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@@ -5,7 +5,7 @@ seotitle: Spark NLP
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title: Transformers
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permalink: /docs/en/transformers
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key: docs-transformers
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modify_date: "2022-08-23"
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modify_date: "2022-09-27"
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use_language_switcher: "Python-Scala-Java"
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show_nav: true
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sidebar:
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### Overview
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We have extended support for `HuggingFace` 🤗 and `TF Hub` exported models since `3.1.0` to equivalent Spark NLP 🚀 annotators. Starting this release, you can easily use the `saved_model` feature in HuggingFace within a few lines of codes and import any `BERT`, `DistilBERT`, `CamemBERT`, `RoBERTa`, `DeBERTa`, `XLM-RoBERTa`, `Longformer`, `BertForTokenClassification`, `DistilBertForTokenClassification`, `AlbertForTokenClassification`, `RoBertaForTokenClassification`, `DeBertaForTokenClassification`, `XlmRoBertaForTokenClassification`, `XlnetForTokenClassification`, `LongformerForTokenClassification`, `BertForSequenceClassification`, `DistilBertForSequenceClassification`, `AlbertForSequenceClassification`, `RoBertaForSequenceClassification`, `DeBertaForSequenceClassification`, `XlmRoBertaForSequenceClassification`, `XlnetForSequenceClassification`, `LongformerForSequenceClassification`, `AlbertForQuestionAnswering`, `BertForQuestionAnswering`, `DeBertaForQuestionAnswering`, `DistilBertForQuestionAnswering`, `LongformerForQuestionAnswering`, `RoBertaForQuestionAnswering`, and `XlmRoBertaForQuestionAnswering` models to Spark NLP. We will work on the remaining annotators and extend this support to the rest with each release 😊
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We have extended support for `HuggingFace` 🤗 and `TF Hub` exported models since `3.1.0` to equivalent Spark NLP 🚀 annotators. Starting this release, you can easily use the `saved_model` feature in HuggingFace within a few lines of codes and import any `BERT`, `DistilBERT`, `CamemBERT`, `RoBERTa`, `DeBERTa`, `XLM-RoBERTa`, `Longformer`, `BertForTokenClassification`, `DistilBertForTokenClassification`, `AlbertForTokenClassification`, `RoBertaForTokenClassification`, `DeBertaForTokenClassification`, `XlmRoBertaForTokenClassification`, `XlnetForTokenClassification`, `LongformerForTokenClassification`, `CamemBertForTokenClassification`, `BertForSequenceClassification`, `DistilBertForSequenceClassification`, `AlbertForSequenceClassification`, `RoBertaForSequenceClassification`, `DeBertaForSequenceClassification`, `XlmRoBertaForSequenceClassification`, `XlnetForSequenceClassification`, `LongformerForSequenceClassification`, `AlbertForQuestionAnswering`, `BertForQuestionAnswering`, `DeBertaForQuestionAnswering`, `DistilBertForQuestionAnswering`, `LongformerForQuestionAnswering`, `RoBertaForQuestionAnswering`, `XlmRoBertaForQuestionAnswering`, `TapasForQuestionAnswering`, and `Vision Transformers (ViT)` models to Spark NLP. We will work on the remaining annotators and extend this support to the rest with each release 😊
@@ -105,6 +108,7 @@ DistilBertForTokenClassification|[HuggingFace in Spark NLP - DistilBertForTokenC
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AlbertForTokenClassification|[HuggingFace in Spark NLP - AlbertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20AlbertForTokenClassification.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20AlbertForTokenClassification.ipynb)
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RoBertaForTokenClassification|[HuggingFace in Spark NLP - RoBertaForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20RoBertaForTokenClassification.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20RoBertaForTokenClassification.ipynb)
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XlmRoBertaForTokenClassification|[HuggingFace in Spark NLP - XlmRoBertaForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRoBertaForTokenClassification.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRoBertaForTokenClassification.ipynb)
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CamemBertForTokenClassification|[HuggingFace in Spark NLP - CamemBertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForTokenClassification.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForTokenClassification.ipynb)
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BertForSequenceClassification |[HuggingFace in Spark NLP - BertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb)
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DistilBertForSequenceClassification |[HuggingFace in Spark NLP - DistilBertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForSequenceClassification.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForSequenceClassification.ipynb)
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AlbertForSequenceClassification |[HuggingFace in Spark NLP - AlbertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20AlbertForSequenceClassification.ipynb)
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LongformerForQuestionAnswering|[HuggingFace in Spark NLP - LongformerForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20LongformerForQuestionAnswering.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20LongformerForQuestionAnswering.ipynb)
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RoBertaForQuestionAnswering|[HuggingFace in Spark NLP - RoBertaForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20RoBertaForQuestionAnswering.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20RoBertaForQuestionAnswering.ipynb)
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XlmRobertaForQuestionAnswering|[HuggingFace in Spark NLP - XlmRobertaForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRobertaForQuestionAnswering.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRobertaForQuestionAnswering.ipynb)
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ViTForImageClassification|[HuggingFace in Spark NLP - ViTForImageClassification](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20ViTForImageClassification.ipynb) | [](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/jupyter/transformers/HuggingFace%20in%20Spark%20NLP%20-%20ViTForImageClassification.ipynb)
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