NLP").toDF("text")
val result = pipeline.fit(data).transform(data)
import nlu
nlu.load("ar.embed.bert_base_arabic_camelbert_msa_sixteenth").predict("""أنا أحب شرارة NLP""")
Model Information
Model Name: | bert_embeddings_bert_base_arabic_camelbert_msa_sixteenth |
Compatibility: | Spark NLP 3.4.2+ |
License: | Open Source |
Edition: | Official |
Input Labels: | [sentence, token] |
Output Labels: | [bert] |
Language: | ar |
Size: | 409.3 MB |
Case sensitive: | true |
References
- https://huggingface.co/CAMeL-Lab/bert-base-arabic-camelbert-msa-sixteenth
- https://arxiv.org/abs/2103.06678
- https://github.com/CAMeL-Lab/CAMeLBERT
- https://catalog.ldc.upenn.edu/LDC2011T11
- http://www.abuelkhair.net/index.php/en/arabic/abu-el-khair-corpus
- https://vlo.clarin.eu/search;jsessionid=31066390B2C9E8C6304845BA79869AC1?1&q=osian
- https://archive.org/details/arwiki-20190201
- https://oscar-corpus.com/
- https://github.com/google-research/bert
- https://github.com/google-research/bert/blob/eedf5716ce1268e56f0a50264a88cafad334ac61/tokenization.py#L286-L297
- https://github.com/CAMeL-Lab/camel_tools
- https://github.com/CAMeL-Lab/CAMeLBERT