diff --git a/docs/_posts/ahmedlone127/2023-09-15-100_sdb_tbb_en.md b/docs/_posts/ahmedlone127/2023-09-15-100_sdb_tbb_en.md
new file mode 100644
index 00000000000000..eea668d4b339e8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-100_sdb_tbb_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English 100_sdb_tbb DistilBertEmbeddings from sripadhstudy
+author: John Snow Labs
+name: 100_sdb_tbb
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`100_sdb_tbb` is a English model originally trained by sripadhstudy.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/100_sdb_tbb_en_5.1.2_3.0_1694784123220.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/100_sdb_tbb_en_5.1.2_3.0_1694784123220.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("100_sdb_tbb","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("100_sdb_tbb", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|100_sdb_tbb|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.0 MB|
+
+## References
+
+https://huggingface.co/sripadhstudy/100_SDB_TBB
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version1_en.md b/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version1_en.md
new file mode 100644
index 00000000000000..fea219717006e5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English 20split_dataset_version1 DistilBertEmbeddings from Billwzl
+author: John Snow Labs
+name: 20split_dataset_version1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`20split_dataset_version1` is a English model originally trained by Billwzl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/20split_dataset_version1_en_5.1.2_3.0_1694780611703.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/20split_dataset_version1_en_5.1.2_3.0_1694780611703.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("20split_dataset_version1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("20split_dataset_version1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|20split_dataset_version1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/Billwzl/20split_dataset_version1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version2_en.md b/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version2_en.md
new file mode 100644
index 00000000000000..5a5ae58f9c6d35
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version2_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English 20split_dataset_version2 DistilBertEmbeddings from Billwzl
+author: John Snow Labs
+name: 20split_dataset_version2
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`20split_dataset_version2` is a English model originally trained by Billwzl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/20split_dataset_version2_en_5.1.2_3.0_1694781304116.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/20split_dataset_version2_en_5.1.2_3.0_1694781304116.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("20split_dataset_version2","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("20split_dataset_version2", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|20split_dataset_version2|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.0 MB|
+
+## References
+
+https://huggingface.co/Billwzl/20split_dataset_version2
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version3_en.md b/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version3_en.md
new file mode 100644
index 00000000000000..1676b2b1aa852d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version3_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English 20split_dataset_version3 DistilBertEmbeddings from Billwzl
+author: John Snow Labs
+name: 20split_dataset_version3
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`20split_dataset_version3` is a English model originally trained by Billwzl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/20split_dataset_version3_en_5.1.2_3.0_1694781556318.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/20split_dataset_version3_en_5.1.2_3.0_1694781556318.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("20split_dataset_version3","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("20split_dataset_version3", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|20split_dataset_version3|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Billwzl/20split_dataset_version3
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version4_en.md b/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version4_en.md
new file mode 100644
index 00000000000000..4114cdc080b445
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-20split_dataset_version4_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English 20split_dataset_version4 DistilBertEmbeddings from Billwzl
+author: John Snow Labs
+name: 20split_dataset_version4
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`20split_dataset_version4` is a English model originally trained by Billwzl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/20split_dataset_version4_en_5.1.2_3.0_1694782055167.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/20split_dataset_version4_en_5.1.2_3.0_1694782055167.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("20split_dataset_version4","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("20split_dataset_version4", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|20split_dataset_version4|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Billwzl/20split_dataset_version4
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-500_sdb_tbb_en.md b/docs/_posts/ahmedlone127/2023-09-15-500_sdb_tbb_en.md
new file mode 100644
index 00000000000000..43e9f72176801e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-500_sdb_tbb_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English 500_sdb_tbb DistilBertEmbeddings from sripadhstudy
+author: John Snow Labs
+name: 500_sdb_tbb
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`500_sdb_tbb` is a English model originally trained by sripadhstudy.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/500_sdb_tbb_en_5.1.2_3.0_1694784390417.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/500_sdb_tbb_en_5.1.2_3.0_1694784390417.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("500_sdb_tbb","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("500_sdb_tbb", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|500_sdb_tbb|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/sripadhstudy/500_SDB_TBB
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-aave_distil_bert_en.md b/docs/_posts/ahmedlone127/2023-09-15-aave_distil_bert_en.md
new file mode 100644
index 00000000000000..0c6b3141a32a29
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-aave_distil_bert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English aave_distil_bert DistilBertEmbeddings from csalaam
+author: John Snow Labs
+name: aave_distil_bert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`aave_distil_bert` is a English model originally trained by csalaam.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/aave_distil_bert_en_5.1.2_3.0_1694781245405.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/aave_distil_bert_en_5.1.2_3.0_1694781245405.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("aave_distil_bert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("aave_distil_bert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|aave_distil_bert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.5 MB|
+
+## References
+
+https://huggingface.co/csalaam/AAVE-distil-bert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-absa_with_maskedlm_finetuned_sentihood_en.md b/docs/_posts/ahmedlone127/2023-09-15-absa_with_maskedlm_finetuned_sentihood_en.md
new file mode 100644
index 00000000000000..94283894826b54
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-absa_with_maskedlm_finetuned_sentihood_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English absa_with_maskedlm_finetuned_sentihood DistilBertEmbeddings from UchihaMadara
+author: John Snow Labs
+name: absa_with_maskedlm_finetuned_sentihood
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`absa_with_maskedlm_finetuned_sentihood` is a English model originally trained by UchihaMadara.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/absa_with_maskedlm_finetuned_sentihood_en_5.1.2_3.0_1694786043453.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/absa_with_maskedlm_finetuned_sentihood_en_5.1.2_3.0_1694786043453.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("absa_with_maskedlm_finetuned_sentihood","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("absa_with_maskedlm_finetuned_sentihood", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|absa_with_maskedlm_finetuned_sentihood|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/UchihaMadara/ABSA-with-MaskedLM-finetuned-sentihood
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-ad_distilbert_base_uncased_finetuned_dantest2_en.md b/docs/_posts/ahmedlone127/2023-09-15-ad_distilbert_base_uncased_finetuned_dantest2_en.md
new file mode 100644
index 00000000000000..2ac718547ae413
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-ad_distilbert_base_uncased_finetuned_dantest2_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English ad_distilbert_base_uncased_finetuned_dantest2 DistilBertEmbeddings from refringence
+author: John Snow Labs
+name: ad_distilbert_base_uncased_finetuned_dantest2
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`ad_distilbert_base_uncased_finetuned_dantest2` is a English model originally trained by refringence.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/ad_distilbert_base_uncased_finetuned_dantest2_en_5.1.2_3.0_1694777623781.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/ad_distilbert_base_uncased_finetuned_dantest2_en_5.1.2_3.0_1694777623781.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("ad_distilbert_base_uncased_finetuned_dantest2","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("ad_distilbert_base_uncased_finetuned_dantest2", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|ad_distilbert_base_uncased_finetuned_dantest2|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/refringence/ad-distilbert-base-uncased-finetuned-dantest2
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bert_base_uncased_finetuned_imdb_accelerate_en.md b/docs/_posts/ahmedlone127/2023-09-15-bert_base_uncased_finetuned_imdb_accelerate_en.md
new file mode 100644
index 00000000000000..8b2b3e14125407
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bert_base_uncased_finetuned_imdb_accelerate_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bert_base_uncased_finetuned_imdb_accelerate DistilBertEmbeddings from Arthuerwang
+author: John Snow Labs
+name: bert_base_uncased_finetuned_imdb_accelerate
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bert_base_uncased_finetuned_imdb_accelerate` is a English model originally trained by Arthuerwang.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bert_base_uncased_finetuned_imdb_accelerate_en_5.1.2_3.0_1694783561288.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bert_base_uncased_finetuned_imdb_accelerate_en_5.1.2_3.0_1694783561288.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bert_base_uncased_finetuned_imdb_accelerate","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bert_base_uncased_finetuned_imdb_accelerate", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bert_base_uncased_finetuned_imdb_accelerate|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Arthuerwang/bert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bert_distil_ct_en.md b/docs/_posts/ahmedlone127/2023-09-15-bert_distil_ct_en.md
new file mode 100644
index 00000000000000..59445a5eb45611
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bert_distil_ct_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bert_distil_ct DistilBertEmbeddings from Contrastive-Tension
+author: John Snow Labs
+name: bert_distil_ct
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bert_distil_ct` is a English model originally trained by Contrastive-Tension.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bert_distil_ct_en_5.1.2_3.0_1694770957596.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bert_distil_ct_en_5.1.2_3.0_1694770957596.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bert_distil_ct","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bert_distil_ct", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bert_distil_ct|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Contrastive-Tension/BERT-Distil-CT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bert_distil_nli_ct_en.md b/docs/_posts/ahmedlone127/2023-09-15-bert_distil_nli_ct_en.md
new file mode 100644
index 00000000000000..263aedc5f9ebe9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bert_distil_nli_ct_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bert_distil_nli_ct DistilBertEmbeddings from Contrastive-Tension
+author: John Snow Labs
+name: bert_distil_nli_ct
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bert_distil_nli_ct` is a English model originally trained by Contrastive-Tension.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bert_distil_nli_ct_en_5.1.2_3.0_1694771080239.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bert_distil_nli_ct_en_5.1.2_3.0_1694771080239.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bert_distil_nli_ct","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bert_distil_nli_ct", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bert_distil_nli_ct|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Contrastive-Tension/BERT-Distil-NLI-CT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bert_name_en.md b/docs/_posts/ahmedlone127/2023-09-15-bert_name_en.md
new file mode 100644
index 00000000000000..adb4957f0414db
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bert_name_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bert_name DistilBertEmbeddings from Ondiet
+author: John Snow Labs
+name: bert_name
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bert_name` is a English model originally trained by Ondiet.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bert_name_en_5.1.2_3.0_1694788522767.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bert_name_en_5.1.2_3.0_1694788522767.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bert_name","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bert_name", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bert_name|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Ondiet/bert_name
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bert_news_en.md b/docs/_posts/ahmedlone127/2023-09-15-bert_news_en.md
new file mode 100644
index 00000000000000..b8f3700c4de564
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bert_news_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bert_news DistilBertEmbeddings from harvinder676
+author: John Snow Labs
+name: bert_news
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bert_news` is a English model originally trained by harvinder676.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bert_news_en_5.1.2_3.0_1694782914172.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bert_news_en_5.1.2_3.0_1694782914172.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bert_news","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bert_news", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bert_news|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/harvinder676/bert-news
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bert_pretrain_en.md b/docs/_posts/ahmedlone127/2023-09-15-bert_pretrain_en.md
new file mode 100644
index 00000000000000..34886cf1e9c64d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bert_pretrain_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bert_pretrain DistilBertEmbeddings from catofnull
+author: John Snow Labs
+name: bert_pretrain
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bert_pretrain` is a English model originally trained by catofnull.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bert_pretrain_en_5.1.2_3.0_1694775655895.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bert_pretrain_en_5.1.2_3.0_1694775655895.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bert_pretrain","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bert_pretrain", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bert_pretrain|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/catofnull/BERT-Pretrain
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bert_tuned_trial_20_12_2022_en.md b/docs/_posts/ahmedlone127/2023-09-15-bert_tuned_trial_20_12_2022_en.md
new file mode 100644
index 00000000000000..dc68fbe89125c0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bert_tuned_trial_20_12_2022_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bert_tuned_trial_20_12_2022 DistilBertEmbeddings from EslamAhmed
+author: John Snow Labs
+name: bert_tuned_trial_20_12_2022
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bert_tuned_trial_20_12_2022` is a English model originally trained by EslamAhmed.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bert_tuned_trial_20_12_2022_en_5.1.2_3.0_1694784215749.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bert_tuned_trial_20_12_2022_en_5.1.2_3.0_1694784215749.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bert_tuned_trial_20_12_2022","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bert_tuned_trial_20_12_2022", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bert_tuned_trial_20_12_2022|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|447.5 MB|
+
+## References
+
+https://huggingface.co/EslamAhmed/BERT_tuned_trial_20-12-2022
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bertfined_finetunedmodel_fakenews_en.md b/docs/_posts/ahmedlone127/2023-09-15-bertfined_finetunedmodel_fakenews_en.md
new file mode 100644
index 00000000000000..e11b830920c741
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bertfined_finetunedmodel_fakenews_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bertfined_finetunedmodel_fakenews DistilBertEmbeddings from Sakil
+author: John Snow Labs
+name: bertfined_finetunedmodel_fakenews
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bertfined_finetunedmodel_fakenews` is a English model originally trained by Sakil.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bertfined_finetunedmodel_fakenews_en_5.1.2_3.0_1694790199446.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bertfined_finetunedmodel_fakenews_en_5.1.2_3.0_1694790199446.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bertfined_finetunedmodel_fakenews","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bertfined_finetunedmodel_fakenews", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bertfined_finetunedmodel_fakenews|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|402.3 MB|
+
+## References
+
+https://huggingface.co/Sakil/bertfined_finetunedmodel_fakenews
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bertino_it.md b/docs/_posts/ahmedlone127/2023-09-15-bertino_it.md
new file mode 100644
index 00000000000000..154883d0285a3d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bertino_it.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Italian bertino DistilBertEmbeddings from indigo-ai
+author: John Snow Labs
+name: bertino
+date: 2023-09-15
+tags: [distilbert, it, open_source, fill_mask, onnx]
+task: Embeddings
+language: it
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bertino` is a Italian model originally trained by indigo-ai.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bertino_it_5.1.2_3.0_1694780792709.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bertino_it_5.1.2_3.0_1694780792709.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bertino","it") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bertino", "it")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bertino|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|it|
+|Size:|253.0 MB|
+
+## References
+
+https://huggingface.co/indigo-ai/BERTino
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-bertino_lsg_en.md b/docs/_posts/ahmedlone127/2023-09-15-bertino_lsg_en.md
new file mode 100644
index 00000000000000..30ab6840313ef8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-bertino_lsg_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bertino_lsg DistilBertEmbeddings from efederici
+author: John Snow Labs
+name: bertino_lsg
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bertino_lsg` is a English model originally trained by efederici.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/bertino_lsg_en_5.1.2_3.0_1694772729108.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bertino_lsg_en_5.1.2_3.0_1694772729108.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("bertino_lsg","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("bertino_lsg", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bertino_lsg|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|263.3 MB|
+
+## References
+
+https://huggingface.co/efederici/bertino-lsg
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-burmese_finetuned_distilbert_portuguese_en.md b/docs/_posts/ahmedlone127/2023-09-15-burmese_finetuned_distilbert_portuguese_en.md
new file mode 100644
index 00000000000000..2f8110527e6642
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-burmese_finetuned_distilbert_portuguese_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English burmese_finetuned_distilbert_portuguese DistilBertEmbeddings from jibi2906
+author: John Snow Labs
+name: burmese_finetuned_distilbert_portuguese
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`burmese_finetuned_distilbert_portuguese` is a English model originally trained by jibi2906.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/burmese_finetuned_distilbert_portuguese_en_5.1.2_3.0_1694782684337.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/burmese_finetuned_distilbert_portuguese_en_5.1.2_3.0_1694782684337.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("burmese_finetuned_distilbert_portuguese","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("burmese_finetuned_distilbert_portuguese", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|burmese_finetuned_distilbert_portuguese|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jibi2906/my-finetuned-distilbert-pt
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-carrot_tuned_model_en.md b/docs/_posts/ahmedlone127/2023-09-15-carrot_tuned_model_en.md
new file mode 100644
index 00000000000000..287a83bbc35942
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-carrot_tuned_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English carrot_tuned_model DistilBertEmbeddings from DaniloH
+author: John Snow Labs
+name: carrot_tuned_model
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`carrot_tuned_model` is a English model originally trained by DaniloH.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/carrot_tuned_model_en_5.1.2_3.0_1694781032170.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/carrot_tuned_model_en_5.1.2_3.0_1694781032170.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("carrot_tuned_model","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("carrot_tuned_model", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|carrot_tuned_model|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/DaniloH/carrot-tuned-model
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-clinical_bert_finetuned_en.md b/docs/_posts/ahmedlone127/2023-09-15-clinical_bert_finetuned_en.md
new file mode 100644
index 00000000000000..f26d4c79c8962b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-clinical_bert_finetuned_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English clinical_bert_finetuned DistilBertEmbeddings from aminghias
+author: John Snow Labs
+name: clinical_bert_finetuned
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`clinical_bert_finetuned` is a English model originally trained by aminghias.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/clinical_bert_finetuned_en_5.1.2_3.0_1694784623028.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/clinical_bert_finetuned_en_5.1.2_3.0_1694784623028.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("clinical_bert_finetuned","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("clinical_bert_finetuned", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|clinical_bert_finetuned|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.3 MB|
+
+## References
+
+https://huggingface.co/aminghias/Clinical-BERT-finetuned
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-clinicalbert_medicalai_en.md b/docs/_posts/ahmedlone127/2023-09-15-clinicalbert_medicalai_en.md
new file mode 100644
index 00000000000000..aa008cdd4f9abb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-clinicalbert_medicalai_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English clinicalbert_medicalai DistilBertEmbeddings from medicalai
+author: John Snow Labs
+name: clinicalbert_medicalai
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`clinicalbert_medicalai` is a English model originally trained by medicalai.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/clinicalbert_medicalai_en_5.1.2_3.0_1694775464907.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/clinicalbert_medicalai_en_5.1.2_3.0_1694775464907.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("clinicalbert_medicalai","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("clinicalbert_medicalai", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|clinicalbert_medicalai|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.3 MB|
+
+## References
+
+https://huggingface.co/medicalai/ClinicalBERT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-clr_pretrained_distilbert_base_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-clr_pretrained_distilbert_base_uncased_en.md
new file mode 100644
index 00000000000000..33d06d45924af0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-clr_pretrained_distilbert_base_uncased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English clr_pretrained_distilbert_base_uncased DistilBertEmbeddings from SauravMaheshkar
+author: John Snow Labs
+name: clr_pretrained_distilbert_base_uncased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`clr_pretrained_distilbert_base_uncased` is a English model originally trained by SauravMaheshkar.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/clr_pretrained_distilbert_base_uncased_en_5.1.2_3.0_1694779351433.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/clr_pretrained_distilbert_base_uncased_en_5.1.2_3.0_1694779351433.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("clr_pretrained_distilbert_base_uncased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("clr_pretrained_distilbert_base_uncased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|clr_pretrained_distilbert_base_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/SauravMaheshkar/clr-pretrained-distilbert-base-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-crypto_bert_model_en.md b/docs/_posts/ahmedlone127/2023-09-15-crypto_bert_model_en.md
new file mode 100644
index 00000000000000..ab9953467ca37a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-crypto_bert_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English crypto_bert_model DistilBertEmbeddings from vedantgoswami
+author: John Snow Labs
+name: crypto_bert_model
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`crypto_bert_model` is a English model originally trained by vedantgoswami.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/crypto_bert_model_en_5.1.2_3.0_1694787260868.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/crypto_bert_model_en_5.1.2_3.0_1694787260868.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("crypto_bert_model","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("crypto_bert_model", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|crypto_bert_model|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|402.3 MB|
+
+## References
+
+https://huggingface.co/vedantgoswami/crypto-bert-model
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-customer_data_tuned_trial_1_en.md b/docs/_posts/ahmedlone127/2023-09-15-customer_data_tuned_trial_1_en.md
new file mode 100644
index 00000000000000..de65fef610203f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-customer_data_tuned_trial_1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English customer_data_tuned_trial_1 DistilBertEmbeddings from EslamAhmed
+author: John Snow Labs
+name: customer_data_tuned_trial_1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`customer_data_tuned_trial_1` is a English model originally trained by EslamAhmed.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/customer_data_tuned_trial_1_en_5.1.2_3.0_1694770508030.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/customer_data_tuned_trial_1_en_5.1.2_3.0_1694770508030.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("customer_data_tuned_trial_1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("customer_data_tuned_trial_1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|customer_data_tuned_trial_1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|402.3 MB|
+
+## References
+
+https://huggingface.co/EslamAhmed/customer_data_tuned_trial_1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-dbert_finetuned_en.md b/docs/_posts/ahmedlone127/2023-09-15-dbert_finetuned_en.md
new file mode 100644
index 00000000000000..f6124834e65b4d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-dbert_finetuned_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English dbert_finetuned DistilBertEmbeddings from ksabeh
+author: John Snow Labs
+name: dbert_finetuned
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`dbert_finetuned` is a English model originally trained by ksabeh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/dbert_finetuned_en_5.1.2_3.0_1694772576304.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/dbert_finetuned_en_5.1.2_3.0_1694772576304.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("dbert_finetuned","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("dbert_finetuned", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|dbert_finetuned|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ksabeh/dbert-finetuned
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-dbert_finetuned_g_en.md b/docs/_posts/ahmedlone127/2023-09-15-dbert_finetuned_g_en.md
new file mode 100644
index 00000000000000..248dd699f61a0e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-dbert_finetuned_g_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English dbert_finetuned_g DistilBertEmbeddings from e-hossam96
+author: John Snow Labs
+name: dbert_finetuned_g
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`dbert_finetuned_g` is a English model originally trained by e-hossam96.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/dbert_finetuned_g_en_5.1.2_3.0_1694775531375.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/dbert_finetuned_g_en_5.1.2_3.0_1694775531375.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("dbert_finetuned_g","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("dbert_finetuned_g", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|dbert_finetuned_g|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/e-hossam96/dbert-finetuned-g
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-dbert_rda_en.md b/docs/_posts/ahmedlone127/2023-09-15-dbert_rda_en.md
new file mode 100644
index 00000000000000..2a5b3183080fd7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-dbert_rda_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English dbert_rda DistilBertEmbeddings from nkul
+author: John Snow Labs
+name: dbert_rda
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`dbert_rda` is a English model originally trained by nkul.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/dbert_rda_en_5.1.2_3.0_1694783312876.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/dbert_rda_en_5.1.2_3.0_1694783312876.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("dbert_rda","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("dbert_rda", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|dbert_rda|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/nkul/dbert-rda
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-debiasing_pre_trained_contextualised_embeddings_distil_bert_en.md b/docs/_posts/ahmedlone127/2023-09-15-debiasing_pre_trained_contextualised_embeddings_distil_bert_en.md
index f7f40c0501d222..6073c0a320d86f 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-debiasing_pre_trained_contextualised_embeddings_distil_bert_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-debiasing_pre_trained_contextualised_embeddings_distil_bert_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/debiasing_pre_trained_contextualised_embeddings_distil_bert_en_5.1.2_3.0_1694736696151.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/debiasing_pre_trained_contextualised_embeddings_distil_bert_en_5.1.2_3.0_1694736696151.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/debiasing_pre_trained_contextualised_embeddings_distil_bert_en_5.1.2_3.0_1694770008501.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/debiasing_pre_trained_contextualised_embeddings_distil_bert_en_5.1.2_3.0_1694770008501.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distil_bert_aave_large_en.md b/docs/_posts/ahmedlone127/2023-09-15-distil_bert_aave_large_en.md
new file mode 100644
index 00000000000000..fc36f7295e21c1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distil_bert_aave_large_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distil_bert_aave_large DistilBertEmbeddings from csalaam
+author: John Snow Labs
+name: distil_bert_aave_large
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distil_bert_aave_large` is a English model originally trained by csalaam.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distil_bert_aave_large_en_5.1.2_3.0_1694783341558.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distil_bert_aave_large_en_5.1.2_3.0_1694783341558.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distil_bert_aave_large","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distil_bert_aave_large", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distil_bert_aave_large|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.4 MB|
+
+## References
+
+https://huggingface.co/csalaam/distil-bert-aave-large
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distil_eng_en.md b/docs/_posts/ahmedlone127/2023-09-15-distil_eng_en.md
new file mode 100644
index 00000000000000..81b436f220bfff
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distil_eng_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distil_eng DistilBertEmbeddings from mboth
+author: John Snow Labs
+name: distil_eng
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distil_eng` is a English model originally trained by mboth.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distil_eng_en_5.1.2_3.0_1694782258463.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distil_eng_en_5.1.2_3.0_1694782258463.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distil_eng","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distil_eng", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distil_eng|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.5 MB|
+
+## References
+
+https://huggingface.co/mboth/distil-eng
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_akuapem_twi_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_akuapem_twi_cased_en.md
new file mode 100644
index 00000000000000..12589472a53379
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_akuapem_twi_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilabena_base_akuapem_twi_cased DistilBertEmbeddings from Ghana-NLP
+author: John Snow Labs
+name: distilabena_base_akuapem_twi_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilabena_base_akuapem_twi_cased` is a English model originally trained by Ghana-NLP.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilabena_base_akuapem_twi_cased_en_5.1.2_3.0_1694777845278.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilabena_base_akuapem_twi_cased_en_5.1.2_3.0_1694777845278.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilabena_base_akuapem_twi_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilabena_base_akuapem_twi_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilabena_base_akuapem_twi_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.3 MB|
+
+## References
+
+https://huggingface.co/Ghana-NLP/distilabena-base-akuapem-twi-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_asante_twi_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_asante_twi_uncased_en.md
new file mode 100644
index 00000000000000..21f83b38462445
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_asante_twi_uncased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilabena_base_asante_twi_uncased DistilBertEmbeddings from Ghana-NLP
+author: John Snow Labs
+name: distilabena_base_asante_twi_uncased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilabena_base_asante_twi_uncased` is a English model originally trained by Ghana-NLP.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilabena_base_asante_twi_uncased_en_5.1.2_3.0_1694778027436.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilabena_base_asante_twi_uncased_en_5.1.2_3.0_1694778027436.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilabena_base_asante_twi_uncased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilabena_base_asante_twi_uncased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilabena_base_asante_twi_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.2 MB|
+
+## References
+
+https://huggingface.co/Ghana-NLP/distilabena-base-asante-twi-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_v2_akuapem_twi_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_v2_akuapem_twi_cased_en.md
new file mode 100644
index 00000000000000..e4af1362a76f4f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_v2_akuapem_twi_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilabena_base_v2_akuapem_twi_cased DistilBertEmbeddings from Ghana-NLP
+author: John Snow Labs
+name: distilabena_base_v2_akuapem_twi_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilabena_base_v2_akuapem_twi_cased` is a English model originally trained by Ghana-NLP.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilabena_base_v2_akuapem_twi_cased_en_5.1.2_3.0_1694778202672.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilabena_base_v2_akuapem_twi_cased_en_5.1.2_3.0_1694778202672.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilabena_base_v2_akuapem_twi_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilabena_base_v2_akuapem_twi_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilabena_base_v2_akuapem_twi_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.0 MB|
+
+## References
+
+https://huggingface.co/Ghana-NLP/distilabena-base-v2-akuapem-twi-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_v2_asante_twi_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_v2_asante_twi_uncased_en.md
new file mode 100644
index 00000000000000..6f00bae234db9b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilabena_base_v2_asante_twi_uncased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilabena_base_v2_asante_twi_uncased DistilBertEmbeddings from Ghana-NLP
+author: John Snow Labs
+name: distilabena_base_v2_asante_twi_uncased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilabena_base_v2_asante_twi_uncased` is a English model originally trained by Ghana-NLP.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilabena_base_v2_asante_twi_uncased_en_5.1.2_3.0_1694778363788.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilabena_base_v2_asante_twi_uncased_en_5.1.2_3.0_1694778363788.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilabena_base_v2_asante_twi_uncased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilabena_base_v2_asante_twi_uncased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilabena_base_v2_asante_twi_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.1 MB|
+
+## References
+
+https://huggingface.co/Ghana-NLP/distilabena-base-v2-asante-twi-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_add_pre_training_complete_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_add_pre_training_complete_en.md
new file mode 100644
index 00000000000000..4df7e0415d31e4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_add_pre_training_complete_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_add_pre_training_complete DistilBertEmbeddings from gokuls
+author: John Snow Labs
+name: distilbert_add_pre_training_complete
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_add_pre_training_complete` is a English model originally trained by gokuls.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_add_pre_training_complete_en_5.1.2_3.0_1694788672681.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_add_pre_training_complete_en_5.1.2_3.0_1694788672681.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_add_pre_training_complete","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_add_pre_training_complete", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_add_pre_training_complete|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/gokuls/distilbert_add_pre-training-complete
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_add_pre_training_dim_96_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_add_pre_training_dim_96_en.md
new file mode 100644
index 00000000000000..57c958c3c0f54c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_add_pre_training_dim_96_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_add_pre_training_dim_96 DistilBertEmbeddings from gokuls
+author: John Snow Labs
+name: distilbert_add_pre_training_dim_96
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_add_pre_training_dim_96` is a English model originally trained by gokuls.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_add_pre_training_dim_96_en_5.1.2_3.0_1694789132049.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_add_pre_training_dim_96_en_5.1.2_3.0_1694789132049.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_add_pre_training_dim_96","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_add_pre_training_dim_96", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_add_pre_training_dim_96|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|25.5 MB|
+
+## References
+
+https://huggingface.co/gokuls/distilbert_add_pre-training-dim-96
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_25lang_cased_xx.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_25lang_cased_xx.md
new file mode 100644
index 00000000000000..c65abeb6e688bb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_25lang_cased_xx.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Multilingual distilbert_base_25lang_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_25lang_cased
+date: 2023-09-15
+tags: [distilbert, xx, open_source, fill_mask, onnx]
+task: Embeddings
+language: xx
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_25lang_cased` is a Multilingual model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_25lang_cased_xx_5.1.2_3.0_1694771346236.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_25lang_cased_xx_5.1.2_3.0_1694771346236.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_25lang_cased","xx") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_25lang_cased", "xx")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_25lang_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|xx|
+|Size:|405.6 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-25lang-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_cased_fine_tuned_blbooksgenre_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_cased_fine_tuned_blbooksgenre_en.md
new file mode 100644
index 00000000000000..8f237f066a1f42
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_cased_fine_tuned_blbooksgenre_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_cased_fine_tuned_blbooksgenre DistilBertEmbeddings from BritishLibraryLabs
+author: John Snow Labs
+name: distilbert_base_cased_fine_tuned_blbooksgenre
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_cased_fine_tuned_blbooksgenre` is a English model originally trained by BritishLibraryLabs.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_cased_fine_tuned_blbooksgenre_en_5.1.2_3.0_1694777850511.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_cased_fine_tuned_blbooksgenre_en_5.1.2_3.0_1694777850511.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_cased_fine_tuned_blbooksgenre","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_cased_fine_tuned_blbooksgenre", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_cased_fine_tuned_blbooksgenre|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|243.7 MB|
+
+## References
+
+https://huggingface.co/BritishLibraryLabs/distilbert-base-cased-fine-tuned-blbooksgenre
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_arabic_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_arabic_cased_en.md
new file mode 100644
index 00000000000000..d8b6aa20b2e8cd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_arabic_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_arabic_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_arabic_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_arabic_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_arabic_cased_en_5.1.2_3.0_1694771816351.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_arabic_cased_en_5.1.2_3.0_1694771816351.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_arabic_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_arabic_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_arabic_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|252.8 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-ar-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_bulgarian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_bulgarian_cased_en.md
new file mode 100644
index 00000000000000..5f54413e5771a7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_bulgarian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_bulgarian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_bulgarian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_bulgarian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_bulgarian_cased_en_5.1.2_3.0_1694771936312.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_bulgarian_cased_en_5.1.2_3.0_1694771936312.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_bulgarian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_bulgarian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_bulgarian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|260.5 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-bg-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_chinese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_chinese_cased_en.md
new file mode 100644
index 00000000000000..a2db36c483b540
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_chinese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_chinese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_chinese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_chinese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_chinese_cased_en_5.1.2_3.0_1694776185915.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_chinese_cased_en_5.1.2_3.0_1694776185915.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_chinese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_chinese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_chinese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|262.2 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-zh-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_chinese_hindi_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_chinese_hindi_cased_en.md
new file mode 100644
index 00000000000000..415ac319d7a072
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_chinese_hindi_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_chinese_hindi_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_chinese_hindi_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_chinese_hindi_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_chinese_hindi_cased_en_5.1.2_3.0_1694776303232.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_chinese_hindi_cased_en_5.1.2_3.0_1694776303232.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_chinese_hindi_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_chinese_hindi_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_chinese_hindi_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|266.8 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-zh-hi-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_danish_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_danish_cased_en.md
new file mode 100644
index 00000000000000..2d9e1196e841eb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_danish_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_danish_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_danish_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_danish_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_danish_cased_en_5.1.2_3.0_1694772113636.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_danish_cased_en_5.1.2_3.0_1694772113636.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_danish_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_danish_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_danish_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|255.0 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-da-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_dutch_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_dutch_cased_en.md
new file mode 100644
index 00000000000000..61cb1497036289
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_dutch_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_dutch_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_dutch_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_dutch_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_dutch_cased_en_5.1.2_3.0_1694774832781.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_dutch_cased_en_5.1.2_3.0_1694774832781.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_dutch_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_dutch_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_dutch_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|256.4 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-nl-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_arabic_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_arabic_cased_en.md
new file mode 100644
index 00000000000000..8f09ebf3492900
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_arabic_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_arabic_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_arabic_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_arabic_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_arabic_cased_en_5.1.2_3.0_1694772831618.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_arabic_cased_en_5.1.2_3.0_1694772831618.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_arabic_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_arabic_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_arabic_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|266.4 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-ar-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_cased_en.md
new file mode 100644
index 00000000000000..f14dada027cdb0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_cased_en_5.1.2_3.0_1694772943858.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_cased_en_5.1.2_3.0_1694772943858.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|257.0 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_chinese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_chinese_cased_en.md
new file mode 100644
index 00000000000000..36d70dc96125db
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_chinese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_chinese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_chinese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_chinese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_chinese_cased_en_5.1.2_3.0_1694774157815.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_chinese_cased_en_5.1.2_3.0_1694774157815.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_chinese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_chinese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_chinese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|275.7 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-zh-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_chinese_japanese_vietnamese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_chinese_japanese_vietnamese_cased_en.md
new file mode 100644
index 00000000000000..0677b778b8aeb0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_chinese_japanese_vietnamese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_chinese_japanese_vietnamese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_chinese_japanese_vietnamese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_chinese_japanese_vietnamese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_chinese_japanese_vietnamese_cased_en_5.1.2_3.0_1694774268638.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_chinese_japanese_vietnamese_cased_en_5.1.2_3.0_1694774268638.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_chinese_japanese_vietnamese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_chinese_japanese_vietnamese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_chinese_japanese_vietnamese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|287.0 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-zh-ja-vi-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_danish_japanese_vietnamese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_danish_japanese_vietnamese_cased_en.md
new file mode 100644
index 00000000000000..26ea43a59387ec
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_danish_japanese_vietnamese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_danish_japanese_vietnamese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_danish_japanese_vietnamese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_danish_japanese_vietnamese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_danish_japanese_vietnamese_cased_en_5.1.2_3.0_1694773081995.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_danish_japanese_vietnamese_cased_en_5.1.2_3.0_1694773081995.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_danish_japanese_vietnamese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_danish_japanese_vietnamese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_danish_japanese_vietnamese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|287.0 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-da-ja-vi-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_dutch_russian_arabic_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_dutch_russian_arabic_cased_en.md
new file mode 100644
index 00000000000000..723c68a70aafef
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_dutch_russian_arabic_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_dutch_russian_arabic_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_dutch_russian_arabic_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_dutch_russian_arabic_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_dutch_russian_arabic_cased_en_5.1.2_3.0_1694774052258.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_dutch_russian_arabic_cased_en_5.1.2_3.0_1694774052258.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_dutch_russian_arabic_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_dutch_russian_arabic_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_dutch_russian_arabic_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|301.9 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-nl-ru-ar-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_german_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_german_cased_en.md
new file mode 100644
index 00000000000000..9b3994bfcaa4ea
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_german_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_german_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_german_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_german_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_german_cased_en_5.1.2_3.0_1694773218512.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_german_cased_en_5.1.2_3.0_1694773218512.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_german_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_german_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_german_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|273.1 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-de-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_german_norwegian_danish_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_german_norwegian_danish_cased_en.md
new file mode 100644
index 00000000000000..6f0459344ad57f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_german_norwegian_danish_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_german_norwegian_danish_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_german_norwegian_danish_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_german_norwegian_danish_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_german_norwegian_danish_cased_en_5.1.2_3.0_1694773335862.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_german_norwegian_danish_cased_en_5.1.2_3.0_1694773335862.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_german_norwegian_danish_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_german_norwegian_danish_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_german_norwegian_danish_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|280.9 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-de-no-da-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_italian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_italian_cased_en.md
new file mode 100644
index 00000000000000..97d9954b4c2ee2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_italian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_italian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_italian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_italian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_italian_cased_en_5.1.2_3.0_1694773810141.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_italian_cased_en_5.1.2_3.0_1694773810141.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_italian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_italian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_italian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|268.6 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-it-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_lithuanian_norwegian_polish_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_lithuanian_norwegian_polish_cased_en.md
new file mode 100644
index 00000000000000..bd6dc3c0e5832e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_lithuanian_norwegian_polish_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_lithuanian_norwegian_polish_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_lithuanian_norwegian_polish_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_lithuanian_norwegian_polish_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_lithuanian_norwegian_polish_cased_en_5.1.2_3.0_1694773937924.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_lithuanian_norwegian_polish_cased_en_5.1.2_3.0_1694773937924.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_lithuanian_norwegian_polish_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_lithuanian_norwegian_polish_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_lithuanian_norwegian_polish_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|282.3 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-lt-no-pl-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_cased_en.md
new file mode 100644
index 00000000000000..d3d77074005313
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_spanish_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_spanish_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_spanish_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_spanish_cased_en_5.1.2_3.0_1694773457609.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_spanish_cased_en_5.1.2_3.0_1694773457609.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_spanish_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_spanish_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_spanish_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|273.5 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-es-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_german_chinese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_german_chinese_cased_en.md
new file mode 100644
index 00000000000000..4c8ac82883c4a9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_german_chinese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_french_spanish_german_chinese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_spanish_german_chinese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_spanish_german_chinese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_spanish_german_chinese_cased_en_5.1.2_3.0_1694773578439.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_spanish_german_chinese_cased_en_5.1.2_3.0_1694773578439.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_spanish_german_chinese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_spanish_german_chinese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_spanish_german_chinese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|307.1 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-es-de-zh-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_portuguese_italian_cased_xx.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_portuguese_italian_cased_xx.md
new file mode 100644
index 00000000000000..fb3d04ae622e55
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_french_spanish_portuguese_italian_cased_xx.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Multilingual distilbert_base_english_french_spanish_portuguese_italian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_french_spanish_portuguese_italian_cased
+date: 2023-09-15
+tags: [distilbert, xx, open_source, fill_mask, onnx]
+task: Embeddings
+language: xx
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_french_spanish_portuguese_italian_cased` is a Multilingual model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_spanish_portuguese_italian_cased_xx_5.1.2_3.0_1694773689639.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_french_spanish_portuguese_italian_cased_xx_5.1.2_3.0_1694773689639.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_french_spanish_portuguese_italian_cased","xx") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_french_spanish_portuguese_italian_cased", "xx")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_french_spanish_portuguese_italian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|xx|
+|Size:|285.0 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-fr-es-pt-it-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_german_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_german_cased_en.md
new file mode 100644
index 00000000000000..f41b333cf9a22a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_german_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_german_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_german_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_german_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_german_cased_en_5.1.2_3.0_1694772216088.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_german_cased_en_5.1.2_3.0_1694772216088.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_german_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_german_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_german_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|262.2 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-de-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_hindi_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_hindi_cased_en.md
new file mode 100644
index 00000000000000..e7019a696e680a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_hindi_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_hindi_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_hindi_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_hindi_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_hindi_cased_en_5.1.2_3.0_1694774382188.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_hindi_cased_en_5.1.2_3.0_1694774382188.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_hindi_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_hindi_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_hindi_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.4 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-hi-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_italian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_italian_cased_en.md
new file mode 100644
index 00000000000000..586f8d76357949
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_italian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_italian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_italian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_italian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_italian_cased_en_5.1.2_3.0_1694774487693.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_italian_cased_en_5.1.2_3.0_1694774487693.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_italian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_italian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_italian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|258.3 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-it-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_japanese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_japanese_cased_en.md
new file mode 100644
index 00000000000000..606d482826af62
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_japanese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_japanese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_japanese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_japanese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_japanese_cased_en_5.1.2_3.0_1694774608716.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_japanese_cased_en_5.1.2_3.0_1694774608716.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_japanese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_japanese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_japanese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|256.7 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-ja-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_lithuanian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_lithuanian_cased_en.md
new file mode 100644
index 00000000000000..e40c9a0ef0a05d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_lithuanian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_lithuanian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_lithuanian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_lithuanian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_lithuanian_cased_en_5.1.2_3.0_1694774717030.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_lithuanian_cased_en_5.1.2_3.0_1694774717030.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_lithuanian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_lithuanian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_lithuanian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|252.4 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-lt-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_norwegian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_norwegian_cased_en.md
new file mode 100644
index 00000000000000..fc156ef81deef1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_norwegian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_norwegian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_norwegian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_norwegian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_norwegian_cased_en_5.1.2_3.0_1694774950666.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_norwegian_cased_en_5.1.2_3.0_1694774950666.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_norwegian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_norwegian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_norwegian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|256.0 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-no-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_polish_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_polish_cased_en.md
new file mode 100644
index 00000000000000..1c6551a361cb40
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_polish_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_polish_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_polish_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_polish_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_polish_cased_en_5.1.2_3.0_1694775064040.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_polish_cased_en_5.1.2_3.0_1694775064040.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_polish_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_polish_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_polish_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|258.3 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-pl-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_portuguese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_portuguese_cased_en.md
new file mode 100644
index 00000000000000..66c1afe09eb274
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_portuguese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_portuguese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_portuguese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_portuguese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_portuguese_cased_en_5.1.2_3.0_1694775172152.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_portuguese_cased_en_5.1.2_3.0_1694775172152.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_portuguese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_portuguese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_portuguese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|259.6 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-pt-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_romanian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_romanian_cased_en.md
new file mode 100644
index 00000000000000..16175fa13ef393
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_romanian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_romanian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_romanian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_romanian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_romanian_cased_en_5.1.2_3.0_1694775272352.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_romanian_cased_en_5.1.2_3.0_1694775272352.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_romanian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_romanian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_romanian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|253.7 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-ro-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_russian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_russian_cased_en.md
new file mode 100644
index 00000000000000..7e6a1f9547a0c9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_russian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_russian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_russian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_russian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_russian_cased_en_5.1.2_3.0_1694775407575.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_russian_cased_en_5.1.2_3.0_1694775407575.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_russian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_russian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_russian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|268.7 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-ru-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_cased_en.md
new file mode 100644
index 00000000000000..ac4013218ebf90
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_spanish_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_spanish_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_spanish_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_spanish_cased_en_5.1.2_3.0_1694772349323.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_spanish_cased_en_5.1.2_3.0_1694772349323.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_spanish_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_spanish_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_spanish_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|262.6 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-es-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_chinese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_chinese_cased_en.md
new file mode 100644
index 00000000000000..de8fa75ccc422c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_chinese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_spanish_chinese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_spanish_chinese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_spanish_chinese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_spanish_chinese_cased_en_5.1.2_3.0_1694772709372.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_spanish_chinese_cased_en_5.1.2_3.0_1694772709372.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_spanish_chinese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_spanish_chinese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_spanish_chinese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|281.7 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-es-zh-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_italian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_italian_cased_en.md
new file mode 100644
index 00000000000000..132dccba1d6e08
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_italian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_spanish_italian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_spanish_italian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_spanish_italian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_spanish_italian_cased_en_5.1.2_3.0_1694772463123.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_spanish_italian_cased_en_5.1.2_3.0_1694772463123.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_spanish_italian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_spanish_italian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_spanish_italian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|272.0 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-es-it-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_portuguese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_portuguese_cased_en.md
new file mode 100644
index 00000000000000..e97b5e4fd7e93a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_spanish_portuguese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_spanish_portuguese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_spanish_portuguese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_spanish_portuguese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_spanish_portuguese_cased_en_5.1.2_3.0_1694772586206.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_spanish_portuguese_cased_en_5.1.2_3.0_1694772586206.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_spanish_portuguese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_spanish_portuguese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_spanish_portuguese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|268.4 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-es-pt-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_swahili_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_swahili_cased_en.md
new file mode 100644
index 00000000000000..126f16b2350ba3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_swahili_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_swahili_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_swahili_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_swahili_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_swahili_cased_en_5.1.2_3.0_1694775528652.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_swahili_cased_en_5.1.2_3.0_1694775528652.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_swahili_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_swahili_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_swahili_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-sw-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_thai_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_thai_cased_en.md
new file mode 100644
index 00000000000000..67daf96a0fd159
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_thai_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_thai_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_thai_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_thai_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_thai_cased_en_5.1.2_3.0_1694775652118.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_thai_cased_en_5.1.2_3.0_1694775652118.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_thai_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_thai_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_thai_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|244.7 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-th-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_turkish_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_turkish_cased_en.md
new file mode 100644
index 00000000000000..ed2d8baf7aa504
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_turkish_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_turkish_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_turkish_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_turkish_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_turkish_cased_en_5.1.2_3.0_1694775755844.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_turkish_cased_en_5.1.2_3.0_1694775755844.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_turkish_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_turkish_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_turkish_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|251.1 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-tr-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_ukrainian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_ukrainian_cased_en.md
new file mode 100644
index 00000000000000..86887587730333
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_ukrainian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_ukrainian_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_ukrainian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_ukrainian_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_ukrainian_cased_en_5.1.2_3.0_1694775863815.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_ukrainian_cased_en_5.1.2_3.0_1694775863815.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_ukrainian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_ukrainian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_ukrainian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|262.9 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-uk-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_urdu_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_urdu_cased_en.md
new file mode 100644
index 00000000000000..f552acc2b40c20
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_urdu_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_urdu_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_urdu_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_urdu_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_urdu_cased_en_5.1.2_3.0_1694775970383.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_urdu_cased_en_5.1.2_3.0_1694775970383.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_urdu_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_urdu_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_urdu_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|251.1 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-ur-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_vietnamese_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_vietnamese_cased_en.md
new file mode 100644
index 00000000000000..db1dac48cd374a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_english_vietnamese_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_english_vietnamese_cased DistilBertEmbeddings from Geotrend
+author: John Snow Labs
+name: distilbert_base_english_vietnamese_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_english_vietnamese_cased` is a English model originally trained by Geotrend.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_english_vietnamese_cased_en_5.1.2_3.0_1694776082127.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_english_vietnamese_cased_en_5.1.2_3.0_1694776082127.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_english_vietnamese_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_english_vietnamese_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_english_vietnamese_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|251.3 MB|
+
+## References
+
+https://huggingface.co/Geotrend/distilbert-base-en-vi-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_food_review_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_food_review_en.md
new file mode 100644
index 00000000000000..e19e3205926823
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_food_review_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_food_review DistilBertEmbeddings from breakjl
+author: John Snow Labs
+name: distilbert_base_food_review
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_food_review` is a English model originally trained by breakjl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_food_review_en_5.1.2_3.0_1694781544212.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_food_review_en_5.1.2_3.0_1694781544212.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_food_review","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_food_review", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_food_review|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/breakjl/distilbert-base-food_review
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_german_cased_de.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_german_cased_de.md
index cdb44bb6e9fe85..09b6d2a1fe6097 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_german_cased_de.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_german_cased_de.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_german_cased_de_5.1.2_3.0_1694736667910.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_german_cased_de_5.1.2_3.0_1694736667910.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_german_cased_de_5.1.2_3.0_1694769969382.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_german_cased_de_5.1.2_3.0_1694769969382.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_german_cased_finetuned_amazon_reviews_de.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_german_cased_finetuned_amazon_reviews_de.md
new file mode 100644
index 00000000000000..ad8b9c47eb6bcd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_german_cased_finetuned_amazon_reviews_de.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: German distilbert_base_german_cased_finetuned_amazon_reviews DistilBertEmbeddings from mariav
+author: John Snow Labs
+name: distilbert_base_german_cased_finetuned_amazon_reviews
+date: 2023-09-15
+tags: [distilbert, de, open_source, fill_mask, onnx]
+task: Embeddings
+language: de
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_german_cased_finetuned_amazon_reviews` is a German model originally trained by mariav.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_german_cased_finetuned_amazon_reviews_de_5.1.2_3.0_1694774283101.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_german_cased_finetuned_amazon_reviews_de_5.1.2_3.0_1694774283101.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_german_cased_finetuned_amazon_reviews","de") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_german_cased_finetuned_amazon_reviews", "de")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_german_cased_finetuned_amazon_reviews|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|de|
+|Size:|250.3 MB|
+
+## References
+
+https://huggingface.co/mariav/distilbert-base-german-cased-finetuned-amazon-reviews
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_indonesian_id.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_indonesian_id.md
new file mode 100644
index 00000000000000..6ffbb1a7dfb19c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_indonesian_id.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Indonesian distilbert_base_indonesian DistilBertEmbeddings from cahya
+author: John Snow Labs
+name: distilbert_base_indonesian
+date: 2023-09-15
+tags: [distilbert, id, open_source, fill_mask, onnx]
+task: Embeddings
+language: id
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_indonesian` is a Indonesian model originally trained by cahya.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_indonesian_id_5.1.2_3.0_1694780162345.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_indonesian_id_5.1.2_3.0_1694780162345.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_indonesian","id") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_indonesian", "id")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_indonesian|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|id|
+|Size:|253.0 MB|
+
+## References
+
+https://huggingface.co/cahya/distilbert-base-indonesian
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_multilingual_cased_bulgarian_wikipedia_xx.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_multilingual_cased_bulgarian_wikipedia_xx.md
new file mode 100644
index 00000000000000..013ad0c084893a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_multilingual_cased_bulgarian_wikipedia_xx.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Multilingual distilbert_base_multilingual_cased_bulgarian_wikipedia DistilBertEmbeddings from mor40
+author: John Snow Labs
+name: distilbert_base_multilingual_cased_bulgarian_wikipedia
+date: 2023-09-15
+tags: [distilbert, xx, open_source, fill_mask, onnx]
+task: Embeddings
+language: xx
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_multilingual_cased_bulgarian_wikipedia` is a Multilingual model originally trained by mor40.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_multilingual_cased_bulgarian_wikipedia_xx_5.1.2_3.0_1694784992621.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_multilingual_cased_bulgarian_wikipedia_xx_5.1.2_3.0_1694784992621.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_multilingual_cased_bulgarian_wikipedia","xx") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_multilingual_cased_bulgarian_wikipedia", "xx")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_multilingual_cased_bulgarian_wikipedia|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|xx|
+|Size:|505.3 MB|
+
+## References
+
+https://huggingface.co/mor40/distilbert-base-multilingual-cased-bg-wikipedia
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_multilingual_cased_finetuned_kintweetse_xx.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_multilingual_cased_finetuned_kintweetse_xx.md
new file mode 100644
index 00000000000000..9205b7afab9408
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_multilingual_cased_finetuned_kintweetse_xx.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Multilingual distilbert_base_multilingual_cased_finetuned_kintweetse DistilBertEmbeddings from RogerB
+author: John Snow Labs
+name: distilbert_base_multilingual_cased_finetuned_kintweetse
+date: 2023-09-15
+tags: [distilbert, xx, open_source, fill_mask, onnx]
+task: Embeddings
+language: xx
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_multilingual_cased_finetuned_kintweetse` is a Multilingual model originally trained by RogerB.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_multilingual_cased_finetuned_kintweetse_xx_5.1.2_3.0_1694773789090.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_multilingual_cased_finetuned_kintweetse_xx_5.1.2_3.0_1694773789090.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_multilingual_cased_finetuned_kintweetse","xx") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_multilingual_cased_finetuned_kintweetse", "xx")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_multilingual_cased_finetuned_kintweetse|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|xx|
+|Size:|505.4 MB|
+
+## References
+
+https://huggingface.co/RogerB/distilbert-base-multilingual-cased-finetuned-kintweetsE
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_es.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_es.md
new file mode 100644
index 00000000000000..c91d1b9b7089d4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_es.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Castilian, Spanish distilbert_base_spanish_uncased DistilBertEmbeddings from dccuchile
+author: John Snow Labs
+name: distilbert_base_spanish_uncased
+date: 2023-09-15
+tags: [distilbert, es, open_source, fill_mask, onnx]
+task: Embeddings
+language: es
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_spanish_uncased` is a Castilian, Spanish model originally trained by dccuchile.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_spanish_uncased_es_5.1.2_3.0_1694770464754.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_spanish_uncased_es_5.1.2_3.0_1694770464754.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_spanish_uncased","es") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_spanish_uncased", "es")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_spanish_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|es|
+|Size:|250.2 MB|
+
+## References
+
+https://huggingface.co/dccuchile/distilbert-base-spanish-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_finetuned_amazon_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_finetuned_amazon_en.md
new file mode 100644
index 00000000000000..1a929d4ef1b1b0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_finetuned_amazon_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_spanish_uncased_finetuned_amazon DistilBertEmbeddings from Marianoleiras
+author: John Snow Labs
+name: distilbert_base_spanish_uncased_finetuned_amazon
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_spanish_uncased_finetuned_amazon` is a English model originally trained by Marianoleiras.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_spanish_uncased_finetuned_amazon_en_5.1.2_3.0_1694777013368.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_spanish_uncased_finetuned_amazon_en_5.1.2_3.0_1694777013368.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_spanish_uncased_finetuned_amazon","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_spanish_uncased_finetuned_amazon", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_spanish_uncased_finetuned_amazon|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|250.2 MB|
+
+## References
+
+https://huggingface.co/Marianoleiras/distilbert-base-spanish-uncased-finetuned-amazon
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_finetuned_clinais_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_finetuned_clinais_en.md
new file mode 100644
index 00000000000000..2180d32468bab9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_finetuned_clinais_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_spanish_uncased_finetuned_clinais DistilBertEmbeddings from joheras
+author: John Snow Labs
+name: distilbert_base_spanish_uncased_finetuned_clinais
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_spanish_uncased_finetuned_clinais` is a English model originally trained by joheras.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_spanish_uncased_finetuned_clinais_en_5.1.2_3.0_1694774679930.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_spanish_uncased_finetuned_clinais_en_5.1.2_3.0_1694774679930.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_spanish_uncased_finetuned_clinais","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_spanish_uncased_finetuned_clinais", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_spanish_uncased_finetuned_clinais|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|250.2 MB|
+
+## References
+
+https://huggingface.co/joheras/distilbert-base-spanish-uncased-finetuned-clinais
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_model_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_model_en.md
new file mode 100644
index 00000000000000..7154505408b50d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_spanish_uncased_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_spanish_uncased_model DistilBertEmbeddings from AleNunezArroyo
+author: John Snow Labs
+name: distilbert_base_spanish_uncased_model
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_spanish_uncased_model` is a English model originally trained by AleNunezArroyo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_spanish_uncased_model_en_5.1.2_3.0_1694786476451.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_spanish_uncased_model_en_5.1.2_3.0_1694786476451.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_spanish_uncased_model","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_spanish_uncased_model", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_spanish_uncased_model|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|250.2 MB|
+
+## References
+
+https://huggingface.co/AleNunezArroyo/distilbert-base-spanish-uncased-model
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_turkish_cased_offensive_mlm_tr.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_turkish_cased_offensive_mlm_tr.md
new file mode 100644
index 00000000000000..73eaf8472f9710
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_turkish_cased_offensive_mlm_tr.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Turkish distilbert_base_turkish_cased_offensive_mlm DistilBertEmbeddings from Overfit-GM
+author: John Snow Labs
+name: distilbert_base_turkish_cased_offensive_mlm
+date: 2023-09-15
+tags: [distilbert, tr, open_source, fill_mask, onnx]
+task: Embeddings
+language: tr
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_turkish_cased_offensive_mlm` is a Turkish model originally trained by Overfit-GM.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_turkish_cased_offensive_mlm_tr_5.1.2_3.0_1694777986744.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_turkish_cased_offensive_mlm_tr_5.1.2_3.0_1694777986744.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_turkish_cased_offensive_mlm","tr") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_turkish_cased_offensive_mlm", "tr")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_turkish_cased_offensive_mlm|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|tr|
+|Size:|251.8 MB|
+
+## References
+
+https://huggingface.co/Overfit-GM/distilbert-base-turkish-cased-offensive-mlm
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_aisera_texts_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_aisera_texts_en.md
new file mode 100644
index 00000000000000..98e8bbc60c2f76
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_aisera_texts_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_aisera_texts DistilBertEmbeddings from Theimisa
+author: John Snow Labs
+name: distilbert_base_uncased_aisera_texts
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_aisera_texts` is a English model originally trained by Theimisa.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_aisera_texts_en_5.1.2_3.0_1694771537071.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_aisera_texts_en_5.1.2_3.0_1694771537071.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_aisera_texts","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_aisera_texts", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_aisera_texts|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Theimisa/distilbert-base-uncased-aisera_texts
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_aisera_texts_v3_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_aisera_texts_v3_en.md
new file mode 100644
index 00000000000000..41c888ba9aa83a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_aisera_texts_v3_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_aisera_texts_v3 DistilBertEmbeddings from Theimisa
+author: John Snow Labs
+name: distilbert_base_uncased_aisera_texts_v3
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_aisera_texts_v3` is a English model originally trained by Theimisa.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_aisera_texts_v3_en_5.1.2_3.0_1694771955323.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_aisera_texts_v3_en_5.1.2_3.0_1694771955323.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_aisera_texts_v3","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_aisera_texts_v3", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_aisera_texts_v3|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Theimisa/distilbert-base-uncased-aisera_texts-v3
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_arxiv_abstracts_10k_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_arxiv_abstracts_10k_en.md
new file mode 100644
index 00000000000000..244d68acd24e74
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_arxiv_abstracts_10k_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_arxiv_abstracts_10k DistilBertEmbeddings from timetoai
+author: John Snow Labs
+name: distilbert_base_uncased_arxiv_abstracts_10k
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_arxiv_abstracts_10k` is a English model originally trained by timetoai.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_arxiv_abstracts_10k_en_5.1.2_3.0_1694786407387.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_arxiv_abstracts_10k_en_5.1.2_3.0_1694786407387.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_arxiv_abstracts_10k","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_arxiv_abstracts_10k", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_arxiv_abstracts_10k|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/timetoai/distilbert-base-uncased-arxiv-abstracts-10k
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_bert_yoga_finetuned_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_bert_yoga_finetuned_en.md
new file mode 100644
index 00000000000000..dd84bcaf8d1de4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_bert_yoga_finetuned_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_bert_yoga_finetuned DistilBertEmbeddings from dsantistevan
+author: John Snow Labs
+name: distilbert_base_uncased_bert_yoga_finetuned
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_bert_yoga_finetuned` is a English model originally trained by dsantistevan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_bert_yoga_finetuned_en_5.1.2_3.0_1694782584370.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_bert_yoga_finetuned_en_5.1.2_3.0_1694782584370.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_bert_yoga_finetuned","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_bert_yoga_finetuned", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_bert_yoga_finetuned|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dsantistevan/distilbert-base-uncased-bert-yoga-finetuned
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_cohl_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_cohl_en.md
new file mode 100644
index 00000000000000..20254050842eb7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_cohl_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_cohl DistilBertEmbeddings from shafin
+author: John Snow Labs
+name: distilbert_base_uncased_cohl
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_cohl` is a English model originally trained by shafin.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_cohl_en_5.1.2_3.0_1694789103082.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_cohl_en_5.1.2_3.0_1694789103082.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_cohl","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_cohl", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_cohl|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/shafin/distilbert-base-uncased-cohl
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned2_imdb_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned2_imdb_en.md
index 288f7f544c168e..192a81712410a8 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned2_imdb_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned2_imdb_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned2_imdb_en_5.1.2_3.0_1694736806970.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned2_imdb_en_5.1.2_3.0_1694736806970.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned2_imdb_en_5.1.2_3.0_1694770185421.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned2_imdb_en_5.1.2_3.0_1694770185421.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_allocation_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_allocation_en.md
new file mode 100644
index 00000000000000..408432551a1b7e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_allocation_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_allocation DistilBertEmbeddings from shubham7
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_allocation
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_allocation` is a English model originally trained by shubham7.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_allocation_en_5.1.2_3.0_1694789203683.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_allocation_en_5.1.2_3.0_1694789203683.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_allocation","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_allocation", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_allocation|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.4 MB|
+
+## References
+
+https://huggingface.co/shubham7/distilbert-base-uncased-finetuned-allocation
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_amazon_review_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_amazon_review_en.md
new file mode 100644
index 00000000000000..61cd2d11f30b99
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_amazon_review_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_amazon_review DistilBertEmbeddings from soyisauce
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_amazon_review
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_amazon_review` is a English model originally trained by soyisauce.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_amazon_review_en_5.1.2_3.0_1694790068018.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_amazon_review_en_5.1.2_3.0_1694790068018.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_amazon_review","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_amazon_review", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_amazon_review|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/soyisauce/distilbert-base-uncased-finetuned-amazon_review
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ccnews_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ccnews_en.md
new file mode 100644
index 00000000000000..c592f2cc267708
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ccnews_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_ccnews DistilBertEmbeddings from mchalek
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_ccnews
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_ccnews` is a English model originally trained by mchalek.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_ccnews_en_5.1.2_3.0_1694790900189.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_ccnews_en_5.1.2_3.0_1694790900189.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_ccnews","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_ccnews", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_ccnews|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mchalek/distilbert-base-uncased-finetuned-ccnews
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_en.md
new file mode 100644
index 00000000000000..6a364cc025f64c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_char DistilBertEmbeddings from bhagasra-saurav
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_char
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_char` is a English model originally trained by bhagasra-saurav.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_char_en_5.1.2_3.0_1694784715338.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_char_en_5.1.2_3.0_1694784715338.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_char","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_char", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_char|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/bhagasra-saurav/distilbert-base-uncased-finetuned-char
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v1_en.md
new file mode 100644
index 00000000000000..c2bd6fd8bcad8e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_char_v1 DistilBertEmbeddings from bhagasra-saurav
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_char_v1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_char_v1` is a English model originally trained by bhagasra-saurav.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_char_v1_en_5.1.2_3.0_1694785235023.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_char_v1_en_5.1.2_3.0_1694785235023.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_char_v1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_char_v1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_char_v1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/bhagasra-saurav/distilbert-base-uncased-finetuned-char-v1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v2_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v2_en.md
new file mode 100644
index 00000000000000..66095204915f14
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v2_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_char_v2 DistilBertEmbeddings from bhagasra-saurav
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_char_v2
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_char_v2` is a English model originally trained by bhagasra-saurav.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_char_v2_en_5.1.2_3.0_1694785386613.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_char_v2_en_5.1.2_3.0_1694785386613.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_char_v2","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_char_v2", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_char_v2|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/bhagasra-saurav/distilbert-base-uncased-finetuned-char-v2
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v3_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v3_en.md
new file mode 100644
index 00000000000000..9224f204e3d4a5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_char_v3_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_char_v3 DistilBertEmbeddings from bhagasra-saurav
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_char_v3
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_char_v3` is a English model originally trained by bhagasra-saurav.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_char_v3_en_5.1.2_3.0_1694785507806.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_char_v3_en_5.1.2_3.0_1694785507806.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_char_v3","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_char_v3", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_char_v3|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/bhagasra-saurav/distilbert-base-uncased-finetuned-char-v3
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_civi_cooments_accelerate_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_civi_cooments_accelerate_en.md
index bbe130d0a2833d..6849c3f4264606 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_civi_cooments_accelerate_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_civi_cooments_accelerate_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_civi_cooments_accelerate_en_5.1.2_3.0_1694736212479.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_civi_cooments_accelerate_en_5.1.2_3.0_1694736212479.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_civi_cooments_accelerate_en_5.1.2_3.0_1694772882674.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_civi_cooments_accelerate_en_5.1.2_3.0_1694772882674.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_clinc150_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_clinc150_en.md
new file mode 100644
index 00000000000000..62008c1952d486
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_clinc150_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_clinc150 DistilBertEmbeddings from FilippoComastri
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_clinc150
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_clinc150` is a English model originally trained by FilippoComastri.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_clinc150_en_5.1.2_3.0_1694780894423.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_clinc150_en_5.1.2_3.0_1694780894423.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_clinc150","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_clinc150", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_clinc150|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/FilippoComastri/distilbert-base-uncased-finetuned-clinc150
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cnn_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cnn_en.md
new file mode 100644
index 00000000000000..1dd8748f045f58
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cnn_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_cnn DistilBertEmbeddings from SmartPy
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_cnn
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_cnn` is a English model originally trained by SmartPy.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cnn_en_5.1.2_3.0_1694783567189.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cnn_en_5.1.2_3.0_1694783567189.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_cnn","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_cnn", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_cnn|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/SmartPy/distilbert-base-uncased-finetuned-cnn
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_crypto_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_crypto_en.md
new file mode 100644
index 00000000000000..73aaf1d6d8970c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_crypto_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_crypto DistilBertEmbeddings from smarquie
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_crypto
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_crypto` is a English model originally trained by smarquie.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_crypto_en_5.1.2_3.0_1694780201008.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_crypto_en_5.1.2_3.0_1694780201008.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_crypto","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_crypto", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_crypto|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/smarquie/distilbert-base-uncased-finetuned-crypto
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ct_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ct_en.md
new file mode 100644
index 00000000000000..00d315670b1fed
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ct_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_ct DistilBertEmbeddings from anthonyyazdani
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_ct
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_ct` is a English model originally trained by anthonyyazdani.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_ct_en_5.1.2_3.0_1694771385621.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_ct_en_5.1.2_3.0_1694771385621.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_ct","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_ct", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_ct|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/anthonyyazdani/distilbert-base-uncased-finetuned-CT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cust_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cust_en.md
new file mode 100644
index 00000000000000..5ded3ab0043fd3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cust_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_cust DistilBertEmbeddings from shafin
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_cust
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_cust` is a English model originally trained by shafin.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cust_en_5.1.2_3.0_1694773996911.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cust_en_5.1.2_3.0_1694773996911.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_cust","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_cust", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_cust|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/shafin/distilbert-base-uncased-finetuned-cust
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cvent_2019_2022_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cvent_2019_2022_en.md
index fc23d579765c5f..b85ccee1867399 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cvent_2019_2022_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cvent_2019_2022_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cvent_2019_2022_en_5.1.2_3.0_1694736129695.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cvent_2019_2022_en_5.1.2_3.0_1694736129695.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cvent_2019_2022_en_5.1.2_3.0_1694773096960.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cvent_2019_2022_en_5.1.2_3.0_1694773096960.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cvent_2022_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cvent_2022_en.md
new file mode 100644
index 00000000000000..aa6933e92831f5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_cvent_2022_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_cvent_2022 DistilBertEmbeddings from vives
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_cvent_2022
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_cvent_2022` is a English model originally trained by vives.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cvent_2022_en_5.1.2_3.0_1694772739443.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_cvent_2022_en_5.1.2_3.0_1694772739443.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_cvent_2022","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_cvent_2022", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_cvent_2022|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/vives/distilbert-base-uncased-finetuned-cvent-2022
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_dis_mlm5_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_dis_mlm5_en.md
new file mode 100644
index 00000000000000..76160242691f13
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_dis_mlm5_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_dis_mlm5 DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_dis_mlm5
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_dis_mlm5` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_dis_mlm5_en_5.1.2_3.0_1694781655821.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_dis_mlm5_en_5.1.2_3.0_1694781655821.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_dis_mlm5","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_dis_mlm5", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_dis_mlm5|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-DIS-mlm5
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_discord_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_discord_en.md
new file mode 100644
index 00000000000000..8f57fc772ed09d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_discord_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_discord DistilBertEmbeddings from Phroggu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_discord
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_discord` is a English model originally trained by Phroggu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_discord_en_5.1.2_3.0_1694782495752.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_discord_en_5.1.2_3.0_1694782495752.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_discord","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_discord", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_discord|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Phroggu/distilbert-base-uncased-finetuned-discord
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_domain_adaptation_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_domain_adaptation_en.md
new file mode 100644
index 00000000000000..b9678c9f78f3fa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_domain_adaptation_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_domain_adaptation DistilBertEmbeddings from algiraldohe
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_domain_adaptation
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_domain_adaptation` is a English model originally trained by algiraldohe.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_domain_adaptation_en_5.1.2_3.0_1694770565017.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_domain_adaptation_en_5.1.2_3.0_1694770565017.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_domain_adaptation","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_domain_adaptation", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_domain_adaptation|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/algiraldohe/distilbert-base-uncased-finetuned-domain-adaptation
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_fetch_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_fetch_en.md
new file mode 100644
index 00000000000000..156d63873a6b60
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_fetch_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_fetch DistilBertEmbeddings from rtreptow
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_fetch
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_fetch` is a English model originally trained by rtreptow.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_fetch_en_5.1.2_3.0_1694792165514.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_fetch_en_5.1.2_3.0_1694792165514.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_fetch","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_fetch", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_fetch|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/rtreptow/distilbert-base-uncased-finetuned-fetch
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_game_accelerate_v2_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_game_accelerate_v2_en.md
new file mode 100644
index 00000000000000..e7d87711bde367
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_game_accelerate_v2_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_game_accelerate_v2 DistilBertEmbeddings from kaiku03
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_game_accelerate_v2
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_game_accelerate_v2` is a English model originally trained by kaiku03.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_game_accelerate_v2_en_5.1.2_3.0_1694789931049.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_game_accelerate_v2_en_5.1.2_3.0_1694789931049.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_game_accelerate_v2","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_game_accelerate_v2", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_game_accelerate_v2|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/kaiku03/distilbert-base-uncased-finetuned-game-accelerate_V2
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_en.md
new file mode 100644
index 00000000000000..dce335a6e8a9d0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_himani_auto DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_himani_auto
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_himani_auto` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_en_5.1.2_3.0_1694780256193.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_en_5.1.2_3.0_1694780256193.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_himani_auto","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_himani_auto", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_himani_auto|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-himani_auto
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_gen_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_gen_en.md
new file mode 100644
index 00000000000000..80b471a8a49cce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_gen_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_himani_auto_gen DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_himani_auto_gen
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_himani_auto_gen` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_gen_en_5.1.2_3.0_1694780783124.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_gen_en_5.1.2_3.0_1694780783124.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_himani_auto_gen","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_himani_auto_gen", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_himani_auto_gen|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-himani_auto-gen
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_text_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_text_en.md
new file mode 100644
index 00000000000000..c24c8aa3930423
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_text_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_himani_auto_text DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_himani_auto_text
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_himani_auto_text` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_text_en_5.1.2_3.0_1694780380500.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_text_en_5.1.2_3.0_1694780380500.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_himani_auto_text","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_himani_auto_text", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_himani_auto_text|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-himani_auto-TEXT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_text_gen_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_text_gen_en.md
new file mode 100644
index 00000000000000..764413b2f1274f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_text_gen_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_himani_auto_text_gen DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_himani_auto_text_gen
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_himani_auto_text_gen` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_text_gen_en_5.1.2_3.0_1694780620171.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_text_gen_en_5.1.2_3.0_1694780620171.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_himani_auto_text_gen","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_himani_auto_text_gen", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_himani_auto_text_gen|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-himani_auto-text-gen
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_textgeneration_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_textgeneration_en.md
new file mode 100644
index 00000000000000..a2b0235a2c909f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_auto_textgeneration_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_himani_auto_textgeneration DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_himani_auto_textgeneration
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_himani_auto_textgeneration` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_textgeneration_en_5.1.2_3.0_1694780500428.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_auto_textgeneration_en_5.1.2_3.0_1694780500428.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_himani_auto_textgeneration","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_himani_auto_textgeneration", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_himani_auto_textgeneration|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-himani_auto-TEXTgeneration
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_gen_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_gen_en.md
new file mode 100644
index 00000000000000..a4254b89309dad
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_gen_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_himani_gen DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_himani_gen
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_himani_gen` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_gen_en_5.1.2_3.0_1694780899595.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_gen_en_5.1.2_3.0_1694780899595.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_himani_gen","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_himani_gen", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_himani_gen|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-himani-gen
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_m_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_m_en.md
new file mode 100644
index 00000000000000..8d3e1610cd4e11
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_himani_m_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_himani_m DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_himani_m
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_himani_m` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_m_en_5.1.2_3.0_1694781279459.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_himani_m_en_5.1.2_3.0_1694781279459.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_himani_m","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_himani_m", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_himani_m|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-himani-m
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_hina_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_hina_en.md
new file mode 100644
index 00000000000000..3d3ce4fea0c69f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_hina_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_hina DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_hina
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_hina` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_hina_en_5.1.2_3.0_1694780144155.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_hina_en_5.1.2_3.0_1694780144155.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_hina","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_hina", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_hina|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-hina
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_homedepot_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_homedepot_en.md
index e958f9e7829bd9..ee78b576460382 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_homedepot_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_homedepot_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_homedepot_en_5.1.2_3.0_1694736318696.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_homedepot_en_5.1.2_3.0_1694736318696.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_homedepot_en_5.1.2_3.0_1694773345195.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_homedepot_en_5.1.2_3.0_1694773345195.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_im_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_im_en.md
new file mode 100644
index 00000000000000..60c44348217532
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_im_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_im DistilBertEmbeddings from shahriarebrampour
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_im
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_im` is a English model originally trained by shahriarebrampour.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_im_en_5.1.2_3.0_1694788569896.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_im_en_5.1.2_3.0_1694788569896.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_im","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_im", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_im|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/shahriarebrampour/distilbert-base-uncased-finetuned-im
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb1_en.md
new file mode 100644
index 00000000000000..5126fed5979abf
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb1 DistilBertEmbeddings from pulkitkumar13
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb1` is a English model originally trained by pulkitkumar13.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb1_en_5.1.2_3.0_1694787665201.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb1_en_5.1.2_3.0_1694787665201.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/pulkitkumar13/distilbert-base-uncased-finetuned-imdb1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_anikaai_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_anikaai_en.md
new file mode 100644
index 00000000000000..85514f63f942d3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_anikaai_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_anikaai DistilBertEmbeddings from AnikaAI
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_anikaai
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_anikaai` is a English model originally trained by AnikaAI.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_anikaai_en_5.1.2_3.0_1694789143868.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_anikaai_en_5.1.2_3.0_1694789143868.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_anikaai","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_anikaai", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_anikaai|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/AnikaAI/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang_en.md
new file mode 100644
index 00000000000000..bde3235d5932a5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang DistilBertEmbeddings from Arthuerwang
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang` is a English model originally trained by Arthuerwang.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang_en_5.1.2_3.0_1694783071999.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang_en_5.1.2_3.0_1694783071999.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_arthuerwang|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Arthuerwang/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy_en.md
new file mode 100644
index 00000000000000..45255bc0e2c683
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy DistilBertEmbeddings from averageandyyy
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy` is a English model originally trained by averageandyyy.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy_en_5.1.2_3.0_1694776377229.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy_en_5.1.2_3.0_1694776377229.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_averageandyyy|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/averageandyyy/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_binaryy_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_binaryy_en.md
new file mode 100644
index 00000000000000..c4baa5b2af5634
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_binaryy_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_binaryy DistilBertEmbeddings from Binaryy
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_binaryy
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_binaryy` is a English model originally trained by Binaryy.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_binaryy_en_5.1.2_3.0_1694783198520.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_binaryy_en_5.1.2_3.0_1694783198520.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_binaryy","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_binaryy", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_binaryy|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Binaryy/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze_en.md
new file mode 100644
index 00000000000000..9c83bd18214daf
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze DistilBertEmbeddings from caroline-betbeze
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze` is a English model originally trained by caroline-betbeze.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze_en_5.1.2_3.0_1694782749314.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze_en_5.1.2_3.0_1694782749314.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_caroline_betbeze|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/caroline-betbeze/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_cchychen_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_cchychen_en.md
new file mode 100644
index 00000000000000..382a9dbe2a65dd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_cchychen_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_cchychen DistilBertEmbeddings from Cchychen
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_cchychen
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_cchychen` is a English model originally trained by Cchychen.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_cchychen_en_5.1.2_3.0_1694786049897.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_cchychen_en_5.1.2_3.0_1694786049897.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_cchychen","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_cchychen", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_cchychen|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Cchychen/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh_en.md
new file mode 100644
index 00000000000000..7c345712b2ccc1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh DistilBertEmbeddings from chenxingphh
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh` is a English model originally trained by chenxingphh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh_en_5.1.2_3.0_1694771845243.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh_en_5.1.2_3.0_1694771845243.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_chenxingphh|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/chenxingphh/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db_en.md
new file mode 100644
index 00000000000000..334f5cd53e2113
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db DistilBertEmbeddings from coreyabs-db
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db` is a English model originally trained by coreyabs-db.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db_en_5.1.2_3.0_1694781387285.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db_en_5.1.2_3.0_1694781387285.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_coreyabs_db|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/coreyabs-db/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams_en.md
new file mode 100644
index 00000000000000..be0d71be38ae57
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams DistilBertEmbeddings from DelusionalDreams
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams` is a English model originally trained by DelusionalDreams.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams_en_5.1.2_3.0_1694772163662.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams_en_5.1.2_3.0_1694772163662.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_delusionaldreams|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/DelusionalDreams/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_dewa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_dewa_en.md
new file mode 100644
index 00000000000000..c8e5d61dfef8ed
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_dewa_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_dewa DistilBertEmbeddings from Dewa
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_dewa
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_dewa` is a English model originally trained by Dewa.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_dewa_en_5.1.2_3.0_1694777452620.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_dewa_en_5.1.2_3.0_1694777452620.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_dewa","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_dewa", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_dewa|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Dewa/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_dmlea_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_dmlea_en.md
new file mode 100644
index 00000000000000..5b4fa23b7f93a0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_dmlea_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_dmlea DistilBertEmbeddings from dmlea
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_dmlea
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_dmlea` is a English model originally trained by dmlea.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_dmlea_en_5.1.2_3.0_1694790142387.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_dmlea_en_5.1.2_3.0_1694790142387.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_dmlea","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_dmlea", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_dmlea|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dmlea/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk_en.md
new file mode 100644
index 00000000000000..3d028683b975b4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk DistilBertEmbeddings from elhamagk
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk` is a English model originally trained by elhamagk.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk_en_5.1.2_3.0_1694778234781.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk_en_5.1.2_3.0_1694778234781.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_elhamagk|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/elhamagk/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_emergix_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_emergix_en.md
new file mode 100644
index 00000000000000..c314c1d6a4000e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_emergix_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_emergix DistilBertEmbeddings from emergix
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_emergix
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_emergix` is a English model originally trained by emergix.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_emergix_en_5.1.2_3.0_1694776509650.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_emergix_en_5.1.2_3.0_1694776509650.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_emergix","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_emergix", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_emergix|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/emergix/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_evincent18_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_evincent18_en.md
new file mode 100644
index 00000000000000..6bf4a3c0e91d36
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_evincent18_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_evincent18 DistilBertEmbeddings from evincent18
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_evincent18
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_evincent18` is a English model originally trained by evincent18.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_evincent18_en_5.1.2_3.0_1694771587269.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_evincent18_en_5.1.2_3.0_1694771587269.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_evincent18","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_evincent18", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_evincent18|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/evincent18/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi_en.md
new file mode 100644
index 00000000000000..197be0f2a3fb30
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi DistilBertEmbeddings from fadliaulawi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi` is a English model originally trained by fadliaulawi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi_en_5.1.2_3.0_1694775951105.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi_en_5.1.2_3.0_1694775951105.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_fadliaulawi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/fadliaulawi/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_francesc_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_francesc_en.md
new file mode 100644
index 00000000000000..675ac5f986fe1b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_francesc_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_francesc DistilBertEmbeddings from Francesc
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_francesc
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_francesc` is a English model originally trained by Francesc.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_francesc_en_5.1.2_3.0_1694787169835.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_francesc_en_5.1.2_3.0_1694787169835.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_francesc","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_francesc", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_francesc|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Francesc/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ghost1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ghost1_en.md
index 59397cf11b26c3..4220b4ef365618 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ghost1_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ghost1_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_ghost1_en_5.1.2_3.0_1694736935663.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_ghost1_en_5.1.2_3.0_1694736935663.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_ghost1_en_5.1.2_3.0_1694770280423.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_ghost1_en_5.1.2_3.0_1694770280423.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_golightly_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_golightly_en.md
new file mode 100644
index 00000000000000..262d8869f48e30
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_golightly_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_golightly DistilBertEmbeddings from golightly
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_golightly
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_golightly` is a English model originally trained by golightly.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_golightly_en_5.1.2_3.0_1694790895420.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_golightly_en_5.1.2_3.0_1694790895420.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_golightly","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_golightly", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_golightly|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/golightly/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_gyronee_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_gyronee_en.md
new file mode 100644
index 00000000000000..0a1097aa2f652b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_gyronee_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_gyronee DistilBertEmbeddings from gyronee
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_gyronee
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_gyronee` is a English model originally trained by gyronee.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_gyronee_en_5.1.2_3.0_1694778898355.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_gyronee_en_5.1.2_3.0_1694778898355.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_gyronee","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_gyronee", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_gyronee|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/gyronee/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira_en.md
new file mode 100644
index 00000000000000..ddb2c158e6c39e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira DistilBertEmbeddings from hilariooliveira
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira` is a English model originally trained by hilariooliveira.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira_en_5.1.2_3.0_1694791662511.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira_en_5.1.2_3.0_1694791662511.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_hilariooliveira|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/hilariooliveira/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan_en.md
new file mode 100644
index 00000000000000..78b51cd3e879dc
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan DistilBertEmbeddings from hsiehpinghan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan` is a English model originally trained by hsiehpinghan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan_en_5.1.2_3.0_1694771644406.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan_en_5.1.2_3.0_1694771644406.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_hsiehpinghan|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/hsiehpinghan/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_icity_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_icity_en.md
new file mode 100644
index 00000000000000..ed3134fc2b2935
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_icity_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_icity DistilBertEmbeddings from icity
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_icity
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_icity` is a English model originally trained by icity.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_icity_en_5.1.2_3.0_1694770827492.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_icity_en_5.1.2_3.0_1694770827492.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_icity","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_icity", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_icity|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/icity/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim_en.md
new file mode 100644
index 00000000000000..b42c32039f9035
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim DistilBertEmbeddings from JakeYunwooKim
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim` is a English model originally trained by JakeYunwooKim.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim_en_5.1.2_3.0_1694786783189.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim_en_5.1.2_3.0_1694786783189.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_jakeyunwookim|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/JakeYunwooKim/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jcai1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jcai1_en.md
new file mode 100644
index 00000000000000..e7b062a92e71a7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jcai1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_jcai1 DistilBertEmbeddings from jcai1
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_jcai1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_jcai1` is a English model originally trained by jcai1.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jcai1_en_5.1.2_3.0_1694771220693.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jcai1_en_5.1.2_3.0_1694771220693.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jcai1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jcai1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_jcai1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jcai1/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jdang_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jdang_en.md
new file mode 100644
index 00000000000000..8a483e649a4d0a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jdang_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_jdang DistilBertEmbeddings from jdang
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_jdang
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_jdang` is a English model originally trained by jdang.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jdang_en_5.1.2_3.0_1694778406635.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jdang_en_5.1.2_3.0_1694778406635.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jdang","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jdang", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_jdang|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jdang/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman_en.md
new file mode 100644
index 00000000000000..ba8fc381e23e65
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman DistilBertEmbeddings from JJinBBangMan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman` is a English model originally trained by JJinBBangMan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman_en_5.1.2_3.0_1694787149226.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman_en_5.1.2_3.0_1694787149226.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_jjinbbangman|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/JJinBBangMan/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk_en.md
new file mode 100644
index 00000000000000..920e66d668be9d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk DistilBertEmbeddings from johnyyhk
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk` is a English model originally trained by johnyyhk.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk_en_5.1.2_3.0_1694785389324.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk_en_5.1.2_3.0_1694785389324.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_johnyyhk|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/johnyyhk/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter_en.md
new file mode 100644
index 00000000000000..d7c4c082430879
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter DistilBertEmbeddings from jordanblatter
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter` is a English model originally trained by jordanblatter.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter_en_5.1.2_3.0_1694783143004.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter_en_5.1.2_3.0_1694783143004.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_jordanblatter|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jordanblatter/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jwchung_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jwchung_en.md
new file mode 100644
index 00000000000000..092eb224e14fc9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_jwchung_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_jwchung DistilBertEmbeddings from jwchung
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_jwchung
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_jwchung` is a English model originally trained by jwchung.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jwchung_en_5.1.2_3.0_1694774483686.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_jwchung_en_5.1.2_3.0_1694774483686.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jwchung","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_jwchung", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_jwchung|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jwchung/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825_en.md
new file mode 100644
index 00000000000000..544093deb279cb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825 DistilBertEmbeddings from larryboy825
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825` is a English model originally trained by larryboy825.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825_en_5.1.2_3.0_1694775543945.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825_en_5.1.2_3.0_1694775543945.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_larryboy825|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/larryboy825/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_lewtun_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_lewtun_en.md
new file mode 100644
index 00000000000000..b6851fc15b528a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_lewtun_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_lewtun DistilBertEmbeddings from lewtun
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_lewtun
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_lewtun` is a English model originally trained by lewtun.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_lewtun_en_5.1.2_3.0_1694781429360.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_lewtun_en_5.1.2_3.0_1694781429360.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_lewtun","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_lewtun", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_lewtun|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/lewtun/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_liquannan_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_liquannan_en.md
new file mode 100644
index 00000000000000..45619a606744cb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_liquannan_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_liquannan DistilBertEmbeddings from liquannan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_liquannan
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_liquannan` is a English model originally trained by liquannan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_liquannan_en_5.1.2_3.0_1694770331398.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_liquannan_en_5.1.2_3.0_1694770331398.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_liquannan","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_liquannan", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_liquannan|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/liquannan/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_luzimu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_luzimu_en.md
new file mode 100644
index 00000000000000..07af92acd37c4e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_luzimu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_luzimu DistilBertEmbeddings from luzimu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_luzimu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_luzimu` is a English model originally trained by luzimu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_luzimu_en_5.1.2_3.0_1694783067580.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_luzimu_en_5.1.2_3.0_1694783067580.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_luzimu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_luzimu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_luzimu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/luzimu/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013_en.md
new file mode 100644
index 00000000000000..def64ecc5b5171
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013 DistilBertEmbeddings from lyk0013
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013` is a English model originally trained by lyk0013.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013_en_5.1.2_3.0_1694790463669.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013_en_5.1.2_3.0_1694790463669.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_lyk0013|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/lyk0013/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh_en.md
new file mode 100644
index 00000000000000..a9542906b549d2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh DistilBertEmbeddings from magnustragardh
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh` is a English model originally trained by magnustragardh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh_en_5.1.2_3.0_1694784482897.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh_en_5.1.2_3.0_1694784482897.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_magnustragardh|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/magnustragardh/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8_en.md
new file mode 100644
index 00000000000000..2b3e5da9589bc4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8 DistilBertEmbeddings from Mascariddu8
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8` is a English model originally trained by Mascariddu8.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8_en_5.1.2_3.0_1694779288740.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8_en_5.1.2_3.0_1694779288740.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_mascariddu8|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Mascariddu8/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mbateman_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mbateman_en.md
new file mode 100644
index 00000000000000..22a0f28c52b9a1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mbateman_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_mbateman DistilBertEmbeddings from mbateman
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_mbateman
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_mbateman` is a English model originally trained by mbateman.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_mbateman_en_5.1.2_3.0_1694781933141.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_mbateman_en_5.1.2_3.0_1694781933141.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_mbateman","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_mbateman", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_mbateman|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mbateman/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mulinski_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mulinski_en.md
new file mode 100644
index 00000000000000..dd2d6c101a66db
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_mulinski_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_mulinski DistilBertEmbeddings from mulinski
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_mulinski
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_mulinski` is a English model originally trained by mulinski.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_mulinski_en_5.1.2_3.0_1694776279605.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_mulinski_en_5.1.2_3.0_1694776279605.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_mulinski","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_mulinski", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_mulinski|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mulinski/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri_en.md
new file mode 100644
index 00000000000000..2775e40d77279a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri DistilBertEmbeddings from pavle-tsotskolauri
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri` is a English model originally trained by pavle-tsotskolauri.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri_en_5.1.2_3.0_1694771323246.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri_en_5.1.2_3.0_1694771323246.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_pavle_tsotskolauri|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/pavle-tsotskolauri/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu_en.md
new file mode 100644
index 00000000000000..ebf6dd4c7409e5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu DistilBertEmbeddings from peterhsu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu` is a English model originally trained by peterhsu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu_en_5.1.2_3.0_1694783408621.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu_en_5.1.2_3.0_1694783408621.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_peterhsu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/peterhsu/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_physhunter_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_physhunter_en.md
new file mode 100644
index 00000000000000..cf2aef600f03a9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_physhunter_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_physhunter DistilBertEmbeddings from PhysHunter
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_physhunter
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_physhunter` is a English model originally trained by PhysHunter.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_physhunter_en_5.1.2_3.0_1694773235874.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_physhunter_en_5.1.2_3.0_1694773235874.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_physhunter","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_physhunter", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_physhunter|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/PhysHunter/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88_en.md
new file mode 100644
index 00000000000000..34649d44d2013b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88 DistilBertEmbeddings from qianyu88
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88` is a English model originally trained by qianyu88.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88_en_5.1.2_3.0_1694791575645.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88_en_5.1.2_3.0_1694791575645.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_qianyu88|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/qianyu88/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka_en.md
new file mode 100644
index 00000000000000..da7a86034d5757
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka DistilBertEmbeddings from RajkNakka
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka` is a English model originally trained by RajkNakka.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka_en_5.1.2_3.0_1694789718500.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka_en_5.1.2_3.0_1694789718500.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_rajknakka|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/RajkNakka/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn_en.md
new file mode 100644
index 00000000000000..ff062179b335a6
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn DistilBertEmbeddings from rdvdsn
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn` is a English model originally trained by rdvdsn.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn_en_5.1.2_3.0_1694786749532.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn_en_5.1.2_3.0_1694786749532.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_rdvdsn|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/rdvdsn/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rugo_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rugo_en.md
new file mode 100644
index 00000000000000..3958d058e5c25f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rugo_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_rugo DistilBertEmbeddings from rugo
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_rugo
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_rugo` is a English model originally trained by rugo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_rugo_en_5.1.2_3.0_1694783338406.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_rugo_en_5.1.2_3.0_1694783338406.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_rugo","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_rugo", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_rugo|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/rugo/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh_en.md
new file mode 100644
index 00000000000000..f3ac492a2c078a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh DistilBertEmbeddings from Rushikesh
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh` is a English model originally trained by Rushikesh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh_en_5.1.2_3.0_1694782340471.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh_en_5.1.2_3.0_1694782340471.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_rushikesh|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Rushikesh/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai_en.md
new file mode 100644
index 00000000000000..e5c2a2540731da
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai DistilBertEmbeddings from ryanlai
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai` is a English model originally trained by ryanlai.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai_en_5.1.2_3.0_1694787087716.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai_en_5.1.2_3.0_1694787087716.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_ryanlai|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ryanlai/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44_en.md
new file mode 100644
index 00000000000000..a6de82726a327b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44 DistilBertEmbeddings from sarthakc44
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44` is a English model originally trained by sarthakc44.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44_en_5.1.2_3.0_1694773431276.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44_en_5.1.2_3.0_1694773431276.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_sarthakc44|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/sarthakc44/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41_en.md
new file mode 100644
index 00000000000000..5671f78b475aa1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41 DistilBertEmbeddings from ShadowTwin41
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41` is a English model originally trained by ShadowTwin41.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41_en_5.1.2_3.0_1694787894599.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41_en_5.1.2_3.0_1694787894599.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_shadowtwin41|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ShadowTwin41/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_spasis_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_spasis_en.md
new file mode 100644
index 00000000000000..59dd4caf3680e9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_spasis_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_spasis DistilBertEmbeddings from spasis
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_spasis
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_spasis` is a English model originally trained by spasis.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_spasis_en_5.1.2_3.0_1694787046946.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_spasis_en_5.1.2_3.0_1694787046946.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_spasis","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_spasis", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_spasis|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/spasis/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71_en.md
new file mode 100644
index 00000000000000..168ad312f748ca
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71 DistilBertEmbeddings from sungchun71
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71` is a English model originally trained by sungchun71.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71_en_5.1.2_3.0_1694774001255.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71_en_5.1.2_3.0_1694774001255.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_sungchun71|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/sungchun71/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_surjray_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_surjray_en.md
new file mode 100644
index 00000000000000..50675e3b7168be
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_surjray_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_surjray DistilBertEmbeddings from surjray
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_surjray
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_surjray` is a English model originally trained by surjray.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_surjray_en_5.1.2_3.0_1694778413933.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_surjray_en_5.1.2_3.0_1694778413933.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_surjray","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_surjray", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_surjray|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/surjray/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_talhaa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_talhaa_en.md
new file mode 100644
index 00000000000000..bb2995994b8b52
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_talhaa_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_talhaa DistilBertEmbeddings from talhaa
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_talhaa
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_talhaa` is a English model originally trained by talhaa.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_talhaa_en_5.1.2_3.0_1694786575831.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_talhaa_en_5.1.2_3.0_1694786575831.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_talhaa","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_talhaa", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_talhaa|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/talhaa/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan_en.md
new file mode 100644
index 00000000000000..2f71074cd131bb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan DistilBertEmbeddings from tanvirkhan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan` is a English model originally trained by tanvirkhan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan_en_5.1.2_3.0_1694785375336.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan_en_5.1.2_3.0_1694785375336.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_tanvirkhan|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/tanvirkhan/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_terps_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_terps_en.md
new file mode 100644
index 00000000000000..c0c74f701c926f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_terps_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_terps DistilBertEmbeddings from Terps
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_terps
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_terps` is a English model originally trained by Terps.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_terps_en_5.1.2_3.0_1694790594312.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_terps_en_5.1.2_3.0_1694790594312.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_terps","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_terps", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_terps|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Terps/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_thangvip_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_thangvip_en.md
new file mode 100644
index 00000000000000..63313f6803eaca
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_thangvip_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_thangvip DistilBertEmbeddings from thangvip
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_thangvip
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_thangvip` is a English model originally trained by thangvip.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_thangvip_en_5.1.2_3.0_1694791316149.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_thangvip_en_5.1.2_3.0_1694791316149.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_thangvip","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_thangvip", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_thangvip|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/thangvip/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi_en.md
new file mode 100644
index 00000000000000..2e448cb14dad75
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi DistilBertEmbeddings from ThetaPhiPsi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi` is a English model originally trained by ThetaPhiPsi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi_en_5.1.2_3.0_1694781360414.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi_en_5.1.2_3.0_1694781360414.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_thetaphipsi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ThetaPhiPsi/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_threite_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_threite_en.md
new file mode 100644
index 00000000000000..3904d3683f92ec
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_threite_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_threite DistilBertEmbeddings from threite
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_threite
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_threite` is a English model originally trained by threite.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_threite_en_5.1.2_3.0_1694788276759.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_threite_en_5.1.2_3.0_1694788276759.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_threite","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_threite", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_threite|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/threite/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_timtl_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_timtl_en.md
new file mode 100644
index 00000000000000..66aae5f7a59396
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_timtl_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_timtl DistilBertEmbeddings from TimTL
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_timtl
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_timtl` is a English model originally trained by TimTL.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_timtl_en_5.1.2_3.0_1694787470542.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_timtl_en_5.1.2_3.0_1694787470542.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_timtl","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_timtl", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_timtl|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/TimTL/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama_en.md
new file mode 100644
index 00000000000000..9f848af5608b19
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama DistilBertEmbeddings from tkoyama
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama` is a English model originally trained by tkoyama.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama_en_5.1.2_3.0_1694788742865.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama_en_5.1.2_3.0_1694788742865.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_tkoyama|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/tkoyama/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev_en.md
new file mode 100644
index 00000000000000..8ea35a9d79670e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev DistilBertEmbeddings from tsobolev
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev` is a English model originally trained by tsobolev.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev_en_5.1.2_3.0_1694789508240.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev_en_5.1.2_3.0_1694789508240.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_tsobolev|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/tsobolev/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic_en.md
new file mode 100644
index 00000000000000..51cdd81703037a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic DistilBertEmbeddings from ttmusic
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic` is a English model originally trained by ttmusic.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic_en_5.1.2_3.0_1694786680946.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic_en_5.1.2_3.0_1694786680946.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_ttmusic|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ttmusic/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_udoy_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_udoy_en.md
new file mode 100644
index 00000000000000..ae85c58cf729ae
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_udoy_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_udoy DistilBertEmbeddings from Udoy
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_udoy
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_udoy` is a English model originally trained by Udoy.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_udoy_en_5.1.2_3.0_1694787044089.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_udoy_en_5.1.2_3.0_1694787044089.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_udoy","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_udoy", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_udoy|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Udoy/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan_en.md
new file mode 100644
index 00000000000000..9e9e16648533d1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan DistilBertEmbeddings from VanHoan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan` is a English model originally trained by VanHoan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan_en_5.1.2_3.0_1694784218282.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan_en_5.1.2_3.0_1694784218282.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_vanhoan|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/VanHoan/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vives_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vives_en.md
new file mode 100644
index 00000000000000..0fa2a9ebe6b44c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vives_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_vives DistilBertEmbeddings from vives
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_vives
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_vives` is a English model originally trained by vives.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_vives_en_5.1.2_3.0_1694772625562.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_vives_en_5.1.2_3.0_1694772625562.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_vives","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_vives", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_vives|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/vives/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas_en.md
new file mode 100644
index 00000000000000..353f294c12a3b1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas DistilBertEmbeddings from vsrinivas
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas` is a English model originally trained by vsrinivas.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas_en_5.1.2_3.0_1694788081981.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas_en_5.1.2_3.0_1694788081981.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_vsrinivas|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/vsrinivas/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng_en.md
new file mode 100644
index 00000000000000..f55dcf70c098ce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng DistilBertEmbeddings from wangmiaobeng
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng` is a English model originally trained by wangmiaobeng.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng_en_5.1.2_3.0_1694790638480.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng_en_5.1.2_3.0_1694790638480.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_wangmiaobeng|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/wangmiaobeng/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu_en.md
new file mode 100644
index 00000000000000..62724f9be9198a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu DistilBertEmbeddings from WayneChiu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu` is a English model originally trained by WayneChiu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu_en_5.1.2_3.0_1694788869882.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu_en_5.1.2_3.0_1694788869882.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_waynechiu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/WayneChiu/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_winson_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_winson_en.md
new file mode 100644
index 00000000000000..4769f7d193d153
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_winson_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_winson DistilBertEmbeddings from winson
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_winson
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_winson` is a English model originally trained by winson.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_winson_en_5.1.2_3.0_1694776770579.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_winson_en_5.1.2_3.0_1694776770579.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_winson","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_winson", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_winson|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/winson/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_xkang_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_xkang_en.md
new file mode 100644
index 00000000000000..4e0213c75e57b7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_xkang_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_xkang DistilBertEmbeddings from xkang
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_xkang
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_xkang` is a English model originally trained by xkang.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_xkang_en_5.1.2_3.0_1694785805536.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_xkang_en_5.1.2_3.0_1694785805536.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_xkang","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_xkang", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_xkang|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/xkang/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko_en.md
new file mode 100644
index 00000000000000..4f460dbcbda848
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko DistilBertEmbeddings from yangwooko
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko` is a English model originally trained by yangwooko.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko_en_5.1.2_3.0_1694777159804.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko_en_5.1.2_3.0_1694777159804.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_yangwooko|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/yangwooko/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_yuto01_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_yuto01_en.md
new file mode 100644
index 00000000000000..38b5cea503fb62
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_accelerate_yuto01_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_accelerate_yuto01 DistilBertEmbeddings from Yuto01
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_accelerate_yuto01
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_accelerate_yuto01` is a English model originally trained by Yuto01.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_yuto01_en_5.1.2_3.0_1694789597628.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_accelerate_yuto01_en_5.1.2_3.0_1694789597628.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_yuto01","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_accelerate_yuto01", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_accelerate_yuto01|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Yuto01/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_akashmaggon_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_akashmaggon_en.md
new file mode 100644
index 00000000000000..d074260299e72b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_akashmaggon_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_akashmaggon DistilBertEmbeddings from akashmaggon
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_akashmaggon
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_akashmaggon` is a English model originally trained by akashmaggon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_akashmaggon_en_5.1.2_3.0_1694786916828.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_akashmaggon_en_5.1.2_3.0_1694786916828.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_akashmaggon","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_akashmaggon", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_akashmaggon|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/akashmaggon/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_akazad_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_akazad_en.md
new file mode 100644
index 00000000000000..c92d705e708910
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_akazad_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_akazad DistilBertEmbeddings from akazad
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_akazad
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_akazad` is a English model originally trained by akazad.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_akazad_en_5.1.2_3.0_1694789344568.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_akazad_en_5.1.2_3.0_1694789344568.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_akazad","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_akazad", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_akazad|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/akazad/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_andrewr_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_andrewr_en.md
new file mode 100644
index 00000000000000..6caaef76de79df
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_andrewr_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_andrewr DistilBertEmbeddings from AndrewR
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_andrewr
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_andrewr` is a English model originally trained by AndrewR.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_andrewr_en_5.1.2_3.0_1694790355579.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_andrewr_en_5.1.2_3.0_1694790355579.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_andrewr","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_andrewr", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_andrewr|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/AndrewR/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_anikaai_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_anikaai_en.md
new file mode 100644
index 00000000000000..cd332606000491
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_anikaai_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_anikaai DistilBertEmbeddings from AnikaAI
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_anikaai
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_anikaai` is a English model originally trained by AnikaAI.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_anikaai_en_5.1.2_3.0_1694789041659.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_anikaai_en_5.1.2_3.0_1694789041659.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_anikaai","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_anikaai", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_anikaai|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/AnikaAI/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_anthonyyazdani_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_anthonyyazdani_en.md
new file mode 100644
index 00000000000000..deccf083caa8ce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_anthonyyazdani_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_anthonyyazdani DistilBertEmbeddings from anthonyyazdani
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_anthonyyazdani
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_anthonyyazdani` is a English model originally trained by anthonyyazdani.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_anthonyyazdani_en_5.1.2_3.0_1694771270494.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_anthonyyazdani_en_5.1.2_3.0_1694771270494.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_anthonyyazdani","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_anthonyyazdani", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_anthonyyazdani|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/anthonyyazdani/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_aoill_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_aoill_en.md
new file mode 100644
index 00000000000000..dee27866081dae
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_aoill_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_aoill DistilBertEmbeddings from aoill
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_aoill
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_aoill` is a English model originally trained by aoill.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_aoill_en_5.1.2_3.0_1694775321830.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_aoill_en_5.1.2_3.0_1694775321830.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_aoill","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_aoill", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_aoill|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/aoill/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_apatidar0_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_apatidar0_en.md
new file mode 100644
index 00000000000000..5195f31d24a28d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_apatidar0_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_apatidar0 DistilBertEmbeddings from apatidar0
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_apatidar0
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_apatidar0` is a English model originally trained by apatidar0.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_apatidar0_en_5.1.2_3.0_1694789699531.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_apatidar0_en_5.1.2_3.0_1694789699531.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_apatidar0","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_apatidar0", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_apatidar0|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/apatidar0/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arjun9689_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arjun9689_en.md
new file mode 100644
index 00000000000000..c07f8a4f293a7e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arjun9689_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_arjun9689 DistilBertEmbeddings from arjun9689
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_arjun9689
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_arjun9689` is a English model originally trained by arjun9689.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_arjun9689_en_5.1.2_3.0_1694777211475.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_arjun9689_en_5.1.2_3.0_1694777211475.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_arjun9689","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_arjun9689", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_arjun9689|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/arjun9689/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arthuerwang_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arthuerwang_en.md
new file mode 100644
index 00000000000000..c58b8fd2284322
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arthuerwang_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_arthuerwang DistilBertEmbeddings from Arthuerwang
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_arthuerwang
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_arthuerwang` is a English model originally trained by Arthuerwang.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_arthuerwang_en_5.1.2_3.0_1694782618860.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_arthuerwang_en_5.1.2_3.0_1694782618860.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_arthuerwang","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_arthuerwang", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_arthuerwang|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Arthuerwang/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arunadiraju_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arunadiraju_en.md
new file mode 100644
index 00000000000000..665da3a304af55
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_arunadiraju_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_arunadiraju DistilBertEmbeddings from arunadiraju
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_arunadiraju
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_arunadiraju` is a English model originally trained by arunadiraju.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_arunadiraju_en_5.1.2_3.0_1694779661933.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_arunadiraju_en_5.1.2_3.0_1694779661933.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_arunadiraju","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_arunadiraju", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_arunadiraju|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/arunadiraju/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_at2507_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_at2507_en.md
new file mode 100644
index 00000000000000..e3722b6b69c050
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_at2507_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_at2507 DistilBertEmbeddings from at2507
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_at2507
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_at2507` is a English model originally trained by at2507.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_at2507_en_5.1.2_3.0_1694772852025.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_at2507_en_5.1.2_3.0_1694772852025.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_at2507","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_at2507", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_at2507|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/at2507/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_atiiisham988_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_atiiisham988_en.md
new file mode 100644
index 00000000000000..06e68f572a0e5a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_atiiisham988_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_atiiisham988 DistilBertEmbeddings from atiiisham988
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_atiiisham988
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_atiiisham988` is a English model originally trained by atiiisham988.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_atiiisham988_en_5.1.2_3.0_1694772504810.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_atiiisham988_en_5.1.2_3.0_1694772504810.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_atiiisham988","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_atiiisham988", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_atiiisham988|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/atiiisham988/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_averageandyyy_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_averageandyyy_en.md
new file mode 100644
index 00000000000000..c785d4e81bc0c5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_averageandyyy_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_averageandyyy DistilBertEmbeddings from averageandyyy
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_averageandyyy
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_averageandyyy` is a English model originally trained by averageandyyy.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_averageandyyy_en_5.1.2_3.0_1694776247161.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_averageandyyy_en_5.1.2_3.0_1694776247161.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_averageandyyy","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_averageandyyy", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_averageandyyy|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/averageandyyy/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_bigearhututu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_bigearhututu_en.md
new file mode 100644
index 00000000000000..8be5c1fca2c171
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_bigearhututu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_bigearhututu DistilBertEmbeddings from bigearhututu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_bigearhututu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_bigearhututu` is a English model originally trained by bigearhututu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_bigearhututu_en_5.1.2_3.0_1694775113143.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_bigearhututu_en_5.1.2_3.0_1694775113143.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_bigearhututu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_bigearhututu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_bigearhututu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/bigearhututu/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_brenton_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_brenton_en.md
new file mode 100644
index 00000000000000..882b5cfb3e4a5b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_brenton_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_brenton DistilBertEmbeddings from brenton
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_brenton
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_brenton` is a English model originally trained by brenton.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_brenton_en_5.1.2_3.0_1694787537664.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_brenton_en_5.1.2_3.0_1694787537664.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_brenton","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_brenton", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_brenton|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/brenton/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_bubblejoe_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_bubblejoe_en.md
new file mode 100644
index 00000000000000..95708a24fcafd8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_bubblejoe_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_bubblejoe DistilBertEmbeddings from BubbleJoe
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_bubblejoe
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_bubblejoe` is a English model originally trained by BubbleJoe.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_bubblejoe_en_5.1.2_3.0_1694782227859.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_bubblejoe_en_5.1.2_3.0_1694782227859.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_bubblejoe","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_bubblejoe", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_bubblejoe|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/BubbleJoe/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_caroline_betbeze_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_caroline_betbeze_en.md
new file mode 100644
index 00000000000000..757fdc53be5b41
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_caroline_betbeze_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_caroline_betbeze DistilBertEmbeddings from caroline-betbeze
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_caroline_betbeze
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_caroline_betbeze` is a English model originally trained by caroline-betbeze.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_caroline_betbeze_en_5.1.2_3.0_1694782648414.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_caroline_betbeze_en_5.1.2_3.0_1694782648414.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_caroline_betbeze","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_caroline_betbeze", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_caroline_betbeze|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/caroline-betbeze/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cartinoe5930_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cartinoe5930_en.md
new file mode 100644
index 00000000000000..e859e17b692462
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cartinoe5930_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_cartinoe5930 DistilBertEmbeddings from Cartinoe5930
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_cartinoe5930
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_cartinoe5930` is a English model originally trained by Cartinoe5930.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cartinoe5930_en_5.1.2_3.0_1694784085673.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cartinoe5930_en_5.1.2_3.0_1694784085673.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_cartinoe5930","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_cartinoe5930", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_cartinoe5930|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Cartinoe5930/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cchychen_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cchychen_en.md
new file mode 100644
index 00000000000000..cf78c891438e85
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cchychen_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_cchychen DistilBertEmbeddings from Cchychen
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_cchychen
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_cchychen` is a English model originally trained by Cchychen.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cchychen_en_5.1.2_3.0_1694786158859.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cchychen_en_5.1.2_3.0_1694786158859.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_cchychen","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_cchychen", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_cchychen|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Cchychen/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_chenxingphh_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_chenxingphh_en.md
new file mode 100644
index 00000000000000..14a89ef3a0f937
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_chenxingphh_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_chenxingphh DistilBertEmbeddings from chenxingphh
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_chenxingphh
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_chenxingphh` is a English model originally trained by chenxingphh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_chenxingphh_en_5.1.2_3.0_1694771729067.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_chenxingphh_en_5.1.2_3.0_1694771729067.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_chenxingphh","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_chenxingphh", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_chenxingphh|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/chenxingphh/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cindymc_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cindymc_en.md
new file mode 100644
index 00000000000000..64f068843d732a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cindymc_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_cindymc DistilBertEmbeddings from cindymc
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_cindymc
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_cindymc` is a English model originally trained by cindymc.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cindymc_en_5.1.2_3.0_1694786805038.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cindymc_en_5.1.2_3.0_1694786805038.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_cindymc","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_cindymc", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_cindymc|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/cindymc/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cl_wood_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cl_wood_en.md
new file mode 100644
index 00000000000000..5ce33cfc4167bf
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cl_wood_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_cl_wood DistilBertEmbeddings from cl-wood
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_cl_wood
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_cl_wood` is a English model originally trained by cl-wood.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cl_wood_en_5.1.2_3.0_1694770937006.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cl_wood_en_5.1.2_3.0_1694770937006.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_cl_wood","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_cl_wood", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_cl_wood|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/cl-wood/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cleandata_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cleandata_en.md
new file mode 100644
index 00000000000000..038ccccc225a70
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cleandata_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_cleandata DistilBertEmbeddings from cleandata
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_cleandata
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_cleandata` is a English model originally trained by cleandata.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cleandata_en_5.1.2_3.0_1694787303361.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cleandata_en_5.1.2_3.0_1694787303361.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_cleandata","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_cleandata", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_cleandata|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/cleandata/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_codeplay_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_codeplay_en.md
new file mode 100644
index 00000000000000..65603cc5098af2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_codeplay_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_codeplay DistilBertEmbeddings from codeplay
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_codeplay
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_codeplay` is a English model originally trained by codeplay.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_codeplay_en_5.1.2_3.0_1694787263429.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_codeplay_en_5.1.2_3.0_1694787263429.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_codeplay","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_codeplay", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_codeplay|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/codeplay/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_coreyabs_db_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_coreyabs_db_en.md
new file mode 100644
index 00000000000000..4d0585f4f3aa94
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_coreyabs_db_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_coreyabs_db DistilBertEmbeddings from coreyabs-db
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_coreyabs_db
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_coreyabs_db` is a English model originally trained by coreyabs-db.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_coreyabs_db_en_5.1.2_3.0_1694781268724.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_coreyabs_db_en_5.1.2_3.0_1694781268724.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_coreyabs_db","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_coreyabs_db", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_coreyabs_db|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/coreyabs-db/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cssupport_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cssupport_en.md
new file mode 100644
index 00000000000000..8b1b618b1fe744
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_cssupport_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_cssupport DistilBertEmbeddings from cssupport
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_cssupport
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_cssupport` is a English model originally trained by cssupport.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cssupport_en_5.1.2_3.0_1694781174746.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_cssupport_en_5.1.2_3.0_1694781174746.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_cssupport","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_cssupport", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_cssupport|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/cssupport/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dave_sheets_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dave_sheets_en.md
new file mode 100644
index 00000000000000..6f5258d356e46f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dave_sheets_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_dave_sheets DistilBertEmbeddings from Dave-Sheets
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_dave_sheets
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_dave_sheets` is a English model originally trained by Dave-Sheets.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dave_sheets_en_5.1.2_3.0_1694774885308.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dave_sheets_en_5.1.2_3.0_1694774885308.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_dave_sheets","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_dave_sheets", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_dave_sheets|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Dave-Sheets/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_debug_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_debug_en.md
new file mode 100644
index 00000000000000..1c2260c9ed02fa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_debug_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_debug DistilBertEmbeddings from lewtun
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_debug
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_debug` is a English model originally trained by lewtun.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_debug_en_5.1.2_3.0_1694785359537.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_debug_en_5.1.2_3.0_1694785359537.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_debug","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_debug", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_debug|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/lewtun/distilbert-base-uncased-finetuned-imdb-debug
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_delusionaldreams_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_delusionaldreams_en.md
new file mode 100644
index 00000000000000..30583928480413
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_delusionaldreams_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_delusionaldreams DistilBertEmbeddings from DelusionalDreams
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_delusionaldreams
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_delusionaldreams` is a English model originally trained by DelusionalDreams.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_delusionaldreams_en_5.1.2_3.0_1694772062647.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_delusionaldreams_en_5.1.2_3.0_1694772062647.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_delusionaldreams","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_delusionaldreams", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_delusionaldreams|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/DelusionalDreams/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dewa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dewa_en.md
new file mode 100644
index 00000000000000..f0bf012d043671
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dewa_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_dewa DistilBertEmbeddings from Dewa
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_dewa
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_dewa` is a English model originally trained by Dewa.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dewa_en_5.1.2_3.0_1694777331208.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dewa_en_5.1.2_3.0_1694777331208.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_dewa","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_dewa", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_dewa|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Dewa/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dieexbr_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dieexbr_en.md
new file mode 100644
index 00000000000000..c0fc37a5751a9a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dieexbr_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_dieexbr DistilBertEmbeddings from dieexbr
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_dieexbr
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_dieexbr` is a English model originally trained by dieexbr.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dieexbr_en_5.1.2_3.0_1694771700734.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dieexbr_en_5.1.2_3.0_1694771700734.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_dieexbr","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_dieexbr", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_dieexbr|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dieexbr/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dipika09_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dipika09_en.md
new file mode 100644
index 00000000000000..9454ae3c2c31f5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dipika09_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_dipika09 DistilBertEmbeddings from Dipika09
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_dipika09
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_dipika09` is a English model originally trained by Dipika09.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dipika09_en_5.1.2_3.0_1694789723756.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dipika09_en_5.1.2_3.0_1694789723756.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_dipika09","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_dipika09", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_dipika09|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Dipika09/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dmlea_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dmlea_en.md
new file mode 100644
index 00000000000000..bcc0834ba821ab
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dmlea_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_dmlea DistilBertEmbeddings from dmlea
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_dmlea
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_dmlea` is a English model originally trained by dmlea.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dmlea_en_5.1.2_3.0_1694790044524.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dmlea_en_5.1.2_3.0_1694790044524.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_dmlea","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_dmlea", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_dmlea|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dmlea/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_drdspace_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_drdspace_en.md
new file mode 100644
index 00000000000000..dbd7a7611ec4b5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_drdspace_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_drdspace DistilBertEmbeddings from drdspace
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_drdspace
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_drdspace` is a English model originally trained by drdspace.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_drdspace_en_5.1.2_3.0_1694783734326.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_drdspace_en_5.1.2_3.0_1694783734326.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_drdspace","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_drdspace", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_drdspace|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/drdspace/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dshvetsov_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dshvetsov_en.md
new file mode 100644
index 00000000000000..855ea38f4559aa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_dshvetsov_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_dshvetsov DistilBertEmbeddings from dshvetsov
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_dshvetsov
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_dshvetsov` is a English model originally trained by dshvetsov.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dshvetsov_en_5.1.2_3.0_1694782739474.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_dshvetsov_en_5.1.2_3.0_1694782739474.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_dshvetsov","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_dshvetsov", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_dshvetsov|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dshvetsov/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ecosystem_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ecosystem_en.md
new file mode 100644
index 00000000000000..4f12510ac207f2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ecosystem_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_ecosystem DistilBertEmbeddings from ecosystem
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_ecosystem
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_ecosystem` is a English model originally trained by ecosystem.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_ecosystem_en_5.1.2_3.0_1694776959436.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_ecosystem_en_5.1.2_3.0_1694776959436.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_ecosystem","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_ecosystem", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_ecosystem|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ecosystem/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_edraper88_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_edraper88_en.md
new file mode 100644
index 00000000000000..7f067a64f33b16
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_edraper88_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_edraper88 DistilBertEmbeddings from edraper88
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_edraper88
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_edraper88` is a English model originally trained by edraper88.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_edraper88_en_5.1.2_3.0_1694791144038.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_edraper88_en_5.1.2_3.0_1694791144038.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_edraper88","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_edraper88", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_edraper88|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/edraper88/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_eitanli_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_eitanli_en.md
new file mode 100644
index 00000000000000..7b9b7ffbf63ba6
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_eitanli_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_eitanli DistilBertEmbeddings from Eitanli
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_eitanli
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_eitanli` is a English model originally trained by Eitanli.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_eitanli_en_5.1.2_3.0_1694785816192.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_eitanli_en_5.1.2_3.0_1694785816192.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_eitanli","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_eitanli", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_eitanli|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Eitanli/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_elggman_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_elggman_en.md
new file mode 100644
index 00000000000000..6fc02e83c10865
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_elggman_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_elggman DistilBertEmbeddings from ELggman
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_elggman
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_elggman` is a English model originally trained by ELggman.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_elggman_en_5.1.2_3.0_1694784844116.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_elggman_en_5.1.2_3.0_1694784844116.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_elggman","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_elggman", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_elggman|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ELggman/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_eusojk_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_eusojk_en.md
new file mode 100644
index 00000000000000..e4096b978b26cc
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_eusojk_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_eusojk DistilBertEmbeddings from eusojk
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_eusojk
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_eusojk` is a English model originally trained by eusojk.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_eusojk_en_5.1.2_3.0_1694784211104.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_eusojk_en_5.1.2_3.0_1694784211104.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_eusojk","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_eusojk", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_eusojk|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/eusojk/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_evincent18_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_evincent18_en.md
new file mode 100644
index 00000000000000..fcf7eb07b7d19d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_evincent18_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_evincent18 DistilBertEmbeddings from evincent18
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_evincent18
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_evincent18` is a English model originally trained by evincent18.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_evincent18_en_5.1.2_3.0_1694771481378.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_evincent18_en_5.1.2_3.0_1694771481378.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_evincent18","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_evincent18", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_evincent18|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/evincent18/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_fadliaulawi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_fadliaulawi_en.md
new file mode 100644
index 00000000000000..23f3b87d5a0281
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_fadliaulawi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_fadliaulawi DistilBertEmbeddings from fadliaulawi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_fadliaulawi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_fadliaulawi` is a English model originally trained by fadliaulawi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_fadliaulawi_en_5.1.2_3.0_1694775718136.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_fadliaulawi_en_5.1.2_3.0_1694775718136.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_fadliaulawi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_fadliaulawi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_fadliaulawi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/fadliaulawi/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_feeeper_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_feeeper_en.md
new file mode 100644
index 00000000000000..e1ef4d25ccb1a5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_feeeper_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_feeeper DistilBertEmbeddings from feeeper
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_feeeper
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_feeeper` is a English model originally trained by feeeper.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_feeeper_en_5.1.2_3.0_1694778391045.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_feeeper_en_5.1.2_3.0_1694778391045.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_feeeper","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_feeeper", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_feeeper|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/feeeper/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin_en.md
new file mode 100644
index 00000000000000..2e0723b6dccd75
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin DistilBertEmbeddings from chenyanjin
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin` is a English model originally trained by chenyanjin.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin_en_5.1.2_3.0_1694783843728.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin_en_5.1.2_3.0_1694783843728.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_finetuned_imdb_chenyanjin|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/chenyanjin/distilbert-base-uncased-finetuned-imdb-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_geolearner_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_geolearner_en.md
new file mode 100644
index 00000000000000..52165837706ebe
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_geolearner_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_geolearner DistilBertEmbeddings from geolearner
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_geolearner
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_geolearner` is a English model originally trained by geolearner.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_geolearner_en_5.1.2_3.0_1694776548569.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_geolearner_en_5.1.2_3.0_1694776548569.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_geolearner","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_geolearner", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_geolearner|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/geolearner/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_gg1313_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_gg1313_en.md
new file mode 100644
index 00000000000000..c2c14b7105869c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_gg1313_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_gg1313 DistilBertEmbeddings from Gg1313
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_gg1313
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_gg1313` is a English model originally trained by Gg1313.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_gg1313_en_5.1.2_3.0_1694791141518.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_gg1313_en_5.1.2_3.0_1694791141518.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_gg1313","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_gg1313", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_gg1313|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Gg1313/distilbert-base-uncased-finetuned_imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_golightly_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_golightly_en.md
new file mode 100644
index 00000000000000..c5be2b207d61bb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_golightly_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_golightly DistilBertEmbeddings from golightly
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_golightly
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_golightly` is a English model originally trained by golightly.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_golightly_en_5.1.2_3.0_1694790800704.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_golightly_en_5.1.2_3.0_1694790800704.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_golightly","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_golightly", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_golightly|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/golightly/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_gtxygyzb_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_gtxygyzb_en.md
new file mode 100644
index 00000000000000..74657841cfd68e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_gtxygyzb_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_gtxygyzb DistilBertEmbeddings from gtxygyzb
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_gtxygyzb
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_gtxygyzb` is a English model originally trained by gtxygyzb.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_gtxygyzb_en_5.1.2_3.0_1694783633507.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_gtxygyzb_en_5.1.2_3.0_1694783633507.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_gtxygyzb","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_gtxygyzb", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_gtxygyzb|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/gtxygyzb/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_guidoivetta_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_guidoivetta_en.md
new file mode 100644
index 00000000000000..f5f7a5157b5230
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_guidoivetta_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_guidoivetta DistilBertEmbeddings from guidoivetta
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_guidoivetta
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_guidoivetta` is a English model originally trained by guidoivetta.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_guidoivetta_en_5.1.2_3.0_1694788838001.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_guidoivetta_en_5.1.2_3.0_1694788838001.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_guidoivetta","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_guidoivetta", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_guidoivetta|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/guidoivetta/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_harangus_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_harangus_en.md
new file mode 100644
index 00000000000000..439cdf3b1dbe0c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_harangus_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_harangus DistilBertEmbeddings from Harangus
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_harangus
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_harangus` is a English model originally trained by Harangus.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_harangus_en_5.1.2_3.0_1694790359797.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_harangus_en_5.1.2_3.0_1694790359797.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_harangus","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_harangus", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_harangus|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Harangus/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_harshseth_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_harshseth_en.md
new file mode 100644
index 00000000000000..80bee2d129ddce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_harshseth_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_harshseth DistilBertEmbeddings from harshseth
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_harshseth
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_harshseth` is a English model originally trained by harshseth.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_harshseth_en_5.1.2_3.0_1694789500099.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_harshseth_en_5.1.2_3.0_1694789500099.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_harshseth","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_harshseth", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_harshseth|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/harshseth/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_hemanth11_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_hemanth11_en.md
new file mode 100644
index 00000000000000..665fcbc5416e32
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_hemanth11_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_hemanth11 DistilBertEmbeddings from hemanth11
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_hemanth11
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_hemanth11` is a English model originally trained by hemanth11.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_hemanth11_en_5.1.2_3.0_1694791749406.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_hemanth11_en_5.1.2_3.0_1694791749406.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_hemanth11","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_hemanth11", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_hemanth11|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/hemanth11/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_holtbui_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_holtbui_en.md
new file mode 100644
index 00000000000000..47096c27f24d02
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_holtbui_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_holtbui DistilBertEmbeddings from holtbui
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_holtbui
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_holtbui` is a English model originally trained by holtbui.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_holtbui_en_5.1.2_3.0_1694787990455.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_holtbui_en_5.1.2_3.0_1694787990455.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_holtbui","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_holtbui", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_holtbui|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/holtbui/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_huggingface_course_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_huggingface_course_en.md
new file mode 100644
index 00000000000000..893e4babd3a088
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_huggingface_course_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_huggingface_course DistilBertEmbeddings from huggingface-course
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_huggingface_course
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_huggingface_course` is a English model originally trained by huggingface-course.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_huggingface_course_en_5.1.2_3.0_1694780655866.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_huggingface_course_en_5.1.2_3.0_1694780655866.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_huggingface_course","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_huggingface_course", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_huggingface_course|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/huggingface-course/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_hxshen_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_hxshen_en.md
new file mode 100644
index 00000000000000..aa74c5c6ede594
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_hxshen_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_hxshen DistilBertEmbeddings from hxshen
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_hxshen
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_hxshen` is a English model originally trained by hxshen.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_hxshen_en_5.1.2_3.0_1694788924518.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_hxshen_en_5.1.2_3.0_1694788924518.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_hxshen","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_hxshen", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_hxshen|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/hxshen/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_imxxn_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_imxxn_en.md
new file mode 100644
index 00000000000000..7e47a9ed008b02
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_imxxn_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_imxxn DistilBertEmbeddings from Imxxn
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_imxxn
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_imxxn` is a English model originally trained by Imxxn.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_imxxn_en_5.1.2_3.0_1694777338856.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_imxxn_en_5.1.2_3.0_1694777338856.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_imxxn","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_imxxn", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_imxxn|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Imxxn/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_insub_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_insub_en.md
new file mode 100644
index 00000000000000..fde7962a8d9c00
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_insub_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_insub DistilBertEmbeddings from insub
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_insub
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_insub` is a English model originally trained by insub.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_insub_en_5.1.2_3.0_1694772369747.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_insub_en_5.1.2_3.0_1694772369747.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_insub","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_insub", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_insub|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/insub/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_iotengtr_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_iotengtr_en.md
new file mode 100644
index 00000000000000..b946a0f32dfe1b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_iotengtr_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_iotengtr DistilBertEmbeddings from iotengtr
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_iotengtr
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_iotengtr` is a English model originally trained by iotengtr.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_iotengtr_en_5.1.2_3.0_1694773541551.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_iotengtr_en_5.1.2_3.0_1694773541551.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_iotengtr","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_iotengtr", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_iotengtr|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/iotengtr/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_iven5880_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_iven5880_en.md
new file mode 100644
index 00000000000000..ce21c11521f919
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_iven5880_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_iven5880 DistilBertEmbeddings from iven5880
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_iven5880
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_iven5880` is a English model originally trained by iven5880.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_iven5880_en_5.1.2_3.0_1694791025301.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_iven5880_en_5.1.2_3.0_1694791025301.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_iven5880","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_iven5880", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_iven5880|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/iven5880/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jaese_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jaese_en.md
new file mode 100644
index 00000000000000..ab1c8c738d5acf
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jaese_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_jaese DistilBertEmbeddings from jaese
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_jaese
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_jaese` is a English model originally trained by jaese.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jaese_en_5.1.2_3.0_1694791022657.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jaese_en_5.1.2_3.0_1694791022657.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_jaese","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_jaese", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_jaese|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jaese/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jake777_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jake777_en.md
new file mode 100644
index 00000000000000..f1ea6bca6c5b72
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jake777_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_jake777 DistilBertEmbeddings from JAKE777
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_jake777
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_jake777` is a English model originally trained by JAKE777.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jake777_en_5.1.2_3.0_1694777853032.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jake777_en_5.1.2_3.0_1694777853032.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_jake777","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_jake777", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_jake777|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/JAKE777/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jchhabra_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jchhabra_en.md
new file mode 100644
index 00000000000000..dbd8ea6e5bc839
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jchhabra_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_jchhabra DistilBertEmbeddings from jchhabra
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_jchhabra
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_jchhabra` is a English model originally trained by jchhabra.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jchhabra_en_5.1.2_3.0_1694788774737.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jchhabra_en_5.1.2_3.0_1694788774737.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_jchhabra","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_jchhabra", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_jchhabra|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jchhabra/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jjinbbangman_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jjinbbangman_en.md
new file mode 100644
index 00000000000000..c3b178dfca6292
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jjinbbangman_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_jjinbbangman DistilBertEmbeddings from JJinBBangMan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_jjinbbangman
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_jjinbbangman` is a English model originally trained by JJinBBangMan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jjinbbangman_en_5.1.2_3.0_1694787034924.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jjinbbangman_en_5.1.2_3.0_1694787034924.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_jjinbbangman","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_jjinbbangman", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_jjinbbangman|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/JJinBBangMan/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_johnyyhk_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_johnyyhk_en.md
new file mode 100644
index 00000000000000..4d0c68de8b954c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_johnyyhk_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_johnyyhk DistilBertEmbeddings from johnyyhk
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_johnyyhk
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_johnyyhk` is a English model originally trained by johnyyhk.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_johnyyhk_en_5.1.2_3.0_1694785221188.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_johnyyhk_en_5.1.2_3.0_1694785221188.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_johnyyhk","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_johnyyhk", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_johnyyhk|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/johnyyhk/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_junchengding_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_junchengding_en.md
new file mode 100644
index 00000000000000..1d08533d2c1d00
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_junchengding_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_junchengding DistilBertEmbeddings from JunchengDing
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_junchengding
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_junchengding` is a English model originally trained by JunchengDing.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_junchengding_en_5.1.2_3.0_1694780502980.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_junchengding_en_5.1.2_3.0_1694780502980.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_junchengding","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_junchengding", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_junchengding|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/JunchengDing/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jwchung_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jwchung_en.md
new file mode 100644
index 00000000000000..94047821a62227
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_jwchung_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_jwchung DistilBertEmbeddings from jwchung
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_jwchung
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_jwchung` is a English model originally trained by jwchung.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jwchung_en_5.1.2_3.0_1694774375800.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_jwchung_en_5.1.2_3.0_1694774375800.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_jwchung","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_jwchung", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_jwchung|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jwchung/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kar1sumax_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kar1sumax_en.md
new file mode 100644
index 00000000000000..0f0af95c4077d2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kar1sumax_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_kar1sumax DistilBertEmbeddings from Kar1suMAX
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_kar1sumax
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_kar1sumax` is a English model originally trained by Kar1suMAX.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_kar1sumax_en_5.1.2_3.0_1694771169950.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_kar1sumax_en_5.1.2_3.0_1694771169950.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_kar1sumax","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_kar1sumax", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_kar1sumax|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Kar1suMAX/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kosec39_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kosec39_en.md
new file mode 100644
index 00000000000000..8aa415a32b6c90
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kosec39_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_kosec39 DistilBertEmbeddings from kosec39
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_kosec39
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_kosec39` is a English model originally trained by kosec39.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_kosec39_en_5.1.2_3.0_1694771918349.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_kosec39_en_5.1.2_3.0_1694771918349.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_kosec39","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_kosec39", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_kosec39|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/kosec39/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ksaml_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ksaml_en.md
new file mode 100644
index 00000000000000..85a16d6a391374
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ksaml_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_ksaml DistilBertEmbeddings from ksaml
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_ksaml
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_ksaml` is a English model originally trained by ksaml.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_ksaml_en_5.1.2_3.0_1694772454474.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_ksaml_en_5.1.2_3.0_1694772454474.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_ksaml","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_ksaml", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_ksaml|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ksaml/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kyle2023_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kyle2023_en.md
new file mode 100644
index 00000000000000..e617536c967736
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_kyle2023_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_kyle2023 DistilBertEmbeddings from kyle2023
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_kyle2023
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_kyle2023` is a English model originally trained by kyle2023.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_kyle2023_en_5.1.2_3.0_1694788760520.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_kyle2023_en_5.1.2_3.0_1694788760520.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_kyle2023","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_kyle2023", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_kyle2023|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/kyle2023/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lindarz_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lindarz_en.md
new file mode 100644
index 00000000000000..1316363d009c86
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lindarz_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_lindarz DistilBertEmbeddings from lindarz
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_lindarz
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_lindarz` is a English model originally trained by lindarz.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_lindarz_en_5.1.2_3.0_1694771058189.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_lindarz_en_5.1.2_3.0_1694771058189.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_lindarz","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_lindarz", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_lindarz|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/lindarz/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_liquannan_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_liquannan_en.md
index 497cf8cf207580..1e789097ea533d 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_liquannan_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_liquannan_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_liquannan_en_5.1.2_3.0_1694736911779.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_liquannan_en_5.1.2_3.0_1694736911779.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_liquannan_en_5.1.2_3.0_1694770219474.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_liquannan_en_5.1.2_3.0_1694770219474.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lokeshsoni2801_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lokeshsoni2801_en.md
new file mode 100644
index 00000000000000..51233de9251ce7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lokeshsoni2801_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_lokeshsoni2801 DistilBertEmbeddings from Lokeshsoni2801
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_lokeshsoni2801
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_lokeshsoni2801` is a English model originally trained by Lokeshsoni2801.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_lokeshsoni2801_en_5.1.2_3.0_1694770947224.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_lokeshsoni2801_en_5.1.2_3.0_1694770947224.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_lokeshsoni2801","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_lokeshsoni2801", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_lokeshsoni2801|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Lokeshsoni2801/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lsimon_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lsimon_en.md
new file mode 100644
index 00000000000000..066072d4e9bdae
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_lsimon_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_lsimon DistilBertEmbeddings from lsimon
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_lsimon
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_lsimon` is a English model originally trained by lsimon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_lsimon_en_5.1.2_3.0_1694783337770.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_lsimon_en_5.1.2_3.0_1694783337770.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_lsimon","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_lsimon", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_lsimon|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/lsimon/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_luzimu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_luzimu_en.md
new file mode 100644
index 00000000000000..2432be0cfaa61e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_luzimu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_luzimu DistilBertEmbeddings from luzimu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_luzimu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_luzimu` is a English model originally trained by luzimu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_luzimu_en_5.1.2_3.0_1694782954592.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_luzimu_en_5.1.2_3.0_1694782954592.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_luzimu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_luzimu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_luzimu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/luzimu/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_magnustragardh_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_magnustragardh_en.md
new file mode 100644
index 00000000000000..59d521aa257ae9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_magnustragardh_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_magnustragardh DistilBertEmbeddings from magnustragardh
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_magnustragardh
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_magnustragardh` is a English model originally trained by magnustragardh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_magnustragardh_en_5.1.2_3.0_1694784349082.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_magnustragardh_en_5.1.2_3.0_1694784349082.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_magnustragardh","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_magnustragardh", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_magnustragardh|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/magnustragardh/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_manishw_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_manishw_en.md
new file mode 100644
index 00000000000000..7adeccce72cddf
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_manishw_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_manishw DistilBertEmbeddings from ManishW
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_manishw
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_manishw` is a English model originally trained by ManishW.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_manishw_en_5.1.2_3.0_1694779007105.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_manishw_en_5.1.2_3.0_1694779007105.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_manishw","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_manishw", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_manishw|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ManishW/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_marccram_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_marccram_en.md
new file mode 100644
index 00000000000000..359af8942ad663
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_marccram_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_marccram DistilBertEmbeddings from marccram
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_marccram
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_marccram` is a English model originally trained by marccram.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_marccram_en_5.1.2_3.0_1694771311229.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_marccram_en_5.1.2_3.0_1694771311229.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_marccram","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_marccram", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_marccram|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/marccram/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_martingui_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_martingui_en.md
new file mode 100644
index 00000000000000..17cc99ea75ac7b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_martingui_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_martingui DistilBertEmbeddings from MartinGui
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_martingui
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_martingui` is a English model originally trained by MartinGui.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_martingui_en_5.1.2_3.0_1694786646812.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_martingui_en_5.1.2_3.0_1694786646812.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_martingui","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_martingui", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_martingui|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/MartinGui/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mattiaparavisi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mattiaparavisi_en.md
new file mode 100644
index 00000000000000..738ad55426e54b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mattiaparavisi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_mattiaparavisi DistilBertEmbeddings from MattiaParavisi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_mattiaparavisi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_mattiaparavisi` is a English model originally trained by MattiaParavisi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mattiaparavisi_en_5.1.2_3.0_1694782470244.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mattiaparavisi_en_5.1.2_3.0_1694782470244.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_mattiaparavisi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_mattiaparavisi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_mattiaparavisi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/MattiaParavisi/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_maysamalfiza_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_maysamalfiza_en.md
new file mode 100644
index 00000000000000..133c958c38779c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_maysamalfiza_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_maysamalfiza DistilBertEmbeddings from maysamalfiza
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_maysamalfiza
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_maysamalfiza` is a English model originally trained by maysamalfiza.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_maysamalfiza_en_5.1.2_3.0_1694789818242.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_maysamalfiza_en_5.1.2_3.0_1694789818242.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_maysamalfiza","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_maysamalfiza", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_maysamalfiza|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/maysamalfiza/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mchalek_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mchalek_en.md
new file mode 100644
index 00000000000000..6cd24d86760a96
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mchalek_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_mchalek DistilBertEmbeddings from mchalek
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_mchalek
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_mchalek` is a English model originally trained by mchalek.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mchalek_en_5.1.2_3.0_1694790810503.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mchalek_en_5.1.2_3.0_1694790810503.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_mchalek","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_mchalek", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_mchalek|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mchalek/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mholi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mholi_en.md
new file mode 100644
index 00000000000000..0a48e83d439f16
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mholi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_mholi DistilBertEmbeddings from mholi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_mholi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_mholi` is a English model originally trained by mholi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mholi_en_5.1.2_3.0_1694774114982.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mholi_en_5.1.2_3.0_1694774114982.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_mholi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_mholi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_mholi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mholi/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mildmillard_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mildmillard_en.md
new file mode 100644
index 00000000000000..8053e8d6830bb3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mildmillard_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_mildmillard DistilBertEmbeddings from mildmillard
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_mildmillard
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_mildmillard` is a English model originally trained by mildmillard.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mildmillard_en_5.1.2_3.0_1694788468751.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mildmillard_en_5.1.2_3.0_1694788468751.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_mildmillard","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_mildmillard", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_mildmillard|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mildmillard/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mintz1104_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mintz1104_en.md
new file mode 100644
index 00000000000000..ce1a8e679e3743
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mintz1104_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_mintz1104 DistilBertEmbeddings from mintz1104
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_mintz1104
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_mintz1104` is a English model originally trained by mintz1104.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mintz1104_en_5.1.2_3.0_1694783458456.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mintz1104_en_5.1.2_3.0_1694783458456.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_mintz1104","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_mintz1104", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_mintz1104|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mintz1104/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_minye819_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_minye819_en.md
new file mode 100644
index 00000000000000..981398a5275064
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_minye819_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_minye819 DistilBertEmbeddings from minye819
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_minye819
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_minye819` is a English model originally trained by minye819.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_minye819_en_5.1.2_3.0_1694785732543.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_minye819_en_5.1.2_3.0_1694785732543.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_minye819","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_minye819", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_minye819|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/minye819/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mlm_accelerate_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mlm_accelerate_en.md
new file mode 100644
index 00000000000000..0e9588d860230f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mlm_accelerate_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_mlm_accelerate DistilBertEmbeddings from pritam3355
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_mlm_accelerate
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_mlm_accelerate` is a English model originally trained by pritam3355.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mlm_accelerate_en_5.1.2_3.0_1694783358290.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mlm_accelerate_en_5.1.2_3.0_1694783358290.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_mlm_accelerate","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_mlm_accelerate", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_mlm_accelerate|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/pritam3355/distilbert-base-uncased-finetuned-imdb-mlm-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mulinski_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mulinski_en.md
new file mode 100644
index 00000000000000..a9a4057f89695c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mulinski_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_mulinski DistilBertEmbeddings from mulinski
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_mulinski
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_mulinski` is a English model originally trained by mulinski.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mulinski_en_5.1.2_3.0_1694776177033.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mulinski_en_5.1.2_3.0_1694776177033.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_mulinski","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_mulinski", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_mulinski|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mulinski/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mxalmeida_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mxalmeida_en.md
new file mode 100644
index 00000000000000..41c4c1bbd6112e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_mxalmeida_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_mxalmeida DistilBertEmbeddings from mxalmeida
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_mxalmeida
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_mxalmeida` is a English model originally trained by mxalmeida.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mxalmeida_en_5.1.2_3.0_1694783674388.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_mxalmeida_en_5.1.2_3.0_1694783674388.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_mxalmeida","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_mxalmeida", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_mxalmeida|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mxalmeida/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_nugget00_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_nugget00_en.md
new file mode 100644
index 00000000000000..4409f03c189a88
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_nugget00_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_nugget00 DistilBertEmbeddings from nugget00
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_nugget00
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_nugget00` is a English model originally trained by nugget00.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_nugget00_en_5.1.2_3.0_1694788096126.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_nugget00_en_5.1.2_3.0_1694788096126.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_nugget00","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_nugget00", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_nugget00|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/nugget00/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_orangelu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_orangelu_en.md
new file mode 100644
index 00000000000000..97c078a6e5b710
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_orangelu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_orangelu DistilBertEmbeddings from orangelu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_orangelu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_orangelu` is a English model originally trained by orangelu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_orangelu_en_5.1.2_3.0_1694786367577.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_orangelu_en_5.1.2_3.0_1694786367577.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_orangelu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_orangelu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_orangelu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/orangelu/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_parchiev_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_parchiev_en.md
new file mode 100644
index 00000000000000..7341b84fd633a3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_parchiev_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_parchiev DistilBertEmbeddings from parchiev
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_parchiev
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_parchiev` is a English model originally trained by parchiev.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_parchiev_en_5.1.2_3.0_1694771616239.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_parchiev_en_5.1.2_3.0_1694771616239.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_parchiev","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_parchiev", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_parchiev|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/parchiev/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_pattom_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_pattom_en.md
new file mode 100644
index 00000000000000..9fb28b2b1fab35
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_pattom_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_pattom DistilBertEmbeddings from pattom
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_pattom
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_pattom` is a English model originally trained by pattom.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_pattom_en_5.1.2_3.0_1694785696930.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_pattom_en_5.1.2_3.0_1694785696930.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_pattom","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_pattom", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_pattom|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/pattom/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_peterhsu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_peterhsu_en.md
new file mode 100644
index 00000000000000..b71c0181d15293
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_peterhsu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_peterhsu DistilBertEmbeddings from peterhsu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_peterhsu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_peterhsu` is a English model originally trained by peterhsu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_peterhsu_en_5.1.2_3.0_1694783528508.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_peterhsu_en_5.1.2_3.0_1694783528508.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_peterhsu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_peterhsu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_peterhsu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/peterhsu/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_peteryushunli_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_peteryushunli_en.md
new file mode 100644
index 00000000000000..237e7a73f09e5e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_peteryushunli_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_peteryushunli DistilBertEmbeddings from peteryushunli
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_peteryushunli
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_peteryushunli` is a English model originally trained by peteryushunli.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_peteryushunli_en_5.1.2_3.0_1694784593034.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_peteryushunli_en_5.1.2_3.0_1694784593034.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_peteryushunli","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_peteryushunli", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_peteryushunli|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/peteryushunli/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_physhunter_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_physhunter_en.md
new file mode 100644
index 00000000000000..41adc211b1df3f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_physhunter_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_physhunter DistilBertEmbeddings from PhysHunter
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_physhunter
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_physhunter` is a English model originally trained by PhysHunter.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_physhunter_en_5.1.2_3.0_1694772969529.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_physhunter_en_5.1.2_3.0_1694772969529.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_physhunter","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_physhunter", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_physhunter|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/PhysHunter/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_pierre_arthur_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_pierre_arthur_en.md
new file mode 100644
index 00000000000000..7654d1053146fd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_pierre_arthur_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_pierre_arthur DistilBertEmbeddings from Pierre-Arthur
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_pierre_arthur
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_pierre_arthur` is a English model originally trained by Pierre-Arthur.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_pierre_arthur_en_5.1.2_3.0_1694778085444.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_pierre_arthur_en_5.1.2_3.0_1694778085444.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_pierre_arthur","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_pierre_arthur", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_pierre_arthur|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Pierre-Arthur/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_poplkl_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_poplkl_en.md
new file mode 100644
index 00000000000000..ac1d92179e7b0f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_poplkl_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_poplkl DistilBertEmbeddings from poplkl
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_poplkl
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_poplkl` is a English model originally trained by poplkl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_poplkl_en_5.1.2_3.0_1694778090892.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_poplkl_en_5.1.2_3.0_1694778090892.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_poplkl","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_poplkl", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_poplkl|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/poplkl/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_prasanthin_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_prasanthin_en.md
new file mode 100644
index 00000000000000..6884d0f95bdbcc
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_prasanthin_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_prasanthin DistilBertEmbeddings from Prasanthin
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_prasanthin
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_prasanthin` is a English model originally trained by Prasanthin.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_prasanthin_en_5.1.2_3.0_1694791836770.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_prasanthin_en_5.1.2_3.0_1694791836770.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_prasanthin","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_prasanthin", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_prasanthin|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Prasanthin/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_qianyu88_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_qianyu88_en.md
new file mode 100644
index 00000000000000..bd4fc552267259
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_qianyu88_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_qianyu88 DistilBertEmbeddings from qianyu88
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_qianyu88
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_qianyu88` is a English model originally trained by qianyu88.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_qianyu88_en_5.1.2_3.0_1694791401990.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_qianyu88_en_5.1.2_3.0_1694791401990.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_qianyu88","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_qianyu88", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_qianyu88|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/qianyu88/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rajknakka_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rajknakka_en.md
new file mode 100644
index 00000000000000..1ba868fc50d4b4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rajknakka_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_rajknakka DistilBertEmbeddings from RajkNakka
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_rajknakka
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_rajknakka` is a English model originally trained by RajkNakka.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rajknakka_en_5.1.2_3.0_1694789607833.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rajknakka_en_5.1.2_3.0_1694789607833.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_rajknakka","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_rajknakka", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_rajknakka|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/RajkNakka/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_raphaelmerx_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_raphaelmerx_en.md
new file mode 100644
index 00000000000000..7d8ba517a2bac4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_raphaelmerx_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_raphaelmerx DistilBertEmbeddings from raphaelmerx
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_raphaelmerx
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_raphaelmerx` is a English model originally trained by raphaelmerx.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_raphaelmerx_en_5.1.2_3.0_1694783693258.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_raphaelmerx_en_5.1.2_3.0_1694783693258.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_raphaelmerx","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_raphaelmerx", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_raphaelmerx|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/raphaelmerx/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_raulgdp_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_raulgdp_en.md
new file mode 100644
index 00000000000000..78b12fc538a71a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_raulgdp_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_raulgdp DistilBertEmbeddings from raulgdp
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_raulgdp
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_raulgdp` is a English model originally trained by raulgdp.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_raulgdp_en_5.1.2_3.0_1694777650610.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_raulgdp_en_5.1.2_3.0_1694777650610.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_raulgdp","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_raulgdp", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_raulgdp|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/raulgdp/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ray2791_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ray2791_en.md
new file mode 100644
index 00000000000000..501b64bc880b82
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ray2791_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_ray2791 DistilBertEmbeddings from Ray2791
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_ray2791
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_ray2791` is a English model originally trained by Ray2791.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_ray2791_en_5.1.2_3.0_1694777725820.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_ray2791_en_5.1.2_3.0_1694777725820.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_ray2791","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_ray2791", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_ray2791|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Ray2791/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rayguo2023_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rayguo2023_en.md
new file mode 100644
index 00000000000000..73aa24abb3ba54
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rayguo2023_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_rayguo2023 DistilBertEmbeddings from RayGuo2023
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_rayguo2023
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_rayguo2023` is a English model originally trained by RayGuo2023.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rayguo2023_en_5.1.2_3.0_1694778200046.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rayguo2023_en_5.1.2_3.0_1694778200046.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_rayguo2023","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_rayguo2023", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_rayguo2023|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/RayGuo2023/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rd124_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rd124_en.md
new file mode 100644
index 00000000000000..84a7e06d499854
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rd124_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_rd124 DistilBertEmbeddings from rd124
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_rd124
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_rd124` is a English model originally trained by rd124.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rd124_en_5.1.2_3.0_1694790386344.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rd124_en_5.1.2_3.0_1694790386344.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_rd124","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_rd124", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_rd124|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/rd124/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rdvdsn_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rdvdsn_en.md
new file mode 100644
index 00000000000000..5708a4f1a88796
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rdvdsn_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_rdvdsn DistilBertEmbeddings from rdvdsn
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_rdvdsn
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_rdvdsn` is a English model originally trained by rdvdsn.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rdvdsn_en_5.1.2_3.0_1694786547240.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rdvdsn_en_5.1.2_3.0_1694786547240.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_rdvdsn","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_rdvdsn", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_rdvdsn|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/rdvdsn/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_renyulin_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_renyulin_en.md
new file mode 100644
index 00000000000000..61b80ff542bdc8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_renyulin_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_renyulin DistilBertEmbeddings from renyulin
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_renyulin
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_renyulin` is a English model originally trained by renyulin.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_renyulin_en_5.1.2_3.0_1694773717620.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_renyulin_en_5.1.2_3.0_1694773717620.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_renyulin","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_renyulin", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_renyulin|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/renyulin/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_replicate_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_replicate_en.md
new file mode 100644
index 00000000000000..423b4eb65b7753
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_replicate_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_replicate DistilBertEmbeddings from hxshen
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_replicate
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_replicate` is a English model originally trained by hxshen.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_replicate_en_5.1.2_3.0_1694790283986.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_replicate_en_5.1.2_3.0_1694790283986.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_replicate","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_replicate", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_replicate|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/hxshen/distilbert-base-uncased-finetuned-imdb-replicate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_reza93v_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_reza93v_en.md
new file mode 100644
index 00000000000000..1f4f6a5d579498
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_reza93v_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_reza93v DistilBertEmbeddings from reza93v
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_reza93v
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_reza93v` is a English model originally trained by reza93v.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_reza93v_en_5.1.2_3.0_1694791487598.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_reza93v_en_5.1.2_3.0_1694791487598.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_reza93v","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_reza93v", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_reza93v|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/reza93v/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_robkayinto_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_robkayinto_en.md
new file mode 100644
index 00000000000000..bc850f49e0ee85
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_robkayinto_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_robkayinto DistilBertEmbeddings from robkayinto
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_robkayinto
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_robkayinto` is a English model originally trained by robkayinto.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_robkayinto_en_5.1.2_3.0_1694771947206.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_robkayinto_en_5.1.2_3.0_1694771947206.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_robkayinto","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_robkayinto", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_robkayinto|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/robkayinto/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rugo_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rugo_en.md
new file mode 100644
index 00000000000000..23f2a3e442b287
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_rugo_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_rugo DistilBertEmbeddings from rugo
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_rugo
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_rugo` is a English model originally trained by rugo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rugo_en_5.1.2_3.0_1694783203222.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_rugo_en_5.1.2_3.0_1694783203222.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_rugo","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_rugo", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_rugo|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/rugo/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ryanlai_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ryanlai_en.md
new file mode 100644
index 00000000000000..867411875662ac
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_ryanlai_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_ryanlai DistilBertEmbeddings from ryanlai
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_ryanlai
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_ryanlai` is a English model originally trained by ryanlai.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_ryanlai_en_5.1.2_3.0_1694786984703.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_ryanlai_en_5.1.2_3.0_1694786984703.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_ryanlai","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_ryanlai", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_ryanlai|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ryanlai/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sabby_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sabby_en.md
index 155b5987b5e13d..9ab0de2344b2ec 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sabby_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sabby_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sabby_en_5.1.2_3.0_1694736793793.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sabby_en_5.1.2_3.0_1694736793793.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sabby_en_5.1.2_3.0_1694770099489.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sabby_en_5.1.2_3.0_1694770099489.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sakaijun_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sakaijun_en.md
new file mode 100644
index 00000000000000..878991606f333c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sakaijun_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_sakaijun DistilBertEmbeddings from SakaiJun
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_sakaijun
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_sakaijun` is a English model originally trained by SakaiJun.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sakaijun_en_5.1.2_3.0_1694771049150.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sakaijun_en_5.1.2_3.0_1694771049150.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_sakaijun","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_sakaijun", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_sakaijun|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/SakaiJun/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_san94_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_san94_en.md
new file mode 100644
index 00000000000000..d11174761785b4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_san94_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_san94 DistilBertEmbeddings from san94
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_san94
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_san94` is a English model originally trained by san94.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_san94_en_5.1.2_3.0_1694771416174.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_san94_en_5.1.2_3.0_1694771416174.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_san94","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_san94", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_san94|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/san94/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sarmila_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sarmila_en.md
new file mode 100644
index 00000000000000..78661557f06760
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sarmila_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_sarmila DistilBertEmbeddings from Sarmila
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_sarmila
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_sarmila` is a English model originally trained by Sarmila.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sarmila_en_5.1.2_3.0_1694776735479.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sarmila_en_5.1.2_3.0_1694776735479.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_sarmila","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_sarmila", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_sarmila|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Sarmila/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sarthakc44_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sarthakc44_en.md
new file mode 100644
index 00000000000000..12aa256cd8feb0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sarthakc44_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_sarthakc44 DistilBertEmbeddings from sarthakc44
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_sarthakc44
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_sarthakc44` is a English model originally trained by sarthakc44.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sarthakc44_en_5.1.2_3.0_1694773301034.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sarthakc44_en_5.1.2_3.0_1694773301034.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_sarthakc44","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_sarthakc44", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_sarthakc44|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/sarthakc44/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_satyashetty_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_satyashetty_en.md
new file mode 100644
index 00000000000000..1ed1a185d38997
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_satyashetty_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_satyashetty DistilBertEmbeddings from satyashetty
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_satyashetty
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_satyashetty` is a English model originally trained by satyashetty.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_satyashetty_en_5.1.2_3.0_1694781764485.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_satyashetty_en_5.1.2_3.0_1694781764485.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_satyashetty","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_satyashetty", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_satyashetty|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/satyashetty/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sertemo_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sertemo_en.md
new file mode 100644
index 00000000000000..d0970c40da7edd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sertemo_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_sertemo DistilBertEmbeddings from sertemo
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_sertemo
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_sertemo` is a English model originally trained by sertemo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sertemo_en_5.1.2_3.0_1694770457266.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sertemo_en_5.1.2_3.0_1694770457266.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_sertemo","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_sertemo", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_sertemo|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/sertemo/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sgasparorippa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sgasparorippa_en.md
new file mode 100644
index 00000000000000..2ecb6be829de77
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sgasparorippa_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_sgasparorippa DistilBertEmbeddings from sgasparorippa
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_sgasparorippa
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_sgasparorippa` is a English model originally trained by sgasparorippa.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sgasparorippa_en_5.1.2_3.0_1694776057551.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sgasparorippa_en_5.1.2_3.0_1694776057551.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_sgasparorippa","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_sgasparorippa", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_sgasparorippa|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/sgasparorippa/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shahriarebrampour_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shahriarebrampour_en.md
new file mode 100644
index 00000000000000..3e3884debc4b28
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shahriarebrampour_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_shahriarebrampour DistilBertEmbeddings from shahriarebrampour
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_shahriarebrampour
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_shahriarebrampour` is a English model originally trained by shahriarebrampour.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_shahriarebrampour_en_5.1.2_3.0_1694788371168.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_shahriarebrampour_en_5.1.2_3.0_1694788371168.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_shahriarebrampour","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_shahriarebrampour", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_shahriarebrampour|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/shahriarebrampour/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shre_db_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shre_db_en.md
new file mode 100644
index 00000000000000..10467160eef45a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shre_db_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_shre_db DistilBertEmbeddings from shre-db
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_shre_db
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_shre_db` is a English model originally trained by shre-db.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_shre_db_en_5.1.2_3.0_1694782000633.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_shre_db_en_5.1.2_3.0_1694782000633.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_shre_db","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_shre_db", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_shre_db|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/shre-db/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shreyasdatar_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shreyasdatar_en.md
new file mode 100644
index 00000000000000..9460dd524f637f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_shreyasdatar_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_shreyasdatar DistilBertEmbeddings from shreyasdatar
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_shreyasdatar
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_shreyasdatar` is a English model originally trained by shreyasdatar.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_shreyasdatar_en_5.1.2_3.0_1694776445411.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_shreyasdatar_en_5.1.2_3.0_1694776445411.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_shreyasdatar","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_shreyasdatar", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_shreyasdatar|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/shreyasdatar/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_smarquie_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_smarquie_en.md
new file mode 100644
index 00000000000000..ed761d1542d162
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_smarquie_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_smarquie DistilBertEmbeddings from smarquie
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_smarquie
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_smarquie` is a English model originally trained by smarquie.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_smarquie_en_5.1.2_3.0_1694779920112.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_smarquie_en_5.1.2_3.0_1694779920112.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_smarquie","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_smarquie", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_smarquie|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/smarquie/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_snousias_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_snousias_en.md
new file mode 100644
index 00000000000000..ecfa350dccffc4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_snousias_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_snousias DistilBertEmbeddings from snousias
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_snousias
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_snousias` is a English model originally trained by snousias.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_snousias_en_5.1.2_3.0_1694771960892.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_snousias_en_5.1.2_3.0_1694771960892.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_snousias","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_snousias", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_snousias|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/snousias/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sofa566_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sofa566_en.md
new file mode 100644
index 00000000000000..02b2390b968550
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sofa566_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_sofa566 DistilBertEmbeddings from sofa566
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_sofa566
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_sofa566` is a English model originally trained by sofa566.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sofa566_en_5.1.2_3.0_1694780390044.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sofa566_en_5.1.2_3.0_1694780390044.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_sofa566","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_sofa566", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_sofa566|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/sofa566/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_solver_paul_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_solver_paul_en.md
new file mode 100644
index 00000000000000..cd7424bfa94d9b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_solver_paul_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_solver_paul DistilBertEmbeddings from solver-paul
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_solver_paul
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_solver_paul` is a English model originally trained by solver-paul.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_solver_paul_en_5.1.2_3.0_1694781878267.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_solver_paul_en_5.1.2_3.0_1694781878267.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_solver_paul","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_solver_paul", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_solver_paul|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/solver-paul/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sonali_behera_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sonali_behera_en.md
new file mode 100644
index 00000000000000..80d33229edbdb7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sonali_behera_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_sonali_behera DistilBertEmbeddings from Sonali-Behera
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_sonali_behera
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_sonali_behera` is a English model originally trained by Sonali-Behera.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sonali_behera_en_5.1.2_3.0_1694777089415.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sonali_behera_en_5.1.2_3.0_1694777089415.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_sonali_behera","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_sonali_behera", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_sonali_behera|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Sonali-Behera/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sumedha_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sumedha_en.md
new file mode 100644
index 00000000000000..5dc9c50f7f2f47
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_sumedha_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_sumedha DistilBertEmbeddings from Sumedha
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_sumedha
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_sumedha` is a English model originally trained by Sumedha.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sumedha_en_5.1.2_3.0_1694772327267.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_sumedha_en_5.1.2_3.0_1694772327267.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_sumedha","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_sumedha", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_sumedha|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Sumedha/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_supersokol_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_supersokol_en.md
new file mode 100644
index 00000000000000..91f40b986bcd2e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_supersokol_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_supersokol DistilBertEmbeddings from SUPERSOKOL
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_supersokol
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_supersokol` is a English model originally trained by SUPERSOKOL.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_supersokol_en_5.1.2_3.0_1694785118271.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_supersokol_en_5.1.2_3.0_1694785118271.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_supersokol","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_supersokol", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_supersokol|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/SUPERSOKOL/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_surjray_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_surjray_en.md
new file mode 100644
index 00000000000000..f642086c54e41c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_surjray_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_surjray DistilBertEmbeddings from surjray
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_surjray
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_surjray` is a English model originally trained by surjray.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_surjray_en_5.1.2_3.0_1694778304075.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_surjray_en_5.1.2_3.0_1694778304075.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_surjray","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_surjray", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_surjray|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/surjray/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_susghosh_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_susghosh_en.md
new file mode 100644
index 00000000000000..7d408a50f8418e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_susghosh_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_susghosh DistilBertEmbeddings from susghosh
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_susghosh
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_susghosh` is a English model originally trained by susghosh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_susghosh_en_5.1.2_3.0_1694781874762.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_susghosh_en_5.1.2_3.0_1694781874762.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_susghosh","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_susghosh", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_susghosh|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/susghosh/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_talha185_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_talha185_en.md
new file mode 100644
index 00000000000000..bc36425da7d080
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_talha185_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_talha185 DistilBertEmbeddings from Talha185
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_talha185
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_talha185` is a English model originally trained by Talha185.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_talha185_en_5.1.2_3.0_1694772261015.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_talha185_en_5.1.2_3.0_1694772261015.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_talha185","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_talha185", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_talha185|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Talha185/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_techtank_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_techtank_en.md
new file mode 100644
index 00000000000000..cae38c16a10a9b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_techtank_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_techtank DistilBertEmbeddings from techtank
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_techtank
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_techtank` is a English model originally trained by techtank.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_techtank_en_5.1.2_3.0_1694785949232.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_techtank_en_5.1.2_3.0_1694785949232.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_techtank","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_techtank", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_techtank|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/techtank/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_terps_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_terps_en.md
new file mode 100644
index 00000000000000..6e26c7c64c3dda
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_terps_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_terps DistilBertEmbeddings from Terps
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_terps
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_terps` is a English model originally trained by Terps.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_terps_en_5.1.2_3.0_1694790485061.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_terps_en_5.1.2_3.0_1694790485061.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_terps","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_terps", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_terps|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Terps/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thangvip_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thangvip_en.md
new file mode 100644
index 00000000000000..ac1647a221a16f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thangvip_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_thangvip DistilBertEmbeddings from thangvip
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_thangvip
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_thangvip` is a English model originally trained by thangvip.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_thangvip_en_5.1.2_3.0_1694791230390.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_thangvip_en_5.1.2_3.0_1694791230390.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_thangvip","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_thangvip", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_thangvip|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/thangvip/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thaophung_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thaophung_en.md
new file mode 100644
index 00000000000000..73c55c4da2c560
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thaophung_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_thaophung DistilBertEmbeddings from thaophung
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_thaophung
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_thaophung` is a English model originally trained by thaophung.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_thaophung_en_5.1.2_3.0_1694772963814.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_thaophung_en_5.1.2_3.0_1694772963814.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_thaophung","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_thaophung", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_thaophung|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/thaophung/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thetaphipsi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thetaphipsi_en.md
new file mode 100644
index 00000000000000..54a2bea240c373
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thetaphipsi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_thetaphipsi DistilBertEmbeddings from ThetaPhiPsi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_thetaphipsi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_thetaphipsi` is a English model originally trained by ThetaPhiPsi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_thetaphipsi_en_5.1.2_3.0_1694781139251.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_thetaphipsi_en_5.1.2_3.0_1694781139251.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_thetaphipsi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_thetaphipsi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_thetaphipsi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ThetaPhiPsi/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_threite_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_threite_en.md
new file mode 100644
index 00000000000000..7c340ddd3dd6b4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_threite_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_threite DistilBertEmbeddings from threite
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_threite
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_threite` is a English model originally trained by threite.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_threite_en_5.1.2_3.0_1694788185263.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_threite_en_5.1.2_3.0_1694788185263.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_threite","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_threite", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_threite|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/threite/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thutrang_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thutrang_en.md
new file mode 100644
index 00000000000000..21b9dc45959db0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_thutrang_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_thutrang DistilBertEmbeddings from ThuTrang
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_thutrang
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_thutrang` is a English model originally trained by ThuTrang.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_thutrang_en_5.1.2_3.0_1694789894015.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_thutrang_en_5.1.2_3.0_1694789894015.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_thutrang","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_thutrang", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_thutrang|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ThuTrang/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_timtl_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_timtl_en.md
new file mode 100644
index 00000000000000..c35ee439580c6e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_timtl_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_timtl DistilBertEmbeddings from TimTL
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_timtl
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_timtl` is a English model originally trained by TimTL.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_timtl_en_5.1.2_3.0_1694784349104.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_timtl_en_5.1.2_3.0_1694784349104.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_timtl","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_timtl", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_timtl|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/TimTL/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tkoyama_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tkoyama_en.md
new file mode 100644
index 00000000000000..d45409b3924e4d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tkoyama_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_tkoyama DistilBertEmbeddings from tkoyama
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_tkoyama
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_tkoyama` is a English model originally trained by tkoyama.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tkoyama_en_5.1.2_3.0_1694788619647.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tkoyama_en_5.1.2_3.0_1694788619647.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_tkoyama","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_tkoyama", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_tkoyama|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/tkoyama/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tlapusan_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tlapusan_en.md
new file mode 100644
index 00000000000000..e000090cfebd8a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tlapusan_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_tlapusan DistilBertEmbeddings from tlapusan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_tlapusan
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_tlapusan` is a English model originally trained by tlapusan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tlapusan_en_5.1.2_3.0_1694789306473.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tlapusan_en_5.1.2_3.0_1694789306473.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_tlapusan","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_tlapusan", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_tlapusan|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/tlapusan/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tofunumber1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tofunumber1_en.md
new file mode 100644
index 00000000000000..352b638c92fb6f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tofunumber1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_tofunumber1 DistilBertEmbeddings from TofuNumber1
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_tofunumber1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_tofunumber1` is a English model originally trained by TofuNumber1.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tofunumber1_en_5.1.2_3.0_1694776635641.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tofunumber1_en_5.1.2_3.0_1694776635641.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_tofunumber1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_tofunumber1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_tofunumber1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/TofuNumber1/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tsahhi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tsahhi_en.md
new file mode 100644
index 00000000000000..38674573a4d5a2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tsahhi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_tsahhi DistilBertEmbeddings from Tsahhi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_tsahhi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_tsahhi` is a English model originally trained by Tsahhi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tsahhi_en_5.1.2_3.0_1694788650908.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tsahhi_en_5.1.2_3.0_1694788650908.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_tsahhi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_tsahhi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_tsahhi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Tsahhi/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tux_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tux_en.md
new file mode 100644
index 00000000000000..23da54dbc779d0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tux_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_tux DistilBertEmbeddings from tux
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_tux
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_tux` is a English model originally trained by tux.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tux_en_5.1.2_3.0_1694786698878.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tux_en_5.1.2_3.0_1694786698878.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_tux","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_tux", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_tux|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/tux/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tyson0420_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tyson0420_en.md
new file mode 100644
index 00000000000000..cc0f26202bbe37
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_tyson0420_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_tyson0420 DistilBertEmbeddings from tyson0420
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_tyson0420
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_tyson0420` is a English model originally trained by tyson0420.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tyson0420_en_5.1.2_3.0_1694775228117.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_tyson0420_en_5.1.2_3.0_1694775228117.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_tyson0420","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_tyson0420", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_tyson0420|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/tyson0420/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_udoy_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_udoy_en.md
new file mode 100644
index 00000000000000..e61ee669c6ab02
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_udoy_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_udoy DistilBertEmbeddings from Udoy
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_udoy
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_udoy` is a English model originally trained by Udoy.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_udoy_en_5.1.2_3.0_1694786003499.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_udoy_en_5.1.2_3.0_1694786003499.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_udoy","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_udoy", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_udoy|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Udoy/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_accelerate_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_accelerate_en.md
new file mode 100644
index 00000000000000..af4706e8fbe3ee
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_accelerate_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_v2_accelerate DistilBertEmbeddings from kaiku03
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_v2_accelerate
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_v2_accelerate` is a English model originally trained by kaiku03.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_v2_accelerate_en_5.1.2_3.0_1694789614333.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_v2_accelerate_en_5.1.2_3.0_1694789614333.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_v2_accelerate","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_v2_accelerate", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_v2_accelerate|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/kaiku03/distilbert-base-uncased-finetuned-imdb_v2_accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_francesco_a_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_francesco_a_en.md
new file mode 100644
index 00000000000000..21216c3d68f8ce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_francesco_a_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_v2_francesco_a DistilBertEmbeddings from Francesco-A
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_v2_francesco_a
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_v2_francesco_a` is a English model originally trained by Francesco-A.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_v2_francesco_a_en_5.1.2_3.0_1694783237772.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_v2_francesco_a_en_5.1.2_3.0_1694783237772.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_v2_francesco_a","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_v2_francesco_a", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_v2_francesco_a|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Francesco-A/distilbert-base-uncased-finetuned-imdb-v2
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_rd124_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_rd124_en.md
new file mode 100644
index 00000000000000..9bbe40429ed6ce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_v2_rd124_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_v2_rd124 DistilBertEmbeddings from rd124
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_v2_rd124
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_v2_rd124` is a English model originally trained by rd124.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_v2_rd124_en_5.1.2_3.0_1694790490326.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_v2_rd124_en_5.1.2_3.0_1694790490326.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_v2_rd124","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_v2_rd124", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_v2_rd124|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/rd124/distilbert-base-uncased-finetuned-imdb-v2
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vanhoan_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vanhoan_en.md
new file mode 100644
index 00000000000000..d0beec3e4579d7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vanhoan_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_vanhoan DistilBertEmbeddings from VanHoan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_vanhoan
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_vanhoan` is a English model originally trained by VanHoan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_vanhoan_en_5.1.2_3.0_1694783996380.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_vanhoan_en_5.1.2_3.0_1694783996380.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_vanhoan","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_vanhoan", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_vanhoan|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/VanHoan/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_venkyz9_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_venkyz9_en.md
new file mode 100644
index 00000000000000..a18874b7686d58
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_venkyz9_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_venkyz9 DistilBertEmbeddings from venkyz9
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_venkyz9
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_venkyz9` is a English model originally trained by venkyz9.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_venkyz9_en_5.1.2_3.0_1694777457894.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_venkyz9_en_5.1.2_3.0_1694777457894.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_venkyz9","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_venkyz9", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_venkyz9|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/venkyz9/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vibharkchauhan_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vibharkchauhan_en.md
new file mode 100644
index 00000000000000..5d10c910439a5f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vibharkchauhan_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_vibharkchauhan DistilBertEmbeddings from Vibharkchauhan
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_vibharkchauhan
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_vibharkchauhan` is a English model originally trained by Vibharkchauhan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_vibharkchauhan_en_5.1.2_3.0_1694770670699.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_vibharkchauhan_en_5.1.2_3.0_1694770670699.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_vibharkchauhan","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_vibharkchauhan", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_vibharkchauhan|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Vibharkchauhan/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vives_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vives_en.md
new file mode 100644
index 00000000000000..0b575aff66f065
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vives_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_vives DistilBertEmbeddings from vives
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_vives
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_vives` is a English model originally trained by vives.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_vives_en_5.1.2_3.0_1694772503575.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_vives_en_5.1.2_3.0_1694772503575.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_vives","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_vives", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_vives|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/vives/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vsrinivas_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vsrinivas_en.md
new file mode 100644
index 00000000000000..0429da59fdcdfa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_vsrinivas_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_vsrinivas DistilBertEmbeddings from vsrinivas
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_vsrinivas
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_vsrinivas` is a English model originally trained by vsrinivas.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_vsrinivas_en_5.1.2_3.0_1694787983867.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_vsrinivas_en_5.1.2_3.0_1694787983867.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_vsrinivas","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_vsrinivas", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_vsrinivas|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/vsrinivas/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_whole_word_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_whole_word_en.md
new file mode 100644
index 00000000000000..6998c4d2df35c7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_whole_word_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_whole_word DistilBertEmbeddings from PhysHunter
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_whole_word
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_whole_word` is a English model originally trained by PhysHunter.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_whole_word_en_5.1.2_3.0_1694773100332.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_whole_word_en_5.1.2_3.0_1694773100332.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_whole_word","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_whole_word", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_whole_word|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/PhysHunter/distilbert-base-uncased-finetuned-imdb-whole-word
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_wjbmattingly_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_wjbmattingly_en.md
new file mode 100644
index 00000000000000..932dfdf7b1c789
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_wjbmattingly_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_wjbmattingly DistilBertEmbeddings from wjbmattingly
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_wjbmattingly
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_wjbmattingly` is a English model originally trained by wjbmattingly.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_wjbmattingly_en_5.1.2_3.0_1694786512902.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_wjbmattingly_en_5.1.2_3.0_1694786512902.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_wjbmattingly","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_wjbmattingly", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_wjbmattingly|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/wjbmattingly/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_y_haneji_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_y_haneji_en.md
new file mode 100644
index 00000000000000..765c2547379625
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_y_haneji_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_y_haneji DistilBertEmbeddings from Y-Haneji
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_y_haneji
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_y_haneji` is a English model originally trained by Y-Haneji.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_y_haneji_en_5.1.2_3.0_1694779145507.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_y_haneji_en_5.1.2_3.0_1694779145507.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_y_haneji","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_y_haneji", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_y_haneji|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Y-Haneji/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_yangwooko_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_yangwooko_en.md
new file mode 100644
index 00000000000000..4ff6d48920795c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_yangwooko_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_yangwooko DistilBertEmbeddings from yangwooko
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_yangwooko
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_yangwooko` is a English model originally trained by yangwooko.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_yangwooko_en_5.1.2_3.0_1694776915854.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_yangwooko_en_5.1.2_3.0_1694776915854.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_yangwooko","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_yangwooko", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_yangwooko|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/yangwooko/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_yuto01_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_yuto01_en.md
new file mode 100644
index 00000000000000..54c7b28979c107
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_imdb_yuto01_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_imdb_yuto01 DistilBertEmbeddings from Yuto01
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_imdb_yuto01
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_imdb_yuto01` is a English model originally trained by Yuto01.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_yuto01_en_5.1.2_3.0_1694789487678.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_imdb_yuto01_en_5.1.2_3.0_1694789487678.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_imdb_yuto01","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_imdb_yuto01", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_imdb_yuto01|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Yuto01/distilbert-base-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ivr_finetuned_ivr_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ivr_finetuned_ivr_en.md
new file mode 100644
index 00000000000000..5bb26cad9437d5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_ivr_finetuned_ivr_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_ivr_finetuned_ivr DistilBertEmbeddings from khubaib
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_ivr_finetuned_ivr
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_ivr_finetuned_ivr` is a English model originally trained by khubaib.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_ivr_finetuned_ivr_en_5.1.2_3.0_1694776652350.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_ivr_finetuned_ivr_en_5.1.2_3.0_1694776652350.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_ivr_finetuned_ivr","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_ivr_finetuned_ivr", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_ivr_finetuned_ivr|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/khubaib/distilbert-base-uncased-finetuned-ivr-finetuned-ivr
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_kintweetse_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_kintweetse_en.md
new file mode 100644
index 00000000000000..28f11009faeec0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_kintweetse_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_kintweetse DistilBertEmbeddings from RogerB
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_kintweetse
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_kintweetse` is a English model originally trained by RogerB.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_kintweetse_en_5.1.2_3.0_1694773642871.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_kintweetse_en_5.1.2_3.0_1694773642871.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_kintweetse","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_kintweetse", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_kintweetse|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/RogerB/distilbert-base-uncased-finetuned-kintweetsE
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_mlm_1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_mlm_1_en.md
new file mode 100644
index 00000000000000..c9f7956e876fab
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_mlm_1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_mlm_1 DistilBertEmbeddings from aarroonn22
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_mlm_1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_mlm_1` is a English model originally trained by aarroonn22.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_mlm_1_en_5.1.2_3.0_1694772083071.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_mlm_1_en_5.1.2_3.0_1694772083071.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_mlm_1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_mlm_1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_mlm_1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/aarroonn22/distilbert-base-uncased-finetuned-mlm-1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_mlm_2_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_mlm_2_en.md
new file mode 100644
index 00000000000000..0b03bbfd1628c5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_mlm_2_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_mlm_2 DistilBertEmbeddings from aarroonn22
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_mlm_2
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_mlm_2` is a English model originally trained by aarroonn22.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_mlm_2_en_5.1.2_3.0_1694770824986.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_mlm_2_en_5.1.2_3.0_1694770824986.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_mlm_2","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_mlm_2", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_mlm_2|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/aarroonn22/distilbert-base-uncased-finetuned-mlm-2
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_nitro_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_nitro_en.md
new file mode 100644
index 00000000000000..e0494c826755ce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_nitro_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_nitro DistilBertEmbeddings from dieexbr
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_nitro
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_nitro` is a English model originally trained by dieexbr.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_nitro_en_5.1.2_3.0_1694771823890.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_nitro_en_5.1.2_3.0_1694771823890.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_nitro","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_nitro", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_nitro|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dieexbr/distilbert-base-uncased-finetuned-nitro
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outoh_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outoh_en.md
new file mode 100644
index 00000000000000..2f0bf97fda503e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outoh_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_outoh DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_outoh
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_outoh` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_outoh_en_5.1.2_3.0_1694779309949.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_outoh_en_5.1.2_3.0_1694779309949.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_outoh","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_outoh", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_outoh|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-outoH
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_en.md
new file mode 100644
index 00000000000000..d85783ca467698
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_outop DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_outop
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_outop` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_outop_en_5.1.2_3.0_1694779414180.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_outop_en_5.1.2_3.0_1694779414180.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_outop","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_outop", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_outop|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-outop
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_j_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_j_en.md
new file mode 100644
index 00000000000000..0a6350b9159fc5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_j_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_outop_j DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_outop_j
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_outop_j` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_outop_j_en_5.1.2_3.0_1694779643765.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_outop_j_en_5.1.2_3.0_1694779643765.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_outop_j","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_outop_j", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_outop_j|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-outop-J
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_y_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_y_en.md
new file mode 100644
index 00000000000000..7ac829c6411954
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_outop_y_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_outop_y DistilBertEmbeddings from himanimaheshwari3
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_outop_y
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_outop_y` is a English model originally trained by himanimaheshwari3.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_outop_y_en_5.1.2_3.0_1694779519036.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_outop_y_en_5.1.2_3.0_1694779519036.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_outop_y","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_outop_y", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_outop_y|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/himanimaheshwari3/distilbert-base-uncased-finetuned-outop-y
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_preprint_full_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_preprint_full_en.md
new file mode 100644
index 00000000000000..537f30f2a256de
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_preprint_full_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_preprint_full DistilBertEmbeddings from vamads
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_preprint_full
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_preprint_full` is a English model originally trained by vamads.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_preprint_full_en_5.1.2_3.0_1694780135347.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_preprint_full_en_5.1.2_3.0_1694780135347.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_preprint_full","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_preprint_full", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_preprint_full|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/vamads/distilbert-base-uncased-finetuned-preprint_full
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_provenances_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_provenances_en.md
new file mode 100644
index 00000000000000..96df623755d907
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_provenances_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_provenances DistilBertEmbeddings from RiccardoGvn
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_provenances
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_provenances` is a English model originally trained by RiccardoGvn.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_provenances_en_5.1.2_3.0_1694781872135.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_provenances_en_5.1.2_3.0_1694781872135.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_provenances","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_provenances", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_provenances|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/RiccardoGvn/distilbert-base-uncased-finetuned-provenances
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_provenances_finetuned_provenances_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_provenances_finetuned_provenances_en.md
new file mode 100644
index 00000000000000..2e0bc5c4ca3205
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_provenances_finetuned_provenances_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_provenances_finetuned_provenances DistilBertEmbeddings from RiccardoGvn
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_provenances_finetuned_provenances
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_provenances_finetuned_provenances` is a English model originally trained by RiccardoGvn.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_provenances_finetuned_provenances_en_5.1.2_3.0_1694781997921.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_provenances_finetuned_provenances_en_5.1.2_3.0_1694781997921.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_provenances_finetuned_provenances","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_provenances_finetuned_provenances", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_provenances_finetuned_provenances|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/RiccardoGvn/distilbert-base-uncased-finetuned-provenances-finetuned-provenances
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_rap_lyrics_v1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_rap_lyrics_v1_en.md
new file mode 100644
index 00000000000000..a6db78786dcad1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_rap_lyrics_v1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_rap_lyrics_v1 DistilBertEmbeddings from peteryushunli
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_rap_lyrics_v1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_rap_lyrics_v1` is a English model originally trained by peteryushunli.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_rap_lyrics_v1_en_5.1.2_3.0_1694788210807.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_rap_lyrics_v1_en_5.1.2_3.0_1694788210807.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_rap_lyrics_v1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_rap_lyrics_v1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_rap_lyrics_v1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/peteryushunli/distilbert-base-uncased-finetuned-rap-lyrics-v1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_recipe_accelerate_1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_recipe_accelerate_1_en.md
new file mode 100644
index 00000000000000..2c0e27bcab0f19
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_recipe_accelerate_1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_recipe_accelerate_1 DistilBertEmbeddings from CennetOguz
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_recipe_accelerate_1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_recipe_accelerate_1` is a English model originally trained by CennetOguz.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_recipe_accelerate_1_en_5.1.2_3.0_1694770672733.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_recipe_accelerate_1_en_5.1.2_3.0_1694770672733.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_recipe_accelerate_1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_recipe_accelerate_1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_recipe_accelerate_1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/CennetOguz/distilbert-base-uncased-finetuned-recipe-accelerate-1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_recipe_accelerate_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_recipe_accelerate_en.md
new file mode 100644
index 00000000000000..d64ec039e6bc80
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_recipe_accelerate_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_recipe_accelerate DistilBertEmbeddings from CennetOguz
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_recipe_accelerate
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_recipe_accelerate` is a English model originally trained by CennetOguz.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_recipe_accelerate_en_5.1.2_3.0_1694770774708.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_recipe_accelerate_en_5.1.2_3.0_1694770774708.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_recipe_accelerate","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_recipe_accelerate", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_recipe_accelerate|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/CennetOguz/distilbert-base-uncased-finetuned-recipe-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_speeches_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_speeches_en.md
new file mode 100644
index 00000000000000..01ced0e38ca9fe
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_speeches_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_speeches DistilBertEmbeddings from peterday
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_speeches
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_speeches` is a English model originally trained by peterday.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_speeches_en_5.1.2_3.0_1694770816356.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_speeches_en_5.1.2_3.0_1694770816356.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_speeches","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_speeches", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_speeches|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/peterday/distilbert-base-uncased-finetuned-speeches
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz_en.md
new file mode 100644
index 00000000000000..c76388f0a9c3c8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz DistilBertEmbeddings from BatuhanYilmaz
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz` is a English model originally trained by BatuhanYilmaz.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz_en_5.1.2_3.0_1694770351064.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz_en_5.1.2_3.0_1694770351064.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_batuhanyilmaz|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/BatuhanYilmaz/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg_en.md
new file mode 100644
index 00000000000000..e50ed6892b1b27
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg DistilBertEmbeddings from bellawanggg
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg` is a English model originally trained by bellawanggg.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg_en_5.1.2_3.0_1694771192012.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg_en_5.1.2_3.0_1694771192012.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_bellawanggg|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/bellawanggg/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db_en.md
new file mode 100644
index 00000000000000..19254d4efb38ce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db DistilBertEmbeddings from coreyabs-db
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db` is a English model originally trained by coreyabs-db.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db_en_5.1.2_3.0_1694781671387.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db_en_5.1.2_3.0_1694781671387.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_coreyabs_db|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/coreyabs-db/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_dchung117_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_dchung117_en.md
new file mode 100644
index 00000000000000..3e0cc2060164b7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_dchung117_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_dchung117 DistilBertEmbeddings from dchung117
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_dchung117
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_dchung117` is a English model originally trained by dchung117.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_dchung117_en_5.1.2_3.0_1694788118641.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_dchung117_en_5.1.2_3.0_1694788118641.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_dchung117","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_dchung117", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_dchung117|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dchung117/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_dkimds_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_dkimds_en.md
new file mode 100644
index 00000000000000..77e28d5e954cc1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_dkimds_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_dkimds DistilBertEmbeddings from dkimds
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_dkimds
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_dkimds` is a English model originally trained by dkimds.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_dkimds_en_5.1.2_3.0_1694786923235.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_dkimds_en_5.1.2_3.0_1694786923235.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_dkimds","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_dkimds", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_dkimds|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dkimds/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi_en.md
new file mode 100644
index 00000000000000..27ef6d217bbcd7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi DistilBertEmbeddings from fadliaulawi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi` is a English model originally trained by fadliaulawi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi_en_5.1.2_3.0_1694777976444.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi_en_5.1.2_3.0_1694777976444.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_fadliaulawi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/fadliaulawi/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989_en.md
new file mode 100644
index 00000000000000..f2312e27b7f8e3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989 DistilBertEmbeddings from gautam1989
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989` is a English model originally trained by gautam1989.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989_en_5.1.2_3.0_1694773530136.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989_en_5.1.2_3.0_1694773530136.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_gautam1989|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/gautam1989/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_gostrive_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_gostrive_en.md
new file mode 100644
index 00000000000000..75b429d50c86ab
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_gostrive_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_gostrive DistilBertEmbeddings from gostrive
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_gostrive
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_gostrive` is a English model originally trained by gostrive.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_gostrive_en_5.1.2_3.0_1694782689611.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_gostrive_en_5.1.2_3.0_1694782689611.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_gostrive","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_gostrive", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_gostrive|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/gostrive/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_guoguo_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_guoguo_en.md
new file mode 100644
index 00000000000000..5c932c1ae45321
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_guoguo_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_guoguo DistilBertEmbeddings from guoguo
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_guoguo
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_guoguo` is a English model originally trained by guoguo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_guoguo_en_5.1.2_3.0_1694784353246.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_guoguo_en_5.1.2_3.0_1694784353246.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_guoguo","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_guoguo", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_guoguo|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/guoguo/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr_en.md
new file mode 100644
index 00000000000000..6d0b52804d9bf6
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr DistilBertEmbeddings from iotengtr
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr` is a English model originally trained by iotengtr.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr_en_5.1.2_3.0_1694774783675.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr_en_5.1.2_3.0_1694774783675.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_iotengtr|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/iotengtr/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81_en.md
new file mode 100644
index 00000000000000..4707af5be751e6
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81 DistilBertEmbeddings from juancopi81
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81` is a English model originally trained by juancopi81.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81_en_5.1.2_3.0_1694779999978.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81_en_5.1.2_3.0_1694779999978.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_juancopi81|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/juancopi81/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea_en.md
new file mode 100644
index 00000000000000..ca6d920b37cc4f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea DistilBertEmbeddings from jwlovetea
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea` is a English model originally trained by jwlovetea.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea_en_5.1.2_3.0_1694790258197.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea_en_5.1.2_3.0_1694790258197.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_jwlovetea|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jwlovetea/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn_en.md
new file mode 100644
index 00000000000000..b799b235ed2df7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn DistilBertEmbeddings from lakecrimsonn
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn` is a English model originally trained by lakecrimsonn.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn_en_5.1.2_3.0_1694775410500.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn_en_5.1.2_3.0_1694775410500.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_lakecrimsonn|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/lakecrimsonn/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_luzimu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_luzimu_en.md
new file mode 100644
index 00000000000000..201520baae29e2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_luzimu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_luzimu DistilBertEmbeddings from luzimu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_luzimu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_luzimu` is a English model originally trained by luzimu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_luzimu_en_5.1.2_3.0_1694783536406.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_luzimu_en_5.1.2_3.0_1694783536406.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_luzimu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_luzimu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_luzimu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/luzimu/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_maseiya_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_maseiya_en.md
new file mode 100644
index 00000000000000..6aaf7db41b68e6
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_maseiya_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_maseiya DistilBertEmbeddings from maseiya
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_maseiya
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_maseiya` is a English model originally trained by maseiya.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_maseiya_en_5.1.2_3.0_1694770328657.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_maseiya_en_5.1.2_3.0_1694770328657.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_maseiya","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_maseiya", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_maseiya|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/maseiya/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_mbateman_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_mbateman_en.md
new file mode 100644
index 00000000000000..e117378fd6db5b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_mbateman_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_mbateman DistilBertEmbeddings from mbateman
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_mbateman
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_mbateman` is a English model originally trained by mbateman.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_mbateman_en_5.1.2_3.0_1694782120527.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_mbateman_en_5.1.2_3.0_1694782120527.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_mbateman","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_mbateman", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_mbateman|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/mbateman/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob_en.md
new file mode 100644
index 00000000000000..c947fab2d8e8ce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob DistilBertEmbeddings from miesnerjacob
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob` is a English model originally trained by miesnerjacob.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob_en_5.1.2_3.0_1694774420966.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob_en_5.1.2_3.0_1694774420966.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_miesnerjacob|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/miesnerjacob/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi_en.md
new file mode 100644
index 00000000000000..925e071a5e5068
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi DistilBertEmbeddings from nicolacandussi
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi` is a English model originally trained by nicolacandussi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi_en_5.1.2_3.0_1694792078563.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi_en_5.1.2_3.0_1694792078563.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_nicolacandussi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/nicolacandussi/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_nugget00_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_nugget00_en.md
new file mode 100644
index 00000000000000..61660c170d082c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_nugget00_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_nugget00 DistilBertEmbeddings from nugget00
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_nugget00
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_nugget00` is a English model originally trained by nugget00.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_nugget00_en_5.1.2_3.0_1694788315308.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_nugget00_en_5.1.2_3.0_1694788315308.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_nugget00","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_nugget00", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_nugget00|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/nugget00/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero_en.md
new file mode 100644
index 00000000000000..32d5a19e816465
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero DistilBertEmbeddings from osanseviero
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero` is a English model originally trained by osanseviero.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero_en_5.1.2_3.0_1694787328705.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero_en_5.1.2_3.0_1694787328705.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_osanseviero|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/osanseviero/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu_en.md
new file mode 100644
index 00000000000000..93128e31c9cbaf
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu DistilBertEmbeddings from peterhsu
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu` is a English model originally trained by peterhsu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu_en_5.1.2_3.0_1694787941415.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu_en_5.1.2_3.0_1694787941415.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_peterhsu|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/peterhsu/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_physhunter_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_physhunter_en.md
new file mode 100644
index 00000000000000..a5dd3aaecc4b28
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_physhunter_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_physhunter DistilBertEmbeddings from PhysHunter
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_physhunter
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_physhunter` is a English model originally trained by PhysHunter.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_physhunter_en_5.1.2_3.0_1694776775566.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_physhunter_en_5.1.2_3.0_1694776775566.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_physhunter","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_physhunter", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_physhunter|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/PhysHunter/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake_en.md
new file mode 100644
index 00000000000000..6124c05c388d9f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake DistilBertEmbeddings from runningsnake
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake` is a English model originally trained by runningsnake.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake_en_5.1.2_3.0_1694782116286.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake_en_5.1.2_3.0_1694782116286.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_runningsnake|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/runningsnake/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo_en.md
new file mode 100644
index 00000000000000..a26a62436e8e37
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo DistilBertEmbeddings from SayaEndo
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo` is a English model originally trained by SayaEndo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo_en_5.1.2_3.0_1694781746406.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo_en_5.1.2_3.0_1694781746406.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_sayaendo|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/SayaEndo/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sebastians_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sebastians_en.md
new file mode 100644
index 00000000000000..7880a9faf7bb14
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sebastians_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_sebastians DistilBertEmbeddings from SebastianS
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_sebastians
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_sebastians` is a English model originally trained by SebastianS.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sebastians_en_5.1.2_3.0_1694772917775.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sebastians_en_5.1.2_3.0_1694772917775.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sebastians","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sebastians", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_sebastians|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/SebastianS/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sgr23_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sgr23_en.md
new file mode 100644
index 00000000000000..efbac5bdd51fad
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sgr23_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_sgr23 DistilBertEmbeddings from sgr23
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_sgr23
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_sgr23` is a English model originally trained by sgr23.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sgr23_en_5.1.2_3.0_1694784756753.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sgr23_en_5.1.2_3.0_1694784756753.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sgr23","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sgr23", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_sgr23|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/sgr23/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41_en.md
new file mode 100644
index 00000000000000..6ca1c0b309f589
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41 DistilBertEmbeddings from ShadowTwin41
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41` is a English model originally trained by ShadowTwin41.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41_en_5.1.2_3.0_1694788124987.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41_en_5.1.2_3.0_1694788124987.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_shadowtwin41|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ShadowTwin41/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_soduhh_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_soduhh_en.md
new file mode 100644
index 00000000000000..ba93a526c82f02
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_soduhh_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_soduhh DistilBertEmbeddings from soduhh
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_soduhh
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_soduhh` is a English model originally trained by soduhh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_soduhh_en_5.1.2_3.0_1694774128556.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_soduhh_en_5.1.2_3.0_1694774128556.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_soduhh","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_soduhh", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_soduhh|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/soduhh/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sofa566_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sofa566_en.md
new file mode 100644
index 00000000000000..b830706876afd0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sofa566_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_sofa566 DistilBertEmbeddings from sofa566
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_sofa566
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_sofa566` is a English model originally trained by sofa566.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sofa566_en_5.1.2_3.0_1694781170986.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sofa566_en_5.1.2_3.0_1694781170986.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sofa566","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sofa566", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_sofa566|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/sofa566/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sonny_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sonny_en.md
new file mode 100644
index 00000000000000..ed7d934754d984
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sonny_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_sonny DistilBertEmbeddings from Sonny
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_sonny
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_sonny` is a English model originally trained by Sonny.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sonny_en_5.1.2_3.0_1694779487811.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sonny_en_5.1.2_3.0_1694779487811.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sonny","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sonny", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_sonny|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Sonny/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sophon_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sophon_en.md
new file mode 100644
index 00000000000000..8ae491e84cc761
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_sophon_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_sophon DistilBertEmbeddings from Sophon
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_sophon
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_sophon` is a English model originally trained by Sophon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sophon_en_5.1.2_3.0_1694772344487.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_sophon_en_5.1.2_3.0_1694772344487.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sophon","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_sophon", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_sophon|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Sophon/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829_en.md
new file mode 100644
index 00000000000000..b222b6dd23a283
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829 DistilBertEmbeddings from suzuki0829
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829` is a English model originally trained by suzuki0829.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829_en_5.1.2_3.0_1694770510510.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829_en_5.1.2_3.0_1694770510510.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_suzuki0829|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/suzuki0829/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_thabet_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_thabet_en.md
new file mode 100644
index 00000000000000..7a9acfa63cb213
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_thabet_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_squad_d5716d28_thabet DistilBertEmbeddings from Thabet
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_squad_d5716d28_thabet
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_squad_d5716d28_thabet` is a English model originally trained by Thabet.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_thabet_en_5.1.2_3.0_1694784973757.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_thabet_en_5.1.2_3.0_1694784973757.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_thabet","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_squad_d5716d28_thabet", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_squad_d5716d28_thabet|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Thabet/distilbert-base-uncased-finetuned-squad-d5716d28
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_ysugawa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_ysugawa_en.md
index 1926befd573ad4..319879f624e735 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_ysugawa_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_squad_d5716d28_ysugawa_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_ysugawa_en_5.1.2_3.0_1694736922524.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_ysugawa_en_5.1.2_3.0_1694736922524.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_ysugawa_en_5.1.2_3.0_1694770212287.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_squad_d5716d28_ysugawa_en_5.1.2_3.0_1694770212287.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_test_headline_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_test_headline_en.md
new file mode 100644
index 00000000000000..f01c79160c471c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_test_headline_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_test_headline DistilBertEmbeddings from lucypallent
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_test_headline
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_test_headline` is a English model originally trained by lucypallent.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_test_headline_en_5.1.2_3.0_1694790033469.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_test_headline_en_5.1.2_3.0_1694790033469.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_test_headline","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_test_headline", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_test_headline|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/lucypallent/distilbert-base-uncased-finetuned-test-headline
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_tweet_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_tweet_en.md
new file mode 100644
index 00000000000000..cb54b422676481
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_tweet_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_tweet DistilBertEmbeddings from shreyasdatar
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_tweet
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_tweet` is a English model originally trained by shreyasdatar.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_tweet_en_5.1.2_3.0_1694783838766.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_tweet_en_5.1.2_3.0_1694783838766.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_tweet","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_tweet", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_tweet|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/shreyasdatar/distilbert-base-uncased-finetuned-tweet
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_vk_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_vk_en.md
new file mode 100644
index 00000000000000..b27a7654af3211
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_vk_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_vk DistilBertEmbeddings from bruhwalkk
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_vk
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_vk` is a English model originally trained by bruhwalkk.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_vk_en_5.1.2_3.0_1694780625605.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_vk_en_5.1.2_3.0_1694780625605.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_vk","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_vk", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_vk|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.0 MB|
+
+## References
+
+https://huggingface.co/bruhwalkk/distilbert-base-uncased-finetuned-vk
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_wb_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_wb_en.md
new file mode 100644
index 00000000000000..d2e6b25744d635
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_wb_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_wb DistilBertEmbeddings from alexskrn
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_wb
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_wb` is a English model originally trained by alexskrn.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_wb_en_5.1.2_3.0_1694782258713.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_wb_en_5.1.2_3.0_1694782258713.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_wb","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_wb", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_wb|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/alexskrn/distilbert-base-uncased-finetuned-wb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_wos_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_wos_en.md
new file mode 100644
index 00000000000000..c6ede77dc6af52
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_finetuned_wos_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_finetuned_wos DistilBertEmbeddings from alvin-wen
+author: John Snow Labs
+name: distilbert_base_uncased_finetuned_wos
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_finetuned_wos` is a English model originally trained by alvin-wen.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_wos_en_5.1.2_3.0_1694782853873.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_finetuned_wos_en_5.1.2_3.0_1694782853873.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_finetuned_wos","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_finetuned_wos", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_finetuned_wos|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/alvin-wen/distilbert-base-uncased-finetuned-wos
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_holocaust_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_holocaust_en.md
new file mode 100644
index 00000000000000..39a447f9a36385
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_holocaust_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_holocaust DistilBertEmbeddings from wjbmattingly
+author: John Snow Labs
+name: distilbert_base_uncased_holocaust
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_holocaust` is a English model originally trained by wjbmattingly.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_holocaust_en_5.1.2_3.0_1694786616427.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_holocaust_en_5.1.2_3.0_1694786616427.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_holocaust","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_holocaust", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_holocaust|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/wjbmattingly/distilbert-base-uncased-holocaust
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_accelerate_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_accelerate_en.md
new file mode 100644
index 00000000000000..13a0359616d1d0
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_accelerate_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_imdb_accelerate DistilBertEmbeddings from hieule
+author: John Snow Labs
+name: distilbert_base_uncased_imdb_accelerate
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_imdb_accelerate` is a English model originally trained by hieule.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_imdb_accelerate_en_5.1.2_3.0_1694784667459.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_imdb_accelerate_en_5.1.2_3.0_1694784667459.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_imdb_accelerate","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_imdb_accelerate", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_imdb_accelerate|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/hieule/distilbert-base-uncased-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_disbert1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_disbert1_en.md
new file mode 100644
index 00000000000000..698d45123a8c62
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_disbert1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_imdb_disbert1 DistilBertEmbeddings from Billwzl
+author: John Snow Labs
+name: distilbert_base_uncased_imdb_disbert1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_imdb_disbert1` is a English model originally trained by Billwzl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_imdb_disbert1_en_5.1.2_3.0_1694783463877.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_imdb_disbert1_en_5.1.2_3.0_1694783463877.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_imdb_disbert1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_imdb_disbert1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_imdb_disbert1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.0 MB|
+
+## References
+
+https://huggingface.co/Billwzl/distilbert-base-uncased-IMDB_disbert1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_distilbert_en.md
new file mode 100644
index 00000000000000..02caca63fcd510
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_imdb_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_imdb_distilbert DistilBertEmbeddings from Billwzl
+author: John Snow Labs
+name: distilbert_base_uncased_imdb_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_imdb_distilbert` is a English model originally trained by Billwzl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_imdb_distilbert_en_5.1.2_3.0_1694782933769.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_imdb_distilbert_en_5.1.2_3.0_1694782933769.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_imdb_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_imdb_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_imdb_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Billwzl/distilbert-base-uncased-IMDB_distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_issues_128_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_issues_128_en.md
new file mode 100644
index 00000000000000..c20f2d91d20f46
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_issues_128_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_issues_128 DistilBertEmbeddings from Chrispfield
+author: John Snow Labs
+name: distilbert_base_uncased_issues_128
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_issues_128` is a English model originally trained by Chrispfield.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_issues_128_en_5.1.2_3.0_1694784972786.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_issues_128_en_5.1.2_3.0_1694784972786.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_issues_128","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_issues_128", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_issues_128|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Chrispfield/distilbert-base-uncased-issues-128
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_linkedin_domain_adaptation_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_linkedin_domain_adaptation_en.md
new file mode 100644
index 00000000000000..d27eeedeb45238
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_linkedin_domain_adaptation_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_linkedin_domain_adaptation DistilBertEmbeddings from algiraldohe
+author: John Snow Labs
+name: distilbert_base_uncased_linkedin_domain_adaptation
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_linkedin_domain_adaptation` is a English model originally trained by algiraldohe.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_linkedin_domain_adaptation_en_5.1.2_3.0_1694772620399.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_linkedin_domain_adaptation_en_5.1.2_3.0_1694772620399.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_linkedin_domain_adaptation","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_linkedin_domain_adaptation", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_linkedin_domain_adaptation|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/algiraldohe/distilbert-base-uncased-linkedin-domain-adaptation
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_malayalam_arxiv_papers_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_malayalam_arxiv_papers_en.md
new file mode 100644
index 00000000000000..4348333d106e19
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_malayalam_arxiv_papers_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_malayalam_arxiv_papers DistilBertEmbeddings from aalksii
+author: John Snow Labs
+name: distilbert_base_uncased_malayalam_arxiv_papers
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_malayalam_arxiv_papers` is a English model originally trained by aalksii.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_malayalam_arxiv_papers_en_5.1.2_3.0_1694783989229.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_malayalam_arxiv_papers_en_5.1.2_3.0_1694783989229.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_malayalam_arxiv_papers","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_malayalam_arxiv_papers", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_malayalam_arxiv_papers|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/aalksii/distilbert-base-uncased-ml-arxiv-papers
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mask_accelerate_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mask_accelerate_en.md
new file mode 100644
index 00000000000000..5e083c5e694835
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mask_accelerate_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_mask_accelerate DistilBertEmbeddings from xiannvhh
+author: John Snow Labs
+name: distilbert_base_uncased_mask_accelerate
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_mask_accelerate` is a English model originally trained by xiannvhh.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_mask_accelerate_en_5.1.2_3.0_1694785625253.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_mask_accelerate_en_5.1.2_3.0_1694785625253.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_mask_accelerate","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_mask_accelerate", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_mask_accelerate|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/xiannvhh/distilbert-base-uncased-mask-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mask_finetuned_imdb_v1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mask_finetuned_imdb_v1_en.md
new file mode 100644
index 00000000000000..c88a0d0e3f6866
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mask_finetuned_imdb_v1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_mask_finetuned_imdb_v1 DistilBertEmbeddings from kaiku03
+author: John Snow Labs
+name: distilbert_base_uncased_mask_finetuned_imdb_v1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_mask_finetuned_imdb_v1` is a English model originally trained by kaiku03.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_mask_finetuned_imdb_v1_en_5.1.2_3.0_1694788413645.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_mask_finetuned_imdb_v1_en_5.1.2_3.0_1694788413645.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_mask_finetuned_imdb_v1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_mask_finetuned_imdb_v1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_mask_finetuned_imdb_v1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/kaiku03/distilbert-base-uncased-mask-finetuned-imdb_v1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mlm_scirepeval_fos_chemistry_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mlm_scirepeval_fos_chemistry_en.md
new file mode 100644
index 00000000000000..990cf1b3846257
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mlm_scirepeval_fos_chemistry_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_mlm_scirepeval_fos_chemistry DistilBertEmbeddings from jonas-luehrs
+author: John Snow Labs
+name: distilbert_base_uncased_mlm_scirepeval_fos_chemistry
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_mlm_scirepeval_fos_chemistry` is a English model originally trained by jonas-luehrs.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_mlm_scirepeval_fos_chemistry_en_5.1.2_3.0_1694784976059.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_mlm_scirepeval_fos_chemistry_en_5.1.2_3.0_1694784976059.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_mlm_scirepeval_fos_chemistry","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_mlm_scirepeval_fos_chemistry", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_mlm_scirepeval_fos_chemistry|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jonas-luehrs/distilbert-base-uncased-MLM-scirepeval_fos_chemistry
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mlm_tamil_local_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mlm_tamil_local_en.md
new file mode 100644
index 00000000000000..1a86dcf2ea1831
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_mlm_tamil_local_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_mlm_tamil_local DistilBertEmbeddings from medhabi
+author: John Snow Labs
+name: distilbert_base_uncased_mlm_tamil_local
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_mlm_tamil_local` is a English model originally trained by medhabi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_mlm_tamil_local_en_5.1.2_3.0_1694788852384.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_mlm_tamil_local_en_5.1.2_3.0_1694788852384.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_mlm_tamil_local","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_mlm_tamil_local", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_mlm_tamil_local|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/medhabi/distilbert-base-uncased-mlm-ta-local
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_scratch_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_scratch_en.md
new file mode 100644
index 00000000000000..94c2c4fa2f0145
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_scratch_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_scratch DistilBertEmbeddings from hieule
+author: John Snow Labs
+name: distilbert_base_uncased_scratch
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_scratch` is a English model originally trained by hieule.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_scratch_en_5.1.2_3.0_1694784563353.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_scratch_en_5.1.2_3.0_1694784563353.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_scratch","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_scratch", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_scratch|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/hieule/distilbert-base-uncased-scratch
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_80_1x4_block_pruneofa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_80_1x4_block_pruneofa_en.md
new file mode 100644
index 00000000000000..d42b5dddc0ba91
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_80_1x4_block_pruneofa_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_sparse_80_1x4_block_pruneofa DistilBertEmbeddings from Intel
+author: John Snow Labs
+name: distilbert_base_uncased_sparse_80_1x4_block_pruneofa
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_sparse_80_1x4_block_pruneofa` is a English model originally trained by Intel.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_sparse_80_1x4_block_pruneofa_en_5.1.2_3.0_1694785612750.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_sparse_80_1x4_block_pruneofa_en_5.1.2_3.0_1694785612750.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_sparse_80_1x4_block_pruneofa","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_sparse_80_1x4_block_pruneofa", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_sparse_80_1x4_block_pruneofa|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|136.5 MB|
+
+## References
+
+https://huggingface.co/Intel/distilbert-base-uncased-sparse-80-1x4-block-pruneofa
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_85_unstructured_pruneofa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_85_unstructured_pruneofa_en.md
new file mode 100644
index 00000000000000..a02bdabd658dce
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_85_unstructured_pruneofa_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_sparse_85_unstructured_pruneofa DistilBertEmbeddings from Intel
+author: John Snow Labs
+name: distilbert_base_uncased_sparse_85_unstructured_pruneofa
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_sparse_85_unstructured_pruneofa` is a English model originally trained by Intel.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_sparse_85_unstructured_pruneofa_en_5.1.2_3.0_1694778491947.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_sparse_85_unstructured_pruneofa_en_5.1.2_3.0_1694778491947.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_sparse_85_unstructured_pruneofa","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_sparse_85_unstructured_pruneofa", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_sparse_85_unstructured_pruneofa|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|132.5 MB|
+
+## References
+
+https://huggingface.co/Intel/distilbert-base-uncased-sparse-85-unstructured-pruneofa
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_90_unstructured_pruneofa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_90_unstructured_pruneofa_en.md
new file mode 100644
index 00000000000000..5a59934e1cf1d8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_sparse_90_unstructured_pruneofa_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_sparse_90_unstructured_pruneofa DistilBertEmbeddings from Intel
+author: John Snow Labs
+name: distilbert_base_uncased_sparse_90_unstructured_pruneofa
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_sparse_90_unstructured_pruneofa` is a English model originally trained by Intel.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_sparse_90_unstructured_pruneofa_en_5.1.2_3.0_1694778619456.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_sparse_90_unstructured_pruneofa_en_5.1.2_3.0_1694778619456.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_sparse_90_unstructured_pruneofa","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_sparse_90_unstructured_pruneofa", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_sparse_90_unstructured_pruneofa|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|123.3 MB|
+
+## References
+
+https://huggingface.co/Intel/distilbert-base-uncased-sparse-90-unstructured-pruneofa
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_wholewordmasking_finetuned_imdb_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_wholewordmasking_finetuned_imdb_en.md
new file mode 100644
index 00000000000000..809064db15d5be
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_base_uncased_wholewordmasking_finetuned_imdb_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_base_uncased_wholewordmasking_finetuned_imdb DistilBertEmbeddings from VanHoan
+author: John Snow Labs
+name: distilbert_base_uncased_wholewordmasking_finetuned_imdb
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_base_uncased_wholewordmasking_finetuned_imdb` is a English model originally trained by VanHoan.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_wholewordmasking_finetuned_imdb_en_5.1.2_3.0_1694784099518.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_base_uncased_wholewordmasking_finetuned_imdb_en_5.1.2_3.0_1694784099518.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_base_uncased_wholewordmasking_finetuned_imdb","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_base_uncased_wholewordmasking_finetuned_imdb", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_base_uncased_wholewordmasking_finetuned_imdb|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/VanHoan/distilbert-base-uncased-WholeWordMasking-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_classification_eplorer_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_classification_eplorer_en.md
new file mode 100644
index 00000000000000..26a254a4a3a7b5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_classification_eplorer_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_classification_eplorer DistilBertEmbeddings from edanigoben
+author: John Snow Labs
+name: distilbert_classification_eplorer
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_classification_eplorer` is a English model originally trained by edanigoben.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_classification_eplorer_en_5.1.2_3.0_1694778754715.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_classification_eplorer_en_5.1.2_3.0_1694778754715.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_classification_eplorer","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_classification_eplorer", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_classification_eplorer|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/edanigoben/distilbert-classification-eplorer
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_cmc_a8_h512_l4_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_cmc_a8_h512_l4_en.md
new file mode 100644
index 00000000000000..744dc76b096790
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_cmc_a8_h512_l4_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_cmc_a8_h512_l4 DistilBertEmbeddings from levuloihust
+author: John Snow Labs
+name: distilbert_cmc_a8_h512_l4
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_cmc_a8_h512_l4` is a English model originally trained by levuloihust.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_cmc_a8_h512_l4_en_5.1.2_3.0_1694782904245.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_cmc_a8_h512_l4_en_5.1.2_3.0_1694782904245.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_cmc_a8_h512_l4","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_cmc_a8_h512_l4", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_cmc_a8_h512_l4|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|167.9 MB|
+
+## References
+
+https://huggingface.co/levuloihust/distilbert-cmc-A8-H512-L4
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_domain_adapted_ecomm_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_domain_adapted_ecomm_en.md
new file mode 100644
index 00000000000000..ecfa2e4d18f441
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_domain_adapted_ecomm_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_domain_adapted_ecomm DistilBertEmbeddings from Kk2k
+author: John Snow Labs
+name: distilbert_domain_adapted_ecomm
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_domain_adapted_ecomm` is a English model originally trained by Kk2k.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_domain_adapted_ecomm_en_5.1.2_3.0_1694783099567.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_domain_adapted_ecomm_en_5.1.2_3.0_1694783099567.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_domain_adapted_ecomm","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_domain_adapted_ecomm", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_domain_adapted_ecomm|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/Kk2k/Distilbert_domain_adapted_ecomm
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_base_uncased_continued_training_medqa_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_base_uncased_continued_training_medqa_en.md
new file mode 100644
index 00000000000000..886624345f6f39
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_base_uncased_continued_training_medqa_en.md
@@ -0,0 +1,101 @@
+---
+layout: model
+title: English Bert Embeddings model (from Shaier)
+author: John Snow Labs
+name: distilbert_embeddings_base_uncased_continued_training_medqa
+date: 2023-09-15
+tags: [open_source, distilbert, distilbert_embeddings, distilbertformaskedlm, en, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForMaskedLM model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. `distilbert-base-uncased-continued_training-medqa` is a English model originally trained by `Shaier`.
+
+## Predicted Entities
+
+
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_base_uncased_continued_training_medqa_en_5.1.2_3.0_1694777575763.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_base_uncased_continued_training_medqa_en_5.1.2_3.0_1694777575763.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+documentAssembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("document")
+
+tokenizer = Tokenizer() \
+ .setInputCols("document") \
+ .setOutputCol("token")
+
+embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_base_uncased_continued_training_medqa","en") \
+ .setInputCols(["document", "token"]) \
+ .setOutputCol("embeddings") \
+ .setCaseSensitive(True)
+
+pipeline = Pipeline(stages=[documentAssembler, tokenizer, embeddings])
+
+data = spark.createDataFrame([["I love Spark-NLP"]]).toDF("text")
+
+result = pipeline.fit(data).transform(data)
+```
+```scala
+val documentAssembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("document")
+
+val tokenizer = new Tokenizer()
+ .setInputCols("document")
+ .setOutputCol("token")
+
+val embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_base_uncased_continued_training_medqa","en")
+ .setInputCols(Array("document", "token"))
+ .setOutputCol("embeddings")
+ .setCaseSensitive(True)
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, embeddings))
+
+val data = Seq("I love Spark-NLP").toDS.toDF("text")
+
+val result = pipeline.fit(data).transform(data)
+```
+
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_embeddings_base_uncased_continued_training_medqa|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[sentence, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+|Case sensitive:|false|
+
+## References
+
+References
+
+https://huggingface.co/Shaier/distilbert-base-uncased-continued_training-medqa
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_base_uncased_finetuned_imdb_accelerate_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_base_uncased_finetuned_imdb_accelerate_en.md
new file mode 100644
index 00000000000000..3d3eba092e03a4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_base_uncased_finetuned_imdb_accelerate_en.md
@@ -0,0 +1,101 @@
+---
+layout: model
+title: English Bert Embeddings Cased model (from nrsmac)
+author: John Snow Labs
+name: distilbert_embeddings_base_uncased_finetuned_imdb_accelerate
+date: 2023-09-15
+tags: [open_source, distilbert, distilbert_embeddings, distilbertformaskedlm, en, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForMaskedLM model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. `distilbert-base-uncased-finetuned-imdb-accelerate` is a English model originally trained by `nrsmac`.
+
+## Predicted Entities
+
+
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_base_uncased_finetuned_imdb_accelerate_en_5.1.2_3.0_1694779961580.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_base_uncased_finetuned_imdb_accelerate_en_5.1.2_3.0_1694779961580.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+documentAssembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("document")
+
+tokenizer = Tokenizer() \
+ .setInputCols("document") \
+ .setOutputCol("token")
+
+embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_base_uncased_finetuned_imdb_accelerate","en") \
+ .setInputCols(["document", "token"]) \
+ .setOutputCol("embeddings") \
+ .setCaseSensitive(True)
+
+pipeline = Pipeline(stages=[documentAssembler, tokenizer, embeddings])
+
+data = spark.createDataFrame([["I love Spark-NLP"]]).toDF("text")
+
+result = pipeline.fit(data).transform(data)
+```
+```scala
+val documentAssembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("document")
+
+val tokenizer = new Tokenizer()
+ .setInputCols("document")
+ .setOutputCol("token")
+
+val embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_base_uncased_finetuned_imdb_accelerate","en")
+ .setInputCols(Array("document", "token"))
+ .setOutputCol("embeddings")
+ .setCaseSensitive(True)
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, embeddings))
+
+val data = Seq("I love Spark-NLP").toDS.toDF("text")
+
+val result = pipeline.fit(data).transform(data)
+```
+
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_embeddings_base_uncased_finetuned_imdb_accelerate|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[sentence, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+|Case sensitive:|false|
+
+## References
+
+References
+
+https://huggingface.co/nrsmac/distilbert-base-uncased-finetuned-imdb-accelerate
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_bio_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_bio_cased_en.md
new file mode 100644
index 00000000000000..9b96f3832a81fd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_bio_cased_en.md
@@ -0,0 +1,101 @@
+---
+layout: model
+title: English Bert Embeddings Cased model (from nlpie)
+author: John Snow Labs
+name: distilbert_embeddings_bio_cased
+date: 2023-09-15
+tags: [open_source, distilbert, distilbert_embeddings, distilbertformaskedlm, en, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForMaskedLM model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. `bio-distilbert-cased` is a English model originally trained by `nlpie`.
+
+## Predicted Entities
+
+
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_bio_cased_en_5.1.2_3.0_1694783708969.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_bio_cased_en_5.1.2_3.0_1694783708969.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+documentAssembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("document")
+
+tokenizer = Tokenizer() \
+ .setInputCols("document") \
+ .setOutputCol("token")
+
+embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_bio_cased","en") \
+ .setInputCols(["document", "token"]) \
+ .setOutputCol("embeddings") \
+ .setCaseSensitive(True)
+
+pipeline = Pipeline(stages=[documentAssembler, tokenizer, embeddings])
+
+data = spark.createDataFrame([["I love Spark-NLP"]]).toDF("text")
+
+result = pipeline.fit(data).transform(data)
+```
+```scala
+val documentAssembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("document")
+
+val tokenizer = new Tokenizer()
+ .setInputCols("document")
+ .setOutputCol("token")
+
+val embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_bio_cased","en")
+ .setInputCols(Array("document", "token"))
+ .setOutputCol("embeddings")
+ .setCaseSensitive(True)
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, embeddings))
+
+val data = Seq("I love Spark-NLP").toDS.toDF("text")
+
+val result = pipeline.fit(data).transform(data)
+```
+
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_embeddings_bio_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[sentence, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|243.7 MB|
+|Case sensitive:|false|
+
+## References
+
+References
+
+https://huggingface.co/nlpie/bio-distilbert-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_bio_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_bio_uncased_en.md
new file mode 100644
index 00000000000000..f692d7bf074a8d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_bio_uncased_en.md
@@ -0,0 +1,101 @@
+---
+layout: model
+title: English Bert Embeddings model (from nlpie)
+author: John Snow Labs
+name: distilbert_embeddings_bio_uncased
+date: 2023-09-15
+tags: [open_source, distilbert, distilbert_embeddings, distilbertformaskedlm, en, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForMaskedLM model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. `bio-distilbert-uncased` is a English model originally trained by `nlpie`.
+
+## Predicted Entities
+
+
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_bio_uncased_en_5.1.2_3.0_1694783869030.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_bio_uncased_en_5.1.2_3.0_1694783869030.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+documentAssembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("document")
+
+tokenizer = Tokenizer() \
+ .setInputCols("document") \
+ .setOutputCol("token")
+
+embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_bio_uncased","en") \
+ .setInputCols(["document", "token"]) \
+ .setOutputCol("embeddings") \
+ .setCaseSensitive(True)
+
+pipeline = Pipeline(stages=[documentAssembler, tokenizer, embeddings])
+
+data = spark.createDataFrame([["I love Spark-NLP"]]).toDF("text")
+
+result = pipeline.fit(data).transform(data)
+```
+```scala
+val documentAssembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("document")
+
+val tokenizer = new Tokenizer()
+ .setInputCols("document")
+ .setOutputCol("token")
+
+val embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_bio_uncased","en")
+ .setInputCols(Array("document", "token"))
+ .setOutputCol("embeddings")
+ .setCaseSensitive(True)
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, embeddings))
+
+val data = Seq("I love Spark-NLP").toDS.toDF("text")
+
+val result = pipeline.fit(data).transform(data)
+```
+
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_embeddings_bio_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[sentence, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+|Case sensitive:|false|
+
+## References
+
+References
+
+https://huggingface.co/nlpie/bio-distilbert-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_clinical_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_clinical_en.md
new file mode 100644
index 00000000000000..a0a9413550703a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_clinical_en.md
@@ -0,0 +1,101 @@
+---
+layout: model
+title: English Bert Embeddings model (from nlpie)
+author: John Snow Labs
+name: distilbert_embeddings_clinical
+date: 2023-09-15
+tags: [open_source, distilbert, distilbert_embeddings, distilbertformaskedlm, en, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForMaskedLM model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. `clinical-distilbert` is a English model originally trained by `nlpie`.
+
+## Predicted Entities
+
+
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_clinical_en_5.1.2_3.0_1694771806781.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_clinical_en_5.1.2_3.0_1694771806781.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+documentAssembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("document")
+
+tokenizer = Tokenizer() \
+ .setInputCols("document") \
+ .setOutputCol("token")
+
+embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_clinical","en") \
+ .setInputCols(["document", "token"]) \
+ .setOutputCol("embeddings") \
+ .setCaseSensitive(True)
+
+pipeline = Pipeline(stages=[documentAssembler, tokenizer, embeddings])
+
+data = spark.createDataFrame([["I love Spark-NLP"]]).toDF("text")
+
+result = pipeline.fit(data).transform(data)
+```
+```scala
+val documentAssembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("document")
+
+val tokenizer = new Tokenizer()
+ .setInputCols("document")
+ .setOutputCol("token")
+
+val embeddings = DistilBertEmbeddings.pretrained("distilbert_embeddings_clinical","en")
+ .setInputCols(Array("document", "token"))
+ .setOutputCol("embeddings")
+ .setCaseSensitive(True)
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, embeddings))
+
+val data = Seq("I love Spark-NLP").toDS.toDF("text")
+
+val result = pipeline.fit(data).transform(data)
+```
+
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_embeddings_clinical|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[sentence, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|243.6 MB|
+|Case sensitive:|false|
+
+## References
+
+References
+
+https://huggingface.co/nlpie/clinical-distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_google_job_data_tuned_trial_8_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_google_job_data_tuned_trial_8_en.md
new file mode 100644
index 00000000000000..1d3c9cefce2c49
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_google_job_data_tuned_trial_8_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_embeddings_google_job_data_tuned_trial_8 DistilBertEmbeddings from EslamAhmed
+author: John Snow Labs
+name: distilbert_embeddings_google_job_data_tuned_trial_8
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_embeddings_google_job_data_tuned_trial_8` is a English model originally trained by EslamAhmed.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_google_job_data_tuned_trial_8_en_5.1.2_3.0_1694773297076.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_google_job_data_tuned_trial_8_en_5.1.2_3.0_1694773297076.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_embeddings_google_job_data_tuned_trial_8","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_embeddings_google_job_data_tuned_trial_8", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_embeddings_google_job_data_tuned_trial_8|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|402.3 MB|
+
+## References
+
+https://huggingface.co/EslamAhmed/google_Job_data_tuned_trial_8_11-2-2022
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_we4lkd_aml_1921_2017_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_we4lkd_aml_1921_2017_en.md
new file mode 100644
index 00000000000000..f869068d5dd6da
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_embeddings_we4lkd_aml_1921_2017_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_embeddings_we4lkd_aml_1921_2017 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: distilbert_embeddings_we4lkd_aml_1921_2017
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_embeddings_we4lkd_aml_1921_2017` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_we4lkd_aml_1921_2017_en_5.1.2_3.0_1694779750303.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_embeddings_we4lkd_aml_1921_2017_en_5.1.2_3.0_1694779750303.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_embeddings_we4lkd_aml_1921_2017","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_embeddings_we4lkd_aml_1921_2017", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_embeddings_we4lkd_aml_1921_2017|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2017
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_imdb_lyk0013_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_imdb_lyk0013_en.md
new file mode 100644
index 00000000000000..0b85162c5f5726
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_imdb_lyk0013_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_finetuned_imdb_lyk0013 DistilBertEmbeddings from lyk0013
+author: John Snow Labs
+name: distilbert_finetuned_imdb_lyk0013
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_finetuned_imdb_lyk0013` is a English model originally trained by lyk0013.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_finetuned_imdb_lyk0013_en_5.1.2_3.0_1694790297554.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_finetuned_imdb_lyk0013_en_5.1.2_3.0_1694790297554.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_finetuned_imdb_lyk0013","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_finetuned_imdb_lyk0013", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_finetuned_imdb_lyk0013|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/lyk0013/distilbert-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_imdb_tsabing_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_imdb_tsabing_en.md
new file mode 100644
index 00000000000000..b35ecb267a931f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_imdb_tsabing_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_finetuned_imdb_tsabing DistilBertEmbeddings from Tsabing
+author: John Snow Labs
+name: distilbert_finetuned_imdb_tsabing
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_finetuned_imdb_tsabing` is a English model originally trained by Tsabing.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_finetuned_imdb_tsabing_en_5.1.2_3.0_1694789241169.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_finetuned_imdb_tsabing_en_5.1.2_3.0_1694789241169.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_finetuned_imdb_tsabing","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_finetuned_imdb_tsabing", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_finetuned_imdb_tsabing|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Tsabing/distilbert-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_spmlm_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_spmlm_en.md
new file mode 100644
index 00000000000000..41b6b0a5006381
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_finetuned_spmlm_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_finetuned_spmlm DistilBertEmbeddings from ashwathjadhav23
+author: John Snow Labs
+name: distilbert_finetuned_spmlm
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_finetuned_spmlm` is a English model originally trained by ashwathjadhav23.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_finetuned_spmlm_en_5.1.2_3.0_1694773887957.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_finetuned_spmlm_en_5.1.2_3.0_1694773887957.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_finetuned_spmlm","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_finetuned_spmlm", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_finetuned_spmlm|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|243.7 MB|
+
+## References
+
+https://huggingface.co/ashwathjadhav23/DistilBert_Finetuned_SpMLM
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_french_explorer_classification_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_french_explorer_classification_en.md
new file mode 100644
index 00000000000000..5d13d4d3aeccb5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_french_explorer_classification_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_french_explorer_classification DistilBertEmbeddings from factored
+author: John Snow Labs
+name: distilbert_french_explorer_classification
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_french_explorer_classification` is a English model originally trained by factored.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_french_explorer_classification_en_5.1.2_3.0_1694779552028.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_french_explorer_classification_en_5.1.2_3.0_1694779552028.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_french_explorer_classification","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_french_explorer_classification", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_french_explorer_classification|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.1 MB|
+
+## References
+
+https://huggingface.co/factored/distilbert-fr-explorer-classification
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_hemingway_sar_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_hemingway_sar_en.md
new file mode 100644
index 00000000000000..c6f43bb5523c7f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_hemingway_sar_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_hemingway_sar DistilBertEmbeddings from khazen2
+author: John Snow Labs
+name: distilbert_hemingway_sar
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_hemingway_sar` is a English model originally trained by khazen2.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_hemingway_sar_en_5.1.2_3.0_1694786578751.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_hemingway_sar_en_5.1.2_3.0_1694786578751.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_hemingway_sar","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_hemingway_sar", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_hemingway_sar|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/khazen2/DistilBERT_Hemingway_SAR
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_hinglish_big_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_hinglish_big_en.md
new file mode 100644
index 00000000000000..5b9789063aac23
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_hinglish_big_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_hinglish_big DistilBertEmbeddings from aditeyabaral
+author: John Snow Labs
+name: distilbert_hinglish_big
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_hinglish_big` is a English model originally trained by aditeyabaral.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_hinglish_big_en_5.1.2_3.0_1694779769717.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_hinglish_big_en_5.1.2_3.0_1694779769717.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_hinglish_big","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_hinglish_big", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_hinglish_big|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.0 MB|
+
+## References
+
+https://huggingface.co/aditeyabaral/distilbert-hinglish-big
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_hinglish_small_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_hinglish_small_en.md
new file mode 100644
index 00000000000000..cb32a2ccc8ce17
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_hinglish_small_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_hinglish_small DistilBertEmbeddings from aditeyabaral
+author: John Snow Labs
+name: distilbert_hinglish_small
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_hinglish_small` is a English model originally trained by aditeyabaral.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_hinglish_small_en_5.1.2_3.0_1694779874373.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_hinglish_small_en_5.1.2_3.0_1694779874373.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_hinglish_small","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_hinglish_small", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_hinglish_small|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.0 MB|
+
+## References
+
+https://huggingface.co/aditeyabaral/distilbert-hinglish-small
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_imdb_negative_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_imdb_negative_en.md
new file mode 100644
index 00000000000000..aa56d258ad77af
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_imdb_negative_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_imdb_negative DistilBertEmbeddings from michalwilk123
+author: John Snow Labs
+name: distilbert_imdb_negative
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_imdb_negative` is a English model originally trained by michalwilk123.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_imdb_negative_en_5.1.2_3.0_1694782498235.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_imdb_negative_en_5.1.2_3.0_1694782498235.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_imdb_negative","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_imdb_negative", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_imdb_negative|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/michalwilk123/distilbert-imdb-negative
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_imdb_positive_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_imdb_positive_en.md
new file mode 100644
index 00000000000000..ca0bd79a1b7f8d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_imdb_positive_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_imdb_positive DistilBertEmbeddings from michalwilk123
+author: John Snow Labs
+name: distilbert_imdb_positive
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_imdb_positive` is a English model originally trained by michalwilk123.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_imdb_positive_en_5.1.2_3.0_1694782618191.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_imdb_positive_en_5.1.2_3.0_1694782618191.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_imdb_positive","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_imdb_positive", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_imdb_positive|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/michalwilk123/distilbert-imdb-positive
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_1000k_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_1000k_en.md
new file mode 100644
index 00000000000000..c19330a9e22c6f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_1000k_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_mlm_1000k DistilBertEmbeddings from vocab-transformers
+author: John Snow Labs
+name: distilbert_mlm_1000k
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_mlm_1000k` is a English model originally trained by vocab-transformers.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_mlm_1000k_en_5.1.2_3.0_1694788526784.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_mlm_1000k_en_5.1.2_3.0_1694788526784.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_mlm_1000k","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_mlm_1000k", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_mlm_1000k|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|246.8 MB|
+
+## References
+
+https://huggingface.co/vocab-transformers/distilbert-mlm-1000k
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_250k_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_250k_en.md
new file mode 100644
index 00000000000000..17506d9d98ca7d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_250k_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_mlm_250k DistilBertEmbeddings from vocab-transformers
+author: John Snow Labs
+name: distilbert_mlm_250k
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_mlm_250k` is a English model originally trained by vocab-transformers.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_mlm_250k_en_5.1.2_3.0_1694788223580.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_mlm_250k_en_5.1.2_3.0_1694788223580.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_mlm_250k","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_mlm_250k", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_mlm_250k|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.0 MB|
+
+## References
+
+https://huggingface.co/vocab-transformers/distilbert-mlm-250k
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_500k_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_500k_en.md
new file mode 100644
index 00000000000000..09f5a95e3f3201
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_500k_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_mlm_500k DistilBertEmbeddings from vocab-transformers
+author: John Snow Labs
+name: distilbert_mlm_500k
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_mlm_500k` is a English model originally trained by vocab-transformers.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_mlm_500k_en_5.1.2_3.0_1694788324657.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_mlm_500k_en_5.1.2_3.0_1694788324657.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_mlm_500k","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_mlm_500k", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_mlm_500k|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|246.9 MB|
+
+## References
+
+https://huggingface.co/vocab-transformers/distilbert-mlm-500k
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_750k_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_750k_en.md
new file mode 100644
index 00000000000000..dcc0f4d7c33da6
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_750k_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_mlm_750k DistilBertEmbeddings from vocab-transformers
+author: John Snow Labs
+name: distilbert_mlm_750k
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_mlm_750k` is a English model originally trained by vocab-transformers.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_mlm_750k_en_5.1.2_3.0_1694788420155.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_mlm_750k_en_5.1.2_3.0_1694788420155.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_mlm_750k","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_mlm_750k", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_mlm_750k|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|246.8 MB|
+
+## References
+
+https://huggingface.co/vocab-transformers/distilbert-mlm-750k
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_best_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_best_en.md
new file mode 100644
index 00000000000000..1eaec4ce82c3fa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_mlm_best_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_mlm_best DistilBertEmbeddings from vocab-transformers
+author: John Snow Labs
+name: distilbert_mlm_best
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_mlm_best` is a English model originally trained by vocab-transformers.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_mlm_best_en_5.1.2_3.0_1694788626661.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_mlm_best_en_5.1.2_3.0_1694788626661.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_mlm_best","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_mlm_best", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_mlm_best|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|246.9 MB|
+
+## References
+
+https://huggingface.co/vocab-transformers/distilbert-mlm-best
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_perigon_200k_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_perigon_200k_en.md
new file mode 100644
index 00000000000000..6fcc0bad67de51
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_perigon_200k_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_perigon_200k DistilBertEmbeddings from judy93536
+author: John Snow Labs
+name: distilbert_perigon_200k
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_perigon_200k` is a English model originally trained by judy93536.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_perigon_200k_en_5.1.2_3.0_1694785838237.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_perigon_200k_en_5.1.2_3.0_1694785838237.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_perigon_200k","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_perigon_200k", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_perigon_200k|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/judy93536/distilbert-perigon-200k
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_pubmed_mlm_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_pubmed_mlm_en.md
new file mode 100644
index 00000000000000..9b38b3d88bb013
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_pubmed_mlm_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_pubmed_mlm DistilBertEmbeddings from Gaborandi
+author: John Snow Labs
+name: distilbert_pubmed_mlm
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_pubmed_mlm` is a English model originally trained by Gaborandi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_pubmed_mlm_en_5.1.2_3.0_1694775368835.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_pubmed_mlm_en_5.1.2_3.0_1694775368835.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_pubmed_mlm","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_pubmed_mlm", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_pubmed_mlm|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/Gaborandi/distilbert-pubmed-MLM
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_ravenk_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_ravenk_en.md
new file mode 100644
index 00000000000000..2db4d812e44890
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_ravenk_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_ravenk DistilBertEmbeddings from RavenK
+author: John Snow Labs
+name: distilbert_ravenk
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_ravenk` is a English model originally trained by RavenK.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_ravenk_en_5.1.2_3.0_1694786300721.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_ravenk_en_5.1.2_3.0_1694786300721.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_ravenk","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_ravenk", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_ravenk|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/RavenK/distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_sparsembed_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_sparsembed_en.md
new file mode 100644
index 00000000000000..a7991ca7e186ab
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_sparsembed_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_sparsembed DistilBertEmbeddings from raphaelsty
+author: John Snow Labs
+name: distilbert_sparsembed
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_sparsembed` is a English model originally trained by raphaelsty.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_sparsembed_en_5.1.2_3.0_1694787885018.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_sparsembed_en_5.1.2_3.0_1694787885018.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_sparsembed","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_sparsembed", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_sparsembed|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/raphaelsty/distilbert-sparsembed
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_splade_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_splade_en.md
new file mode 100644
index 00000000000000..938bd19e5035ad
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_splade_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_splade DistilBertEmbeddings from raphaelsty
+author: John Snow Labs
+name: distilbert_splade
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_splade` is a English model originally trained by raphaelsty.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_splade_en_5.1.2_3.0_1694787786344.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_splade_en_5.1.2_3.0_1694787786344.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_splade","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_splade", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_splade|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/raphaelsty/distilbert-splade
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_ugiugi_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_ugiugi_en.md
new file mode 100644
index 00000000000000..4ca0440e6b3c1c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_ugiugi_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distilbert_ugiugi DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: distilbert_ugiugi
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distilbert_ugiugi` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_ugiugi_en_5.1.2_3.0_1694785503613.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_ugiugi_en_5.1.2_3.0_1694785503613.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distilbert_ugiugi","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distilbert_ugiugi", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distilbert_ugiugi|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/ugiugi/distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distilbert_v1_en.md b/docs/_posts/ahmedlone127/2023-09-15-distilbert_v1_en.md
index 661174247fb785..53d82d34f6bb8c 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distilbert_v1_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distilbert_v1_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_v1_en_5.1.2_3.0_1694736931572.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_v1_en_5.1.2_3.0_1694736931572.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distilbert_v1_en_5.1.2_3.0_1694770244017.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distilbert_v1_en_5.1.2_3.0_1694770244017.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distill_test_en.md b/docs/_posts/ahmedlone127/2023-09-15-distill_test_en.md
new file mode 100644
index 00000000000000..b02c7b84a03c88
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distill_test_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distill_test DistilBertEmbeddings from domenicrosati
+author: John Snow Labs
+name: distill_test
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distill_test` is a English model originally trained by domenicrosati.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distill_test_en_5.1.2_3.0_1694778046009.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distill_test_en_5.1.2_3.0_1694778046009.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distill_test","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distill_test", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distill_test|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/domenicrosati/distill-test
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distillbert_base_spanish_uncased_finetuned_imdb_en.md b/docs/_posts/ahmedlone127/2023-09-15-distillbert_base_spanish_uncased_finetuned_imdb_en.md
new file mode 100644
index 00000000000000..67a6ad4c4cac72
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-distillbert_base_spanish_uncased_finetuned_imdb_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English distillbert_base_spanish_uncased_finetuned_imdb DistilBertEmbeddings from franfram
+author: John Snow Labs
+name: distillbert_base_spanish_uncased_finetuned_imdb
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`distillbert_base_spanish_uncased_finetuned_imdb` is a English model originally trained by franfram.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distillbert_base_spanish_uncased_finetuned_imdb_en_5.1.2_3.0_1694790663206.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distillbert_base_spanish_uncased_finetuned_imdb_en_5.1.2_3.0_1694790663206.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("distillbert_base_spanish_uncased_finetuned_imdb","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("distillbert_base_spanish_uncased_finetuned_imdb", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|distillbert_base_spanish_uncased_finetuned_imdb|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|250.2 MB|
+
+## References
+
+https://huggingface.co/franfram/distillbert-base-spanish-uncased-finetuned-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-distillbert_base_spanish_uncased_finetuned_spanish_corpus_en.md b/docs/_posts/ahmedlone127/2023-09-15-distillbert_base_spanish_uncased_finetuned_spanish_corpus_en.md
index 29817fb96f563c..52ed7660530b68 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-distillbert_base_spanish_uncased_finetuned_spanish_corpus_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-distillbert_base_spanish_uncased_finetuned_spanish_corpus_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distillbert_base_spanish_uncased_finetuned_spanish_corpus_en_5.1.2_3.0_1694736667906.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distillbert_base_spanish_uncased_finetuned_spanish_corpus_en_5.1.2_3.0_1694736667906.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/distillbert_base_spanish_uncased_finetuned_spanish_corpus_en_5.1.2_3.0_1694769979577.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/distillbert_base_spanish_uncased_finetuned_spanish_corpus_en_5.1.2_3.0_1694769979577.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-domain_adapted_arbert_goudma_en.md b/docs/_posts/ahmedlone127/2023-09-15-domain_adapted_arbert_goudma_en.md
new file mode 100644
index 00000000000000..6f85457b85df97
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-domain_adapted_arbert_goudma_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English domain_adapted_arbert_goudma DistilBertEmbeddings from YassineToughrai
+author: John Snow Labs
+name: domain_adapted_arbert_goudma
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`domain_adapted_arbert_goudma` is a English model originally trained by YassineToughrai.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/domain_adapted_arbert_goudma_en_5.1.2_3.0_1694782061367.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/domain_adapted_arbert_goudma_en_5.1.2_3.0_1694782061367.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("domain_adapted_arbert_goudma","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("domain_adapted_arbert_goudma", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|domain_adapted_arbert_goudma|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|606.8 MB|
+
+## References
+
+https://huggingface.co/YassineToughrai/Domain_adapted_ARBERT_GOUDMA
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-dummy_model_en.md b/docs/_posts/ahmedlone127/2023-09-15-dummy_model_en.md
new file mode 100644
index 00000000000000..637b335a6645ef
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-dummy_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English dummy_model DistilBertEmbeddings from luoweijie
+author: John Snow Labs
+name: dummy_model
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`dummy_model` is a English model originally trained by luoweijie.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/dummy_model_en_5.1.2_3.0_1694781796190.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/dummy_model_en_5.1.2_3.0_1694781796190.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("dummy_model","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("dummy_model", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|dummy_model|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/luoweijie/dummy-model
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-e4a_covid_distilbert_base_romanian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-e4a_covid_distilbert_base_romanian_cased_en.md
new file mode 100644
index 00000000000000..03a4e43ee86fcb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-e4a_covid_distilbert_base_romanian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English e4a_covid_distilbert_base_romanian_cased DistilBertEmbeddings from racai
+author: John Snow Labs
+name: e4a_covid_distilbert_base_romanian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`e4a_covid_distilbert_base_romanian_cased` is a English model originally trained by racai.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/e4a_covid_distilbert_base_romanian_cased_en_5.1.2_3.0_1694786227826.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/e4a_covid_distilbert_base_romanian_cased_en_5.1.2_3.0_1694786227826.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("e4a_covid_distilbert_base_romanian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("e4a_covid_distilbert_base_romanian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|e4a_covid_distilbert_base_romanian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|305.9 MB|
+
+## References
+
+https://huggingface.co/racai/e4a-covid-distilbert-base-romanian-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-e4a_permits_distilbert_base_romanian_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-e4a_permits_distilbert_base_romanian_cased_en.md
new file mode 100644
index 00000000000000..f223499ccfa25d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-e4a_permits_distilbert_base_romanian_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English e4a_permits_distilbert_base_romanian_cased DistilBertEmbeddings from racai
+author: John Snow Labs
+name: e4a_permits_distilbert_base_romanian_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`e4a_permits_distilbert_base_romanian_cased` is a English model originally trained by racai.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/e4a_permits_distilbert_base_romanian_cased_en_5.1.2_3.0_1694786350915.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/e4a_permits_distilbert_base_romanian_cased_en_5.1.2_3.0_1694786350915.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("e4a_permits_distilbert_base_romanian_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("e4a_permits_distilbert_base_romanian_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|e4a_permits_distilbert_base_romanian_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|305.9 MB|
+
+## References
+
+https://huggingface.co/racai/e4a-permits-distilbert-base-romanian-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_v_large_doc_en.md b/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_v_large_doc_en.md
new file mode 100644
index 00000000000000..477278a7117682
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_v_large_doc_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English efficient_splade_v_large_doc DistilBertEmbeddings from naver
+author: John Snow Labs
+name: efficient_splade_v_large_doc
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`efficient_splade_v_large_doc` is a English model originally trained by naver.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/efficient_splade_v_large_doc_en_5.1.2_3.0_1694778590163.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/efficient_splade_v_large_doc_en_5.1.2_3.0_1694778590163.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("efficient_splade_v_large_doc","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("efficient_splade_v_large_doc", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|efficient_splade_v_large_doc|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/naver/efficient-splade-V-large-doc
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_v_large_query_en.md b/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_v_large_query_en.md
new file mode 100644
index 00000000000000..bfc881dd2f0211
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_v_large_query_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English efficient_splade_v_large_query DistilBertEmbeddings from naver
+author: John Snow Labs
+name: efficient_splade_v_large_query
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`efficient_splade_v_large_query` is a English model originally trained by naver.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/efficient_splade_v_large_query_en_5.1.2_3.0_1694778680533.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/efficient_splade_v_large_query_en_5.1.2_3.0_1694778680533.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("efficient_splade_v_large_query","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("efficient_splade_v_large_query", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|efficient_splade_v_large_query|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.4 MB|
+
+## References
+
+https://huggingface.co/naver/efficient-splade-V-large-query
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_vi_bt_large_doc_en.md b/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_vi_bt_large_doc_en.md
new file mode 100644
index 00000000000000..12c67a2c71b8d5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-efficient_splade_vi_bt_large_doc_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English efficient_splade_vi_bt_large_doc DistilBertEmbeddings from naver
+author: John Snow Labs
+name: efficient_splade_vi_bt_large_doc
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`efficient_splade_vi_bt_large_doc` is a English model originally trained by naver.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/efficient_splade_vi_bt_large_doc_en_5.1.2_3.0_1694778781866.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/efficient_splade_vi_bt_large_doc_en_5.1.2_3.0_1694778781866.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("efficient_splade_vi_bt_large_doc","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("efficient_splade_vi_bt_large_doc", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|efficient_splade_vi_bt_large_doc|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/naver/efficient-splade-VI-BT-large-doc
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-eighteenth_century_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-eighteenth_century_distilbert_en.md
new file mode 100644
index 00000000000000..28896709b6a7aa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-eighteenth_century_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English eighteenth_century_distilbert DistilBertEmbeddings from davanstrien
+author: John Snow Labs
+name: eighteenth_century_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`eighteenth_century_distilbert` is a English model originally trained by davanstrien.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/eighteenth_century_distilbert_en_5.1.2_3.0_1694780486021.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/eighteenth_century_distilbert_en_5.1.2_3.0_1694780486021.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("eighteenth_century_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("eighteenth_century_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|eighteenth_century_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|244.4 MB|
+
+## References
+
+https://huggingface.co/davanstrien/eighteenth-century-distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-erwt_year_en.md b/docs/_posts/ahmedlone127/2023-09-15-erwt_year_en.md
new file mode 100644
index 00000000000000..3c4d09ca41735d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-erwt_year_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English erwt_year DistilBertEmbeddings from Livingwithmachines
+author: John Snow Labs
+name: erwt_year
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`erwt_year` is a English model originally trained by Livingwithmachines.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/erwt_year_en_5.1.2_3.0_1694780244581.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/erwt_year_en_5.1.2_3.0_1694780244581.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("erwt_year","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("erwt_year", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|erwt_year|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Livingwithmachines/erwt-year
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-erwt_year_masked_25_en.md b/docs/_posts/ahmedlone127/2023-09-15-erwt_year_masked_25_en.md
new file mode 100644
index 00000000000000..06371f700c903b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-erwt_year_masked_25_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English erwt_year_masked_25 DistilBertEmbeddings from Livingwithmachines
+author: John Snow Labs
+name: erwt_year_masked_25
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`erwt_year_masked_25` is a English model originally trained by Livingwithmachines.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/erwt_year_masked_25_en_5.1.2_3.0_1694780473232.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/erwt_year_masked_25_en_5.1.2_3.0_1694780473232.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("erwt_year_masked_25","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("erwt_year_masked_25", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|erwt_year_masked_25|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Livingwithmachines/erwt-year-masked-25
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-erwt_year_masked_75_en.md b/docs/_posts/ahmedlone127/2023-09-15-erwt_year_masked_75_en.md
new file mode 100644
index 00000000000000..8c8bc839960829
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-erwt_year_masked_75_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English erwt_year_masked_75 DistilBertEmbeddings from Livingwithmachines
+author: John Snow Labs
+name: erwt_year_masked_75
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`erwt_year_masked_75` is a English model originally trained by Livingwithmachines.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/erwt_year_masked_75_en_5.1.2_3.0_1694780617608.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/erwt_year_masked_75_en_5.1.2_3.0_1694780617608.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("erwt_year_masked_75","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("erwt_year_masked_75", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|erwt_year_masked_75|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Livingwithmachines/erwt-year-masked-75
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-erwt_year_southern_sotho_en.md b/docs/_posts/ahmedlone127/2023-09-15-erwt_year_southern_sotho_en.md
new file mode 100644
index 00000000000000..bf355fe105aac2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-erwt_year_southern_sotho_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English erwt_year_southern_sotho DistilBertEmbeddings from Livingwithmachines
+author: John Snow Labs
+name: erwt_year_southern_sotho
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`erwt_year_southern_sotho` is a English model originally trained by Livingwithmachines.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/erwt_year_southern_sotho_en_5.1.2_3.0_1694780351987.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/erwt_year_southern_sotho_en_5.1.2_3.0_1694780351987.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("erwt_year_southern_sotho","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("erwt_year_southern_sotho", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|erwt_year_southern_sotho|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.4 MB|
+
+## References
+
+https://huggingface.co/Livingwithmachines/erwt-year-st
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-experiment_en.md b/docs/_posts/ahmedlone127/2023-09-15-experiment_en.md
new file mode 100644
index 00000000000000..b8c55b9fd506fa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-experiment_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English experiment DistilBertEmbeddings from apl33
+author: John Snow Labs
+name: experiment
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`experiment` is a English model originally trained by apl33.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/experiment_en_5.1.2_3.0_1694779805982.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/experiment_en_5.1.2_3.0_1694779805982.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("experiment","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("experiment", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|experiment|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|402.3 MB|
+
+## References
+
+https://huggingface.co/apl33/experiment
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-few_mask_en.md b/docs/_posts/ahmedlone127/2023-09-15-few_mask_en.md
new file mode 100644
index 00000000000000..ce492ff554f657
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-few_mask_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English few_mask DistilBertEmbeddings from Ondiet
+author: John Snow Labs
+name: few_mask
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`few_mask` is a English model originally trained by Ondiet.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/few_mask_en_5.1.2_3.0_1694788941452.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/few_mask_en_5.1.2_3.0_1694788941452.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("few_mask","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("few_mask", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|few_mask|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Ondiet/few_mask
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-film20000distilbert_base_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-film20000distilbert_base_uncased_en.md
index 74d1ca7c856994..8cc80dd7d0cead 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-film20000distilbert_base_uncased_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-film20000distilbert_base_uncased_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/film20000distilbert_base_uncased_en_5.1.2_3.0_1694736242255.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/film20000distilbert_base_uncased_en_5.1.2_3.0_1694736242255.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/film20000distilbert_base_uncased_en_5.1.2_3.0_1694774514582.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/film20000distilbert_base_uncased_en_5.1.2_3.0_1694774514582.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-film20000film20000distilbert_base_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-film20000film20000distilbert_base_uncased_en.md
new file mode 100644
index 00000000000000..cae359671ffaae
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-film20000film20000distilbert_base_uncased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English film20000film20000distilbert_base_uncased DistilBertEmbeddings from AmaiaSolaun
+author: John Snow Labs
+name: film20000film20000distilbert_base_uncased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`film20000film20000distilbert_base_uncased` is a English model originally trained by AmaiaSolaun.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/film20000film20000distilbert_base_uncased_en_5.1.2_3.0_1694775693003.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/film20000film20000distilbert_base_uncased_en_5.1.2_3.0_1694775693003.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("film20000film20000distilbert_base_uncased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("film20000film20000distilbert_base_uncased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|film20000film20000distilbert_base_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/AmaiaSolaun/film20000film20000distilbert-base-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-film95000distilbert_base_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-film95000distilbert_base_uncased_en.md
new file mode 100644
index 00000000000000..1a617a1bdd3510
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-film95000distilbert_base_uncased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English film95000distilbert_base_uncased DistilBertEmbeddings from AmaiaSolaun
+author: John Snow Labs
+name: film95000distilbert_base_uncased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`film95000distilbert_base_uncased` is a English model originally trained by AmaiaSolaun.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/film95000distilbert_base_uncased_en_5.1.2_3.0_1694776512015.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/film95000distilbert_base_uncased_en_5.1.2_3.0_1694776512015.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("film95000distilbert_base_uncased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("film95000distilbert_base_uncased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|film95000distilbert_base_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/AmaiaSolaun/film95000distilbert-base-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-film98984distilbert_base_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-film98984distilbert_base_uncased_en.md
new file mode 100644
index 00000000000000..2d5bbcbe0fd425
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-film98984distilbert_base_uncased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English film98984distilbert_base_uncased DistilBertEmbeddings from AmaiaSolaun
+author: John Snow Labs
+name: film98984distilbert_base_uncased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`film98984distilbert_base_uncased` is a English model originally trained by AmaiaSolaun.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/film98984distilbert_base_uncased_en_5.1.2_3.0_1694775585695.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/film98984distilbert_base_uncased_en_5.1.2_3.0_1694775585695.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("film98984distilbert_base_uncased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("film98984distilbert_base_uncased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|film98984distilbert_base_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/AmaiaSolaun/film98984distilbert-base-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-fine_tuned_distilbert_nosql_injection_en.md b/docs/_posts/ahmedlone127/2023-09-15-fine_tuned_distilbert_nosql_injection_en.md
new file mode 100644
index 00000000000000..4f609c5a04c68a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-fine_tuned_distilbert_nosql_injection_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English fine_tuned_distilbert_nosql_injection DistilBertEmbeddings from ankush-003
+author: John Snow Labs
+name: fine_tuned_distilbert_nosql_injection
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`fine_tuned_distilbert_nosql_injection` is a English model originally trained by ankush-003.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/fine_tuned_distilbert_nosql_injection_en_5.1.2_3.0_1694775832410.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/fine_tuned_distilbert_nosql_injection_en_5.1.2_3.0_1694775832410.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("fine_tuned_distilbert_nosql_injection","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("fine_tuned_distilbert_nosql_injection", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|fine_tuned_distilbert_nosql_injection|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/ankush-003/fine-tuned-distilbert-nosql-injection
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-first_try_4_en.md b/docs/_posts/ahmedlone127/2023-09-15-first_try_4_en.md
new file mode 100644
index 00000000000000..a26be8582a30fa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-first_try_4_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English first_try_4 DistilBertEmbeddings from disanda
+author: John Snow Labs
+name: first_try_4
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`first_try_4` is a English model originally trained by disanda.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/first_try_4_en_5.1.2_3.0_1694773416430.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/first_try_4_en_5.1.2_3.0_1694773416430.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("first_try_4","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("first_try_4", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|first_try_4|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/disanda/first_try_4
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-flang_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-flang_distilbert_en.md
new file mode 100644
index 00000000000000..f6ef0f490e70cf
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-flang_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English flang_distilbert DistilBertEmbeddings from SALT-NLP
+author: John Snow Labs
+name: flang_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`flang_distilbert` is a English model originally trained by SALT-NLP.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/flang_distilbert_en_5.1.2_3.0_1694777676228.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/flang_distilbert_en_5.1.2_3.0_1694777676228.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("flang_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("flang_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|flang_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/SALT-NLP/FLANG-DistilBERT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-german_poetry_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-german_poetry_distilbert_en.md
new file mode 100644
index 00000000000000..8d51fc0905638c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-german_poetry_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English german_poetry_distilbert DistilBertEmbeddings from Anjoe
+author: John Snow Labs
+name: german_poetry_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`german_poetry_distilbert` is a English model originally trained by Anjoe.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/german_poetry_distilbert_en_5.1.2_3.0_1694774320800.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/german_poetry_distilbert_en_5.1.2_3.0_1694774320800.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("german_poetry_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("german_poetry_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|german_poetry_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|250.3 MB|
+
+## References
+
+https://huggingface.co/Anjoe/german-poetry-distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-google_job_data_tuned_trial_1_en.md b/docs/_posts/ahmedlone127/2023-09-15-google_job_data_tuned_trial_1_en.md
new file mode 100644
index 00000000000000..6a6806eaa9bf20
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-google_job_data_tuned_trial_1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English google_job_data_tuned_trial_1 DistilBertEmbeddings from EslamAhmed
+author: John Snow Labs
+name: google_job_data_tuned_trial_1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`google_job_data_tuned_trial_1` is a English model originally trained by EslamAhmed.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/google_job_data_tuned_trial_1_en_5.1.2_3.0_1694770671424.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/google_job_data_tuned_trial_1_en_5.1.2_3.0_1694770671424.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("google_job_data_tuned_trial_1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("google_job_data_tuned_trial_1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|google_job_data_tuned_trial_1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|402.3 MB|
+
+## References
+
+https://huggingface.co/EslamAhmed/google_Job_data_tuned_trial_1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-google_job_data_tuned_trial_2_11_2_2022_en.md b/docs/_posts/ahmedlone127/2023-09-15-google_job_data_tuned_trial_2_11_2_2022_en.md
new file mode 100644
index 00000000000000..09bd2241a5d469
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-google_job_data_tuned_trial_2_11_2_2022_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English google_job_data_tuned_trial_2_11_2_2022 DistilBertEmbeddings from EslamAhmed
+author: John Snow Labs
+name: google_job_data_tuned_trial_2_11_2_2022
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`google_job_data_tuned_trial_2_11_2_2022` is a English model originally trained by EslamAhmed.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/google_job_data_tuned_trial_2_11_2_2022_en_5.1.2_3.0_1694772782812.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/google_job_data_tuned_trial_2_11_2_2022_en_5.1.2_3.0_1694772782812.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("google_job_data_tuned_trial_2_11_2_2022","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("google_job_data_tuned_trial_2_11_2_2022", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|google_job_data_tuned_trial_2_11_2_2022|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|402.3 MB|
+
+## References
+
+https://huggingface.co/EslamAhmed/google_Job_data_tuned_trial_2_11-2-2022
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-hf_distilbert_imdb_mlm_cosine_en.md b/docs/_posts/ahmedlone127/2023-09-15-hf_distilbert_imdb_mlm_cosine_en.md
index f1b4ae3231f99c..321a26b9575858 100644
--- a/docs/_posts/ahmedlone127/2023-09-15-hf_distilbert_imdb_mlm_cosine_en.md
+++ b/docs/_posts/ahmedlone127/2023-09-15-hf_distilbert_imdb_mlm_cosine_en.md
@@ -24,8 +24,8 @@ Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to
{:.btn-box}
Live Demo
Open in Colab
-[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/hf_distilbert_imdb_mlm_cosine_en_5.1.2_3.0_1694736657876.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
-[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/hf_distilbert_imdb_mlm_cosine_en_5.1.2_3.0_1694736657876.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/hf_distilbert_imdb_mlm_cosine_en_5.1.2_3.0_1694769976827.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/hf_distilbert_imdb_mlm_cosine_en_5.1.2_3.0_1694769976827.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
## How to use
diff --git a/docs/_posts/ahmedlone127/2023-09-15-hf_distilbert_imdb_mlm_en.md b/docs/_posts/ahmedlone127/2023-09-15-hf_distilbert_imdb_mlm_en.md
new file mode 100644
index 00000000000000..598fef3dfcef95
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-hf_distilbert_imdb_mlm_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English hf_distilbert_imdb_mlm DistilBertEmbeddings from nos1de
+author: John Snow Labs
+name: hf_distilbert_imdb_mlm
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`hf_distilbert_imdb_mlm` is a English model originally trained by nos1de.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/hf_distilbert_imdb_mlm_en_5.1.2_3.0_1694791148509.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/hf_distilbert_imdb_mlm_en_5.1.2_3.0_1694791148509.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("hf_distilbert_imdb_mlm","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("hf_distilbert_imdb_mlm", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|hf_distilbert_imdb_mlm|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/nos1de/hf-distilbert-imdb-mlm
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-hinglish_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-hinglish_distilbert_en.md
new file mode 100644
index 00000000000000..c571c046c03da8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-hinglish_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English hinglish_distilbert DistilBertEmbeddings from meghanabhange
+author: John Snow Labs
+name: hinglish_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`hinglish_distilbert` is a English model originally trained by meghanabhange.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/hinglish_distilbert_en_5.1.2_3.0_1694782372500.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/hinglish_distilbert_en_5.1.2_3.0_1694782372500.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("hinglish_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("hinglish_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|hinglish_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|243.7 MB|
+
+## References
+
+https://huggingface.co/meghanabhange/Hinglish-DistilBert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-indic_transformers_hindi_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-indic_transformers_hindi_distilbert_en.md
new file mode 100644
index 00000000000000..ae1d2a7f6cb8bc
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-indic_transformers_hindi_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English indic_transformers_hindi_distilbert DistilBertEmbeddings from neuralspace
+author: John Snow Labs
+name: indic_transformers_hindi_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`indic_transformers_hindi_distilbert` is a English model originally trained by neuralspace.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/indic_transformers_hindi_distilbert_en_5.1.2_3.0_1694783192541.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/indic_transformers_hindi_distilbert_en_5.1.2_3.0_1694783192541.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("indic_transformers_hindi_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("indic_transformers_hindi_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|indic_transformers_hindi_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/neuralspace/indic-transformers-hi-distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adagrad_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adagrad_en.md
new file mode 100644
index 00000000000000..324774f9db35d9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adagrad_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_distilbert_mlm_adagrad DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_distilbert_mlm_adagrad
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_distilbert_mlm_adagrad` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adagrad_en_5.1.2_3.0_1694788039538.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adagrad_en_5.1.2_3.0_1694788039538.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_distilbert_mlm_adagrad","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_distilbert_mlm_adagrad", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_distilbert_mlm_adagrad|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-DistilBERT-mlm-adagrad
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_hf_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_hf_en.md
new file mode 100644
index 00000000000000..d36fb1f1702e99
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_hf_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_distilbert_mlm_adamw_hf DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_distilbert_mlm_adamw_hf
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_distilbert_mlm_adamw_hf` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adamw_hf_en_5.1.2_3.0_1694787638535.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adamw_hf_en_5.1.2_3.0_1694787638535.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_distilbert_mlm_adamw_hf","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_distilbert_mlm_adamw_hf", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_distilbert_mlm_adamw_hf|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-DistilBERT-mlm-adamw_hf
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_0608_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_0608_en.md
new file mode 100644
index 00000000000000..6f7fa1991c81dd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_0608_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_distilbert_mlm_adamw_torch_0608 DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_distilbert_mlm_adamw_torch_0608
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_distilbert_mlm_adamw_torch_0608` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adamw_torch_0608_en_5.1.2_3.0_1694788142265.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adamw_torch_0608_en_5.1.2_3.0_1694788142265.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_distilbert_mlm_adamw_torch_0608","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_distilbert_mlm_adamw_torch_0608", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_distilbert_mlm_adamw_torch_0608|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.7 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-DistilBERT-mlm-adamw_torch_0608
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_en.md
new file mode 100644
index 00000000000000..c93842c9710865
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_distilbert_mlm_adamw_torch DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_distilbert_mlm_adamw_torch
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_distilbert_mlm_adamw_torch` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adamw_torch_en_5.1.2_3.0_1694787825797.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adamw_torch_en_5.1.2_3.0_1694787825797.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_distilbert_mlm_adamw_torch","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_distilbert_mlm_adamw_torch", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_distilbert_mlm_adamw_torch|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-DistilBERT-mlm-adamw_torch
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_fused_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_fused_en.md
new file mode 100644
index 00000000000000..1063741d4d1b59
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_adamw_torch_fused_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_distilbert_mlm_adamw_torch_fused DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_distilbert_mlm_adamw_torch_fused
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_distilbert_mlm_adamw_torch_fused` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adamw_torch_fused_en_5.1.2_3.0_1694788244866.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_adamw_torch_fused_en_5.1.2_3.0_1694788244866.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_distilbert_mlm_adamw_torch_fused","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_distilbert_mlm_adamw_torch_fused", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_distilbert_mlm_adamw_torch_fused|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-DistilBERT-mlm-adamw_torch_fused
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_lion_32bit_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_lion_32bit_en.md
new file mode 100644
index 00000000000000..776b5189ddfcba
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_lion_32bit_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_distilbert_mlm_lion_32bit DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_distilbert_mlm_lion_32bit
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_distilbert_mlm_lion_32bit` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_lion_32bit_en_5.1.2_3.0_1694788344252.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_lion_32bit_en_5.1.2_3.0_1694788344252.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_distilbert_mlm_lion_32bit","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_distilbert_mlm_lion_32bit", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_distilbert_mlm_lion_32bit|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|245.9 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-DistilBERT-mlm-lion_32bit
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_lion_32bit_test_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_lion_32bit_test_en.md
new file mode 100644
index 00000000000000..0672005b36e2aa
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_lion_32bit_test_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_distilbert_mlm_lion_32bit_test DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_distilbert_mlm_lion_32bit_test
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_distilbert_mlm_lion_32bit_test` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_lion_32bit_test_en_5.1.2_3.0_1694788450083.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_lion_32bit_test_en_5.1.2_3.0_1694788450083.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_distilbert_mlm_lion_32bit_test","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_distilbert_mlm_lion_32bit_test", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_distilbert_mlm_lion_32bit_test|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|245.9 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-DistilBERT-mlm-lion_32bit_test
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_sgd_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_sgd_en.md
new file mode 100644
index 00000000000000..c1dee01844e52a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_distilbert_mlm_sgd_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_distilbert_mlm_sgd DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_distilbert_mlm_sgd
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_distilbert_mlm_sgd` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_sgd_en_5.1.2_3.0_1694787934386.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_distilbert_mlm_sgd_en_5.1.2_3.0_1694787934386.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_distilbert_mlm_sgd","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_distilbert_mlm_sgd", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_distilbert_mlm_sgd|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-DistilBERT-mlm-sgd
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-inisw08_robert_mlm_adamw_torch_test_en.md b/docs/_posts/ahmedlone127/2023-09-15-inisw08_robert_mlm_adamw_torch_test_en.md
new file mode 100644
index 00000000000000..dfff7490abf030
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-inisw08_robert_mlm_adamw_torch_test_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English inisw08_robert_mlm_adamw_torch_test DistilBertEmbeddings from ugiugi
+author: John Snow Labs
+name: inisw08_robert_mlm_adamw_torch_test
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`inisw08_robert_mlm_adamw_torch_test` is a English model originally trained by ugiugi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/inisw08_robert_mlm_adamw_torch_test_en_5.1.2_3.0_1694789322009.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/inisw08_robert_mlm_adamw_torch_test_en_5.1.2_3.0_1694789322009.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("inisw08_robert_mlm_adamw_torch_test","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("inisw08_robert_mlm_adamw_torch_test", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|inisw08_robert_mlm_adamw_torch_test|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/ugiugi/inisw08-RoBERT-mlm-adamw_torch_test
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-javanese_distilbert_small_imdb_jv.md b/docs/_posts/ahmedlone127/2023-09-15-javanese_distilbert_small_imdb_jv.md
new file mode 100644
index 00000000000000..7954b2cb6667a5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-javanese_distilbert_small_imdb_jv.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Javanese javanese_distilbert_small_imdb DistilBertEmbeddings from w11wo
+author: John Snow Labs
+name: javanese_distilbert_small_imdb
+date: 2023-09-15
+tags: [distilbert, jv, open_source, fill_mask, onnx]
+task: Embeddings
+language: jv
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`javanese_distilbert_small_imdb` is a Javanese model originally trained by w11wo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/javanese_distilbert_small_imdb_jv_5.1.2_3.0_1694785464605.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/javanese_distilbert_small_imdb_jv_5.1.2_3.0_1694785464605.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("javanese_distilbert_small_imdb","jv") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("javanese_distilbert_small_imdb", "jv")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|javanese_distilbert_small_imdb|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|jv|
+|Size:|247.6 MB|
+
+## References
+
+https://huggingface.co/w11wo/javanese-distilbert-small-imdb
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-javanese_distilbert_small_jv.md b/docs/_posts/ahmedlone127/2023-09-15-javanese_distilbert_small_jv.md
new file mode 100644
index 00000000000000..3374867b783e48
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-javanese_distilbert_small_jv.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Javanese javanese_distilbert_small DistilBertEmbeddings from w11wo
+author: John Snow Labs
+name: javanese_distilbert_small
+date: 2023-09-15
+tags: [distilbert, jv, open_source, fill_mask, onnx]
+task: Embeddings
+language: jv
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`javanese_distilbert_small` is a Javanese model originally trained by w11wo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/javanese_distilbert_small_jv_5.1.2_3.0_1694785574408.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/javanese_distilbert_small_jv_5.1.2_3.0_1694785574408.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("javanese_distilbert_small","jv") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("javanese_distilbert_small", "jv")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|javanese_distilbert_small|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|jv|
+|Size:|247.6 MB|
+
+## References
+
+https://huggingface.co/w11wo/javanese-distilbert-small
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_full_corpus_10.0_en.md b/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_full_corpus_10.0_en.md
new file mode 100644
index 00000000000000..16a4bef397b6e4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_full_corpus_10.0_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English kaz_legal_distilbert_full_corpus_10.0 DistilBertEmbeddings from kaisar-barlybay-sse
+author: John Snow Labs
+name: kaz_legal_distilbert_full_corpus_10.0
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`kaz_legal_distilbert_full_corpus_10.0` is a English model originally trained by kaisar-barlybay-sse.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/kaz_legal_distilbert_full_corpus_10.0_en_5.1.2_3.0_1694781030169.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/kaz_legal_distilbert_full_corpus_10.0_en_5.1.2_3.0_1694781030169.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("kaz_legal_distilbert_full_corpus_10.0","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("kaz_legal_distilbert_full_corpus_10.0", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|kaz_legal_distilbert_full_corpus_10.0|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/kaisar-barlybay-sse/kaz_legal_distilbert_full_corpus_10.0
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_full_corpus_3.0_en.md b/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_full_corpus_3.0_en.md
new file mode 100644
index 00000000000000..316e5e5bcf3328
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_full_corpus_3.0_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English kaz_legal_distilbert_full_corpus_3.0 DistilBertEmbeddings from kaisar-barlybay-sse
+author: John Snow Labs
+name: kaz_legal_distilbert_full_corpus_3.0
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`kaz_legal_distilbert_full_corpus_3.0` is a English model originally trained by kaisar-barlybay-sse.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/kaz_legal_distilbert_full_corpus_3.0_en_5.1.2_3.0_1694780769803.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/kaz_legal_distilbert_full_corpus_3.0_en_5.1.2_3.0_1694780769803.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("kaz_legal_distilbert_full_corpus_3.0","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("kaz_legal_distilbert_full_corpus_3.0", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|kaz_legal_distilbert_full_corpus_3.0|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/kaisar-barlybay-sse/kaz_legal_distilbert_full_corpus_3.0
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545_en.md b/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545_en.md
new file mode 100644
index 00000000000000..7bd19e82e8bdf7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545 DistilBertEmbeddings from kaisar-barlybay-sse
+author: John Snow Labs
+name: kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545` is a English model originally trained by kaisar-barlybay-sse.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545_en_5.1.2_3.0_1694782306602.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545_en_5.1.2_3.0_1694782306602.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.0 MB|
+
+## References
+
+https://huggingface.co/kaisar-barlybay-sse/kaz_legal_distilbert_legal_corpus_312818008_words_4.945454545454545
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-lsg_distilbert_base_uncased_4096_en.md b/docs/_posts/ahmedlone127/2023-09-15-lsg_distilbert_base_uncased_4096_en.md
new file mode 100644
index 00000000000000..376789eb00edb9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-lsg_distilbert_base_uncased_4096_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English lsg_distilbert_base_uncased_4096 DistilBertEmbeddings from ccdv
+author: John Snow Labs
+name: lsg_distilbert_base_uncased_4096
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`lsg_distilbert_base_uncased_4096` is a English model originally trained by ccdv.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/lsg_distilbert_base_uncased_4096_en_5.1.2_3.0_1694786927231.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/lsg_distilbert_base_uncased_4096_en_5.1.2_3.0_1694786927231.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("lsg_distilbert_base_uncased_4096","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("lsg_distilbert_base_uncased_4096", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|lsg_distilbert_base_uncased_4096|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|257.5 MB|
+
+## References
+
+https://huggingface.co/ccdv/lsg-distilbert-base-uncased-4096
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-ltrc_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-ltrc_distilbert_en.md
new file mode 100644
index 00000000000000..8437b1fe1fab69
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-ltrc_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English ltrc_distilbert DistilBertEmbeddings from ltrctelugu
+author: John Snow Labs
+name: ltrc_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`ltrc_distilbert` is a English model originally trained by ltrctelugu.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/ltrc_distilbert_en_5.1.2_3.0_1694781693527.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/ltrc_distilbert_en_5.1.2_3.0_1694781693527.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("ltrc_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("ltrc_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|ltrc_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|243.6 MB|
+
+## References
+
+https://huggingface.co/ltrctelugu/ltrc-distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-m4_mlm_en.md b/docs/_posts/ahmedlone127/2023-09-15-m4_mlm_en.md
new file mode 100644
index 00000000000000..a445e59cb23558
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-m4_mlm_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English m4_mlm DistilBertEmbeddings from S2312dal
+author: John Snow Labs
+name: m4_mlm
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`m4_mlm` is a English model originally trained by S2312dal.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/m4_mlm_en_5.1.2_3.0_1694776951864.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/m4_mlm_en_5.1.2_3.0_1694776951864.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("m4_mlm","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("m4_mlm", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|m4_mlm|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/S2312dal/M4_MLM
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-malaysian_distilbert_small_ms.md b/docs/_posts/ahmedlone127/2023-09-15-malaysian_distilbert_small_ms.md
new file mode 100644
index 00000000000000..4517c842fa1a98
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-malaysian_distilbert_small_ms.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Malay (macrolanguage) malaysian_distilbert_small DistilBertEmbeddings from w11wo
+author: John Snow Labs
+name: malaysian_distilbert_small
+date: 2023-09-15
+tags: [distilbert, ms, open_source, fill_mask, onnx]
+task: Embeddings
+language: ms
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`malaysian_distilbert_small` is a Malay (macrolanguage) model originally trained by w11wo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/malaysian_distilbert_small_ms_5.1.2_3.0_1694785690565.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/malaysian_distilbert_small_ms_5.1.2_3.0_1694785690565.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("malaysian_distilbert_small","ms") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("malaysian_distilbert_small", "ms")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|malaysian_distilbert_small|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|ms|
+|Size:|248.1 MB|
+
+## References
+
+https://huggingface.co/w11wo/malaysian-distilbert-small
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-marathi_distilbert_mr.md b/docs/_posts/ahmedlone127/2023-09-15-marathi_distilbert_mr.md
new file mode 100644
index 00000000000000..c5a3ed8a1bd254
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-marathi_distilbert_mr.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Marathi marathi_distilbert DistilBertEmbeddings from DarshanDeshpande
+author: John Snow Labs
+name: marathi_distilbert
+date: 2023-09-15
+tags: [distilbert, mr, open_source, fill_mask, onnx]
+task: Embeddings
+language: mr
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`marathi_distilbert` is a Marathi model originally trained by DarshanDeshpande.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/marathi_distilbert_mr_5.1.2_3.0_1694771200340.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/marathi_distilbert_mr_5.1.2_3.0_1694771200340.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("marathi_distilbert","mr") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("marathi_distilbert", "mr")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|marathi_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|mr|
+|Size:|247.5 MB|
+
+## References
+
+https://huggingface.co/DarshanDeshpande/marathi-distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-marathi_distilbert_pretrained_mr.md b/docs/_posts/ahmedlone127/2023-09-15-marathi_distilbert_pretrained_mr.md
new file mode 100644
index 00000000000000..7c83b8dce548c1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-marathi_distilbert_pretrained_mr.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: Marathi marathi_distilbert_pretrained DistilBertEmbeddings from boleshirish
+author: John Snow Labs
+name: marathi_distilbert_pretrained
+date: 2023-09-15
+tags: [distilbert, mr, open_source, fill_mask, onnx]
+task: Embeddings
+language: mr
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`marathi_distilbert_pretrained` is a Marathi model originally trained by boleshirish.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/marathi_distilbert_pretrained_mr_5.1.2_3.0_1694788553079.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/marathi_distilbert_pretrained_mr_5.1.2_3.0_1694788553079.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("marathi_distilbert_pretrained","mr") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("marathi_distilbert_pretrained", "mr")
+ .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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|marathi_distilbert_pretrained|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|mr|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/boleshirish/Marathi_DistilBert_Pretrained
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-masked_language_finetuned_model_en.md b/docs/_posts/ahmedlone127/2023-09-15-masked_language_finetuned_model_en.md
new file mode 100644
index 00000000000000..40192a38512713
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-masked_language_finetuned_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English masked_language_finetuned_model DistilBertEmbeddings from benlehrburger
+author: John Snow Labs
+name: masked_language_finetuned_model
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`masked_language_finetuned_model` is a English model originally trained by benlehrburger.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/masked_language_finetuned_model_en_5.1.2_3.0_1694786097156.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/masked_language_finetuned_model_en_5.1.2_3.0_1694786097156.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("masked_language_finetuned_model","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("masked_language_finetuned_model", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|masked_language_finetuned_model|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/benlehrburger/masked-language-finetuned-model
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-masked_language_model_en.md b/docs/_posts/ahmedlone127/2023-09-15-masked_language_model_en.md
new file mode 100644
index 00000000000000..adcef53f7f409b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-masked_language_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English masked_language_model DistilBertEmbeddings from ayoolaolafenwa
+author: John Snow Labs
+name: masked_language_model
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`masked_language_model` is a English model originally trained by ayoolaolafenwa.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/masked_language_model_en_5.1.2_3.0_1694771656379.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/masked_language_model_en_5.1.2_3.0_1694771656379.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("masked_language_model","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("masked_language_model", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|masked_language_model|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/ayoolaolafenwa/Masked-Language-Model
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-mdistilbertv2.1_en.md b/docs/_posts/ahmedlone127/2023-09-15-mdistilbertv2.1_en.md
new file mode 100644
index 00000000000000..b23b5c99e69dd9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-mdistilbertv2.1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English mdistilbertv2.1 DistilBertEmbeddings from bongsoo
+author: John Snow Labs
+name: mdistilbertv2.1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`mdistilbertv2.1` is a English model originally trained by bongsoo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/mdistilbertv2.1_en_5.1.2_3.0_1694787507745.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/mdistilbertv2.1_en_5.1.2_3.0_1694787507745.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("mdistilbertv2.1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("mdistilbertv2.1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|mdistilbertv2.1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|602.3 MB|
+
+## References
+
+https://huggingface.co/bongsoo/mdistilbertV2.1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-mdistilbertv3.1_en.md b/docs/_posts/ahmedlone127/2023-09-15-mdistilbertv3.1_en.md
new file mode 100644
index 00000000000000..15d7d294a616f8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-mdistilbertv3.1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English mdistilbertv3.1 DistilBertEmbeddings from bongsoo
+author: John Snow Labs
+name: mdistilbertv3.1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`mdistilbertv3.1` is a English model originally trained by bongsoo.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/mdistilbertv3.1_en_5.1.2_3.0_1694771042552.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/mdistilbertv3.1_en_5.1.2_3.0_1694771042552.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("mdistilbertv3.1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("mdistilbertv3.1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|mdistilbertv3.1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|621.1 MB|
+
+## References
+
+https://huggingface.co/bongsoo/mdistilbertV3.1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-medicaldistilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-medicaldistilbert_en.md
new file mode 100644
index 00000000000000..e6123d11546197
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-medicaldistilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English medicaldistilbert DistilBertEmbeddings from Gaborandi
+author: John Snow Labs
+name: medicaldistilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`medicaldistilbert` is a English model originally trained by Gaborandi.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/medicaldistilbert_en_5.1.2_3.0_1694770810957.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/medicaldistilbert_en_5.1.2_3.0_1694770810957.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("medicaldistilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("medicaldistilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|medicaldistilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Gaborandi/Medicaldistilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-mlm_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-mlm_distilbert_en.md
new file mode 100644
index 00000000000000..ece88dcd338735
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-mlm_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English mlm_distilbert DistilBertEmbeddings from dsoum
+author: John Snow Labs
+name: mlm_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`mlm_distilbert` is a English model originally trained by dsoum.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/mlm_distilbert_en_5.1.2_3.0_1694787195352.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/mlm_distilbert_en_5.1.2_3.0_1694787195352.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("mlm_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("mlm_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|mlm_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/dsoum/mlm-distilbert
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-mlm_model_en.md b/docs/_posts/ahmedlone127/2023-09-15-mlm_model_en.md
new file mode 100644
index 00000000000000..8a610ed40f2187
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-mlm_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English mlm_model DistilBertEmbeddings from amkorba
+author: John Snow Labs
+name: mlm_model
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`mlm_model` is a English model originally trained by amkorba.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/mlm_model_en_5.1.2_3.0_1694772762718.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/mlm_model_en_5.1.2_3.0_1694772762718.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("mlm_model","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("mlm_model", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|mlm_model|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/amkorba/mlm-model
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-mtl_distilbert_base_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-mtl_distilbert_base_uncased_en.md
new file mode 100644
index 00000000000000..4b67a1557223d5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-mtl_distilbert_base_uncased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English mtl_distilbert_base_uncased DistilBertEmbeddings from jgammack
+author: John Snow Labs
+name: mtl_distilbert_base_uncased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`mtl_distilbert_base_uncased` is a English model originally trained by jgammack.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/mtl_distilbert_base_uncased_en_5.1.2_3.0_1694781088162.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/mtl_distilbert_base_uncased_en_5.1.2_3.0_1694781088162.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("mtl_distilbert_base_uncased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("mtl_distilbert_base_uncased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|mtl_distilbert_base_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jgammack/MTL-distilbert-base-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-output_en.md b/docs/_posts/ahmedlone127/2023-09-15-output_en.md
new file mode 100644
index 00000000000000..6a86ca14ebdedf
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-output_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English output DistilBertEmbeddings from soyisauce
+author: John Snow Labs
+name: output
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`output` is a English model originally trained by soyisauce.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/output_en_5.1.2_3.0_1694790179928.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/output_en_5.1.2_3.0_1694790179928.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("output","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("output", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|output|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/soyisauce/output
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-predreambert_en.md b/docs/_posts/ahmedlone127/2023-09-15-predreambert_en.md
new file mode 100644
index 00000000000000..72253567f3f796
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-predreambert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English predreambert DistilBertEmbeddings from asheads
+author: John Snow Labs
+name: predreambert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`predreambert` is a English model originally trained by asheads.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/predreambert_en_5.1.2_3.0_1694780049333.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/predreambert_en_5.1.2_3.0_1694780049333.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("predreambert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("predreambert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|predreambert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/asheads/PredreamBERT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-pt_distilbert_base_en.md b/docs/_posts/ahmedlone127/2023-09-15-pt_distilbert_base_en.md
new file mode 100644
index 00000000000000..c51f4eec9ad63d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-pt_distilbert_base_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English pt_distilbert_base DistilBertEmbeddings from SharedBailii
+author: John Snow Labs
+name: pt_distilbert_base
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`pt_distilbert_base` is a English model originally trained by SharedBailii.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/pt_distilbert_base_en_5.1.2_3.0_1694782385724.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/pt_distilbert_base_en_5.1.2_3.0_1694782385724.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("pt_distilbert_base","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("pt_distilbert_base", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|pt_distilbert_base|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/SharedBailii/PT-distilbert-base
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-remote_sensing_distilbert_cased_en.md b/docs/_posts/ahmedlone127/2023-09-15-remote_sensing_distilbert_cased_en.md
new file mode 100644
index 00000000000000..0707313250a5a5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-remote_sensing_distilbert_cased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English remote_sensing_distilbert_cased DistilBertEmbeddings from Chramer
+author: John Snow Labs
+name: remote_sensing_distilbert_cased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`remote_sensing_distilbert_cased` is a English model originally trained by Chramer.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/remote_sensing_distilbert_cased_en_5.1.2_3.0_1694772072848.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/remote_sensing_distilbert_cased_en_5.1.2_3.0_1694772072848.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("remote_sensing_distilbert_cased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("remote_sensing_distilbert_cased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|remote_sensing_distilbert_cased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|243.7 MB|
+
+## References
+
+https://huggingface.co/Chramer/remote-sensing-distilbert-cased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-sae_distilbert_base_uncased_en.md b/docs/_posts/ahmedlone127/2023-09-15-sae_distilbert_base_uncased_en.md
new file mode 100644
index 00000000000000..0f3157aeda9ed5
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-sae_distilbert_base_uncased_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English sae_distilbert_base_uncased DistilBertEmbeddings from jgammack
+author: John Snow Labs
+name: sae_distilbert_base_uncased
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`sae_distilbert_base_uncased` is a English model originally trained by jgammack.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/sae_distilbert_base_uncased_en_5.1.2_3.0_1694781193775.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/sae_distilbert_base_uncased_en_5.1.2_3.0_1694781193775.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("sae_distilbert_base_uncased","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("sae_distilbert_base_uncased", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|sae_distilbert_base_uncased|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/jgammack/SAE-distilbert-base-uncased
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-skc_mlm_english_torch_en.md b/docs/_posts/ahmedlone127/2023-09-15-skc_mlm_english_torch_en.md
new file mode 100644
index 00000000000000..17177818563154
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-skc_mlm_english_torch_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English skc_mlm_english_torch DistilBertEmbeddings from Tobias
+author: John Snow Labs
+name: skc_mlm_english_torch
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`skc_mlm_english_torch` is a English model originally trained by Tobias.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/skc_mlm_english_torch_en_5.1.2_3.0_1694782805554.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/skc_mlm_english_torch_en_5.1.2_3.0_1694782805554.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("skc_mlm_english_torch","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("skc_mlm_english_torch", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|skc_mlm_english_torch|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Tobias/skc_MLM_English_torch
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-sparsembed_max_en.md b/docs/_posts/ahmedlone127/2023-09-15-sparsembed_max_en.md
new file mode 100644
index 00000000000000..fa8707c7a1768b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-sparsembed_max_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English sparsembed_max DistilBertEmbeddings from raphaelsty
+author: John Snow Labs
+name: sparsembed_max
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`sparsembed_max` is a English model originally trained by raphaelsty.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/sparsembed_max_en_5.1.2_3.0_1694787581861.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/sparsembed_max_en_5.1.2_3.0_1694787581861.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("sparsembed_max","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("sparsembed_max", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|sparsembed_max|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/raphaelsty/sparsembed-max
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-splade_max_en.md b/docs/_posts/ahmedlone127/2023-09-15-splade_max_en.md
new file mode 100644
index 00000000000000..1c920ce3fce2db
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-splade_max_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English splade_max DistilBertEmbeddings from raphaelsty
+author: John Snow Labs
+name: splade_max
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`splade_max` is a English model originally trained by raphaelsty.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/splade_max_en_5.1.2_3.0_1694787692631.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/splade_max_en_5.1.2_3.0_1694787692631.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("splade_max","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("splade_max", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|splade_max|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/raphaelsty/splade-max
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-splade_v2_distil_en.md b/docs/_posts/ahmedlone127/2023-09-15-splade_v2_distil_en.md
new file mode 100644
index 00000000000000..43c1b804c422ff
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-splade_v2_distil_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English splade_v2_distil DistilBertEmbeddings from naver
+author: John Snow Labs
+name: splade_v2_distil
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`splade_v2_distil` is a English model originally trained by naver.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/splade_v2_distil_en_5.1.2_3.0_1694779382367.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/splade_v2_distil_en_5.1.2_3.0_1694779382367.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("splade_v2_distil","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("splade_v2_distil", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|splade_v2_distil|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/naver/splade_v2_distil
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-splade_v2_max_en.md b/docs/_posts/ahmedlone127/2023-09-15-splade_v2_max_en.md
new file mode 100644
index 00000000000000..d042ebb8c632d6
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-splade_v2_max_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English splade_v2_max DistilBertEmbeddings from naver
+author: John Snow Labs
+name: splade_v2_max
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`splade_v2_max` is a English model originally trained by naver.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/splade_v2_max_en_5.1.2_3.0_1694779276923.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/splade_v2_max_en_5.1.2_3.0_1694779276923.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("splade_v2_max","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("splade_v2_max", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|splade_v2_max|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.3 MB|
+
+## References
+
+https://huggingface.co/naver/splade_v2_max
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-spladex_tt_spanish_en.md b/docs/_posts/ahmedlone127/2023-09-15-spladex_tt_spanish_en.md
new file mode 100644
index 00000000000000..31891ab0708eab
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-spladex_tt_spanish_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English spladex_tt_spanish DistilBertEmbeddings from JAWCF
+author: John Snow Labs
+name: spladex_tt_spanish
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`spladex_tt_spanish` is a English model originally trained by JAWCF.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/spladex_tt_spanish_en_5.1.2_3.0_1694789904459.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/spladex_tt_spanish_en_5.1.2_3.0_1694789904459.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("spladex_tt_spanish","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("spladex_tt_spanish", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|spladex_tt_spanish|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.4 MB|
+
+## References
+
+https://huggingface.co/JAWCF/spladeX-TT-es
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-spladex_zs_en.md b/docs/_posts/ahmedlone127/2023-09-15-spladex_zs_en.md
new file mode 100644
index 00000000000000..e79f094bcad8ac
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-spladex_zs_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English spladex_zs DistilBertEmbeddings from JAWCF
+author: John Snow Labs
+name: spladex_zs
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`spladex_zs` is a English model originally trained by JAWCF.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/spladex_zs_en_5.1.2_3.0_1694790065534.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/spladex_zs_en_5.1.2_3.0_1694790065534.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("spladex_zs","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("spladex_zs", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|spladex_zs|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.4 MB|
+
+## References
+
+https://huggingface.co/JAWCF/spladeX-ZS
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-tapt_distillbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-tapt_distillbert_en.md
new file mode 100644
index 00000000000000..69937e84661fd4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-tapt_distillbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English tapt_distillbert DistilBertEmbeddings from minhdang241
+author: John Snow Labs
+name: tapt_distillbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`tapt_distillbert` is a English model originally trained by minhdang241.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/tapt_distillbert_en_5.1.2_3.0_1694782808771.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/tapt_distillbert_en_5.1.2_3.0_1694782808771.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("tapt_distillbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("tapt_distillbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|tapt_distillbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/minhdang241/TAPT_distillBERT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-test_text_en.md b/docs/_posts/ahmedlone127/2023-09-15-test_text_en.md
new file mode 100644
index 00000000000000..d2be0e53c78ec8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-test_text_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English test_text DistilBertEmbeddings from joaogante
+author: John Snow Labs
+name: test_text
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`test_text` is a English model originally trained by joaogante.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/test_text_en_5.1.2_3.0_1694774637956.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/test_text_en_5.1.2_3.0_1694774637956.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("test_text","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("test_text", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|test_text|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/joaogante/test_text
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-tod_distilbert_jnt_v1_en.md b/docs/_posts/ahmedlone127/2023-09-15-tod_distilbert_jnt_v1_en.md
new file mode 100644
index 00000000000000..861e565ff3c87f
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-tod_distilbert_jnt_v1_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English tod_distilbert_jnt_v1 DistilBertEmbeddings from TODBERT
+author: John Snow Labs
+name: tod_distilbert_jnt_v1
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`tod_distilbert_jnt_v1` is a English model originally trained by TODBERT.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/tod_distilbert_jnt_v1_en_5.1.2_3.0_1694779640585.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/tod_distilbert_jnt_v1_en_5.1.2_3.0_1694779640585.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("tod_distilbert_jnt_v1","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("tod_distilbert_jnt_v1", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|tod_distilbert_jnt_v1|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|246.8 MB|
+
+## References
+
+https://huggingface.co/TODBERT/TOD-DistilBERT-JNT-V1
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-train_mask_language_model_en.md b/docs/_posts/ahmedlone127/2023-09-15-train_mask_language_model_en.md
new file mode 100644
index 00000000000000..f0bff3435fbd59
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-train_mask_language_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English train_mask_language_model DistilBertEmbeddings from hubert10
+author: John Snow Labs
+name: train_mask_language_model
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`train_mask_language_model` is a English model originally trained by hubert10.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/train_mask_language_model_en_5.1.2_3.0_1694772588866.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/train_mask_language_model_en_5.1.2_3.0_1694772588866.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("train_mask_language_model","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("train_mask_language_model", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|train_mask_language_model|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/hubert10/train_mask_language_model
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-ukri_distilbert_en.md b/docs/_posts/ahmedlone127/2023-09-15-ukri_distilbert_en.md
new file mode 100644
index 00000000000000..5902d7ce08ac0b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-ukri_distilbert_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English ukri_distilbert DistilBertEmbeddings from Brawl
+author: John Snow Labs
+name: ukri_distilbert
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`ukri_distilbert` is a English model originally trained by Brawl.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/ukri_distilbert_en_5.1.2_3.0_1694770523162.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/ukri_distilbert_en_5.1.2_3.0_1694770523162.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("ukri_distilbert","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("ukri_distilbert", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|ukri_distilbert|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Brawl/UKRI_DistilBERT
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1963_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1963_en.md
new file mode 100644
index 00000000000000..e800a194851297
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1963_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1963 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1963
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1963` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1963_en_5.1.2_3.0_1694773487647.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1963_en_5.1.2_3.0_1694773487647.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1963","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1963", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1963|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1963
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1964_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1964_en.md
new file mode 100644
index 00000000000000..a38a2a04e59245
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1964_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1964 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1964
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1964` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1964_en_5.1.2_3.0_1694773586947.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1964_en_5.1.2_3.0_1694773586947.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1964","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1964", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1964|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1964
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1965_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1965_en.md
new file mode 100644
index 00000000000000..820c72ba116f6d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1965_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1965 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1965
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1965` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1965_en_5.1.2_3.0_1694773687356.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1965_en_5.1.2_3.0_1694773687356.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1965","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1965", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1965|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1965
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1966_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1966_en.md
new file mode 100644
index 00000000000000..e18fa86cff9a13
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1966_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1966 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1966
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1966` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1966_en_5.1.2_3.0_1694773798546.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1966_en_5.1.2_3.0_1694773798546.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1966","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1966", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1966|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1966
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1967_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1967_en.md
new file mode 100644
index 00000000000000..fb9ab2afc4d963
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1967_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1967 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1967
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1967` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1967_en_5.1.2_3.0_1694773929268.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1967_en_5.1.2_3.0_1694773929268.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1967","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1967", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1967|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1967
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1968_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1968_en.md
new file mode 100644
index 00000000000000..60f33b9d3132b4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1968_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1968 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1968
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1968` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1968_en_5.1.2_3.0_1694774027847.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1968_en_5.1.2_3.0_1694774027847.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1968","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1968", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1968|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1968
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1969_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1969_en.md
new file mode 100644
index 00000000000000..ca4f8ff89ed8d4
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1969_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1969 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1969
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1969` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1969_en_5.1.2_3.0_1694774142310.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1969_en_5.1.2_3.0_1694774142310.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1969","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1969", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1969|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1969
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1970_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1970_en.md
new file mode 100644
index 00000000000000..5ab2bc2ce8618c
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1970_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1970 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1970
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1970` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1970_en_5.1.2_3.0_1694774244194.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1970_en_5.1.2_3.0_1694774244194.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1970","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1970", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1970|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1970
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1971_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1971_en.md
new file mode 100644
index 00000000000000..71a3e6bcf0c16b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1971_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1971 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1971
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1971` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1971_en_5.1.2_3.0_1694774357133.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1971_en_5.1.2_3.0_1694774357133.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1971","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1971", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1971|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1971
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1972_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1972_en.md
new file mode 100644
index 00000000000000..5f986da2d19b2a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1972_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1972 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1972
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1972` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1972_en_5.1.2_3.0_1694774463133.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1972_en_5.1.2_3.0_1694774463133.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1972","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1972", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1972|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1972
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1973_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1973_en.md
new file mode 100644
index 00000000000000..f14431f32ff89d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1973_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1973 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1973
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1973` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1973_en_5.1.2_3.0_1694774590358.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1973_en_5.1.2_3.0_1694774590358.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1973","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1973", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1973|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1973
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1974_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1974_en.md
new file mode 100644
index 00000000000000..95844ea70c7824
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1974_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1974 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1974
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1974` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1974_en_5.1.2_3.0_1694774693818.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1974_en_5.1.2_3.0_1694774693818.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1974","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1974", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1974|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1974
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1975_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1975_en.md
new file mode 100644
index 00000000000000..7f5251a5778c40
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1975_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1975 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1975
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1975` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1975_en_5.1.2_3.0_1694774827264.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1975_en_5.1.2_3.0_1694774827264.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1975","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1975", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1975|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1975
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1976_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1976_en.md
new file mode 100644
index 00000000000000..68783c132c6dfe
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1976_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1976 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1976
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1976` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1976_en_5.1.2_3.0_1694774929781.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1976_en_5.1.2_3.0_1694774929781.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1976","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1976", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1976|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1976
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1977_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1977_en.md
new file mode 100644
index 00000000000000..01808de95bdc50
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1977_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1977 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1977
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1977` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1977_en_5.1.2_3.0_1694775021489.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1977_en_5.1.2_3.0_1694775021489.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1977","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1977", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1977|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1977
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1978_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1978_en.md
new file mode 100644
index 00000000000000..8c2d1c452b4aae
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1978_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1978 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1978
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1978` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1978_en_5.1.2_3.0_1694775150025.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1978_en_5.1.2_3.0_1694775150025.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1978","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1978", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1978|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1978
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1979_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1979_en.md
new file mode 100644
index 00000000000000..5c775e52179fa9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1979_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1979 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1979
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1979` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1979_en_5.1.2_3.0_1694775255167.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1979_en_5.1.2_3.0_1694775255167.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1979","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1979", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1979|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1979
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1980_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1980_en.md
new file mode 100644
index 00000000000000..394924fa6c7408
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1980_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1980 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1980
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1980` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1980_en_5.1.2_3.0_1694775377281.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1980_en_5.1.2_3.0_1694775377281.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1980","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1980", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1980|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1980
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1981_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1981_en.md
new file mode 100644
index 00000000000000..2fccf80b9b85f3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1981_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1981 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1981
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1981` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1981_en_5.1.2_3.0_1694775483982.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1981_en_5.1.2_3.0_1694775483982.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1981","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1981", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1981|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1981
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1982_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1982_en.md
new file mode 100644
index 00000000000000..d27b0f38611287
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1982_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1982 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1982
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1982` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1982_en_5.1.2_3.0_1694775591119.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1982_en_5.1.2_3.0_1694775591119.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1982","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1982", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1982|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1982
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1983_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1983_en.md
new file mode 100644
index 00000000000000..d2641597f55424
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1983_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1983 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1983
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1983` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1983_en_5.1.2_3.0_1694775699603.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1983_en_5.1.2_3.0_1694775699603.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1983","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1983", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1983|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1983
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1984_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1984_en.md
new file mode 100644
index 00000000000000..314e351c6b685d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1984_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1984 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1984
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1984` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1984_en_5.1.2_3.0_1694775808317.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1984_en_5.1.2_3.0_1694775808317.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1984","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1984", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1984|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1984
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1985_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1985_en.md
new file mode 100644
index 00000000000000..d99d6f3e6cdd94
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1985_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1985 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1985
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1985` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1985_en_5.1.2_3.0_1694775921031.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1985_en_5.1.2_3.0_1694775921031.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1985","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1985", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1985|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1985
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1986_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1986_en.md
new file mode 100644
index 00000000000000..607337889bb71e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1986_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1986 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1986
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1986` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1986_en_5.1.2_3.0_1694776020069.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1986_en_5.1.2_3.0_1694776020069.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1986","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1986", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1986|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1986
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1987_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1987_en.md
new file mode 100644
index 00000000000000..dba252f85cddde
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1987_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1987 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1987
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1987` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1987_en_5.1.2_3.0_1694776123514.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1987_en_5.1.2_3.0_1694776123514.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1987","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1987", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1987|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1987
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1988_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1988_en.md
new file mode 100644
index 00000000000000..2a33f8a19c4b0e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1988_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1988 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1988
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1988` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1988_en_5.1.2_3.0_1694776243529.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1988_en_5.1.2_3.0_1694776243529.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1988","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1988", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1988|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1988
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1989_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1989_en.md
new file mode 100644
index 00000000000000..ffe9c4ab164292
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1989_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1989 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1989
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1989` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1989_en_5.1.2_3.0_1694776373157.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1989_en_5.1.2_3.0_1694776373157.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1989","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1989", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1989|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1989
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1990_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1990_en.md
new file mode 100644
index 00000000000000..ea391432fdae25
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1990_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1990 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1990
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1990` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1990_en_5.1.2_3.0_1694776502740.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1990_en_5.1.2_3.0_1694776502740.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1990","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1990", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1990|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1990
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1991_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1991_en.md
new file mode 100644
index 00000000000000..a6f9d10d89716b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1991_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1991 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1991
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1991` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1991_en_5.1.2_3.0_1694776614990.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1991_en_5.1.2_3.0_1694776614990.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1991","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1991", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1991|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.7 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1991
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1992_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1992_en.md
new file mode 100644
index 00000000000000..591d008d964723
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1992_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1992 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1992
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1992` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1992_en_5.1.2_3.0_1694776717629.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1992_en_5.1.2_3.0_1694776717629.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1992","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1992", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1992|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1992
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1993_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1993_en.md
new file mode 100644
index 00000000000000..393ce0853add0d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1993_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1993 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1993
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1993` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1993_en_5.1.2_3.0_1694776835046.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1993_en_5.1.2_3.0_1694776835046.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1993","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1993", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1993|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1993
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1994_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1994_en.md
new file mode 100644
index 00000000000000..1568d8f62ac121
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1994_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1994 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1994
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1994` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1994_en_5.1.2_3.0_1694776961741.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1994_en_5.1.2_3.0_1694776961741.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1994","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1994", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1994|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1994
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1995_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1995_en.md
new file mode 100644
index 00000000000000..f8405218b93ec2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1995_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1995 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1995
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1995` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1995_en_5.1.2_3.0_1694777092432.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1995_en_5.1.2_3.0_1694777092432.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1995","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1995", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1995|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1995
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1996_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1996_en.md
new file mode 100644
index 00000000000000..8b7b3e69ac754a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1996_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1996 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1996
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1996` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1996_en_5.1.2_3.0_1694777218916.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1996_en_5.1.2_3.0_1694777218916.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1996","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1996", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1996|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1996
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1997_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1997_en.md
new file mode 100644
index 00000000000000..74e5da87a82a1b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1997_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1997 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1997
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1997` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1997_en_5.1.2_3.0_1694777344228.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1997_en_5.1.2_3.0_1694777344228.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1997","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1997", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1997|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1997
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1998_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1998_en.md
new file mode 100644
index 00000000000000..180aa19d38bda3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1998_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1998 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1998
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1998` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1998_en_5.1.2_3.0_1694777463917.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1998_en_5.1.2_3.0_1694777463917.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1998","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1998", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1998|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.0 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1998
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1999_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1999_en.md
new file mode 100644
index 00000000000000..a72f9d8336cf72
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_1999_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_1999 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_1999
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_1999` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1999_en_5.1.2_3.0_1694777589682.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_1999_en_5.1.2_3.0_1694777589682.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_1999","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_1999", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_1999|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.0 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_1999
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2000_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2000_en.md
new file mode 100644
index 00000000000000..c19707e701a55a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2000_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2000 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2000
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2000` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2000_en_5.1.2_3.0_1694777690320.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2000_en_5.1.2_3.0_1694777690320.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2000","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2000", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2000|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.0 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2000
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2001_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2001_en.md
new file mode 100644
index 00000000000000..a5e3f7c2ad4ec8
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2001_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2001 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2001
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2001` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2001_en_5.1.2_3.0_1694777805767.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2001_en_5.1.2_3.0_1694777805767.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2001","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2001", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2001|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2001
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2002_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2002_en.md
new file mode 100644
index 00000000000000..413ea42da61b12
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2002_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2002 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2002
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2002` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2002_en_5.1.2_3.0_1694777907120.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2002_en_5.1.2_3.0_1694777907120.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2002","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2002", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2002|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2002
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2003_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2003_en.md
new file mode 100644
index 00000000000000..398c4ecae0fbd1
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2003_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2003 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2003
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2003` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2003_en_5.1.2_3.0_1694778027263.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2003_en_5.1.2_3.0_1694778027263.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2003","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2003", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2003|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2003
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2004_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2004_en.md
new file mode 100644
index 00000000000000..e5a2eabc09dae3
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2004_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2004 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2004
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2004` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2004_en_5.1.2_3.0_1694778149385.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2004_en_5.1.2_3.0_1694778149385.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2004","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2004", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2004|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2004
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2005_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2005_en.md
new file mode 100644
index 00000000000000..c51cb72b77b2eb
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2005_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2005 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2005
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2005` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2005_en_5.1.2_3.0_1694778259096.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2005_en_5.1.2_3.0_1694778259096.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2005","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2005", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2005|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2005
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2006_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2006_en.md
new file mode 100644
index 00000000000000..0fed6891c3d96e
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2006_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2006 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2006
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2006` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2006_en_5.1.2_3.0_1694778368628.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2006_en_5.1.2_3.0_1694778368628.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2006","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2006", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2006|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2006
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2007_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2007_en.md
new file mode 100644
index 00000000000000..c95f16af9274d2
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2007_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2007 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2007
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2007` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2007_en_5.1.2_3.0_1694778485519.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2007_en_5.1.2_3.0_1694778485519.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2007","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2007", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2007|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2007
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2008_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2008_en.md
new file mode 100644
index 00000000000000..67d6fdd800fa49
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2008_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2008 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2008
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2008` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2008_en_5.1.2_3.0_1694778619433.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2008_en_5.1.2_3.0_1694778619433.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2008","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2008", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2008|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2008
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2009_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2009_en.md
new file mode 100644
index 00000000000000..8010cbeac8f448
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2009_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2009 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2009
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2009` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2009_en_5.1.2_3.0_1694778757644.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2009_en_5.1.2_3.0_1694778757644.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2009","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2009", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2009|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2009
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2010_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2010_en.md
new file mode 100644
index 00000000000000..8cf2ab3b538bcd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2010_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2010 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2010
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2010` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2010_en_5.1.2_3.0_1694778898284.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2010_en_5.1.2_3.0_1694778898284.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2010","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2010", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2010|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2010
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2011_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2011_en.md
new file mode 100644
index 00000000000000..5b1cef748e41a7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2011_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2011 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2011
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2011` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2011_en_5.1.2_3.0_1694779011031.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2011_en_5.1.2_3.0_1694779011031.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2011","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2011", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2011|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2011
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2012_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2012_en.md
new file mode 100644
index 00000000000000..a7b5f2e4d2874b
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2012_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2012 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2012
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2012` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2012_en_5.1.2_3.0_1694779142430.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2012_en_5.1.2_3.0_1694779142430.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2012","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2012", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2012|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2012
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2013_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2013_en.md
new file mode 100644
index 00000000000000..2e8545fe1d7c3a
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2013_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2013 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2013
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2013` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2013_en_5.1.2_3.0_1694779243866.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2013_en_5.1.2_3.0_1694779243866.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2013","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2013", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2013|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2013
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2014_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2014_en.md
new file mode 100644
index 00000000000000..adca6b77377c91
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2014_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2014 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2014
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2014` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2014_en_5.1.2_3.0_1694779355175.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2014_en_5.1.2_3.0_1694779355175.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2014","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2014", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2014|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2014
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2015_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2015_en.md
new file mode 100644
index 00000000000000..9a0790e9d5b221
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2015_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2015 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2015
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2015` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2015_en_5.1.2_3.0_1694779488434.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2015_en_5.1.2_3.0_1694779488434.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2015","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2015", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2015|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2015
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2016_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2016_en.md
new file mode 100644
index 00000000000000..a3f53f8b44e445
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2016_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2016 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2016
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2016` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2016_en_5.1.2_3.0_1694779636190.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2016_en_5.1.2_3.0_1694779636190.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2016","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2016", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2016|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|249.1 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2016
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2018_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2018_en.md
new file mode 100644
index 00000000000000..6592a4d95a20f9
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2018_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2018 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2018
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2018` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2018_en_5.1.2_3.0_1694785478792.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2018_en_5.1.2_3.0_1694785478792.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2018","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2018", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2018|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2018
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2019_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2019_en.md
new file mode 100644
index 00000000000000..22cc6b73354023
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2019_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2019 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2019
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2019` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2019_en_5.1.2_3.0_1694785606974.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2019_en_5.1.2_3.0_1694785606974.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2019","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2019", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2019|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.8 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2019
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2020_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2020_en.md
new file mode 100644
index 00000000000000..65676e6d915678
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2020_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2020 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2020
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2020` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2020_en_5.1.2_3.0_1694785723737.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2020_en_5.1.2_3.0_1694785723737.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2020","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2020", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2020|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2020
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2021_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2021_en.md
new file mode 100644
index 00000000000000..237d768698138d
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2021_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2021 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2021
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2021` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2021_en_5.1.2_3.0_1694785831607.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2021_en_5.1.2_3.0_1694785831607.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2021","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2021", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2021|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2021
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2022_en.md b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2022_en.md
new file mode 100644
index 00000000000000..2b3a06b24d23cd
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-we4lkd_aml_distilbert_1921_2022_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English we4lkd_aml_distilbert_1921_2022 DistilBertEmbeddings from matheusvolpon
+author: John Snow Labs
+name: we4lkd_aml_distilbert_1921_2022
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`we4lkd_aml_distilbert_1921_2022` is a English model originally trained by matheusvolpon.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2022_en_5.1.2_3.0_1694785944436.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/we4lkd_aml_distilbert_1921_2022_en_5.1.2_3.0_1694785944436.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("we4lkd_aml_distilbert_1921_2022","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("we4lkd_aml_distilbert_1921_2022", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|we4lkd_aml_distilbert_1921_2022|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|248.9 MB|
+
+## References
+
+https://huggingface.co/matheusvolpon/WE4LKD_AML_distilbert_1921_2022
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-yolochess_mlm_azure_cloud_35_en.md b/docs/_posts/ahmedlone127/2023-09-15-yolochess_mlm_azure_cloud_35_en.md
new file mode 100644
index 00000000000000..602f37319c98d7
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-yolochess_mlm_azure_cloud_35_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English yolochess_mlm_azure_cloud_35 DistilBertEmbeddings from jrahn
+author: John Snow Labs
+name: yolochess_mlm_azure_cloud_35
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`yolochess_mlm_azure_cloud_35` is a English model originally trained by jrahn.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/yolochess_mlm_azure_cloud_35_en_5.1.2_3.0_1694790564963.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/yolochess_mlm_azure_cloud_35_en_5.1.2_3.0_1694790564963.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("yolochess_mlm_azure_cloud_35","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("yolochess_mlm_azure_cloud_35", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|yolochess_mlm_azure_cloud_35|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|244.3 MB|
+
+## References
+
+https://huggingface.co/jrahn/yolochess_mlm_azure-cloud-35
\ No newline at end of file
diff --git a/docs/_posts/ahmedlone127/2023-09-15-zero_shot_cross_lingual_transfer_demo_masked_en.md b/docs/_posts/ahmedlone127/2023-09-15-zero_shot_cross_lingual_transfer_demo_masked_en.md
new file mode 100644
index 00000000000000..b36a9314ab6920
--- /dev/null
+++ b/docs/_posts/ahmedlone127/2023-09-15-zero_shot_cross_lingual_transfer_demo_masked_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English zero_shot_cross_lingual_transfer_demo_masked DistilBertEmbeddings from zzzotop
+author: John Snow Labs
+name: zero_shot_cross_lingual_transfer_demo_masked
+date: 2023-09-15
+tags: [distilbert, en, open_source, fill_mask, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.1.2
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertEmbeddings
+article_header:
+ type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`zero_shot_cross_lingual_transfer_demo_masked` is a English model originally trained by zzzotop.
+
+{:.btn-box}
+Live Demo
+Open in Colab
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/zero_shot_cross_lingual_transfer_demo_masked_en_5.1.2_3.0_1694784022746.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/zero_shot_cross_lingual_transfer_demo_masked_en_5.1.2_3.0_1694784022746.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+
+
+document_assembler = DocumentAssembler() \
+ .setInputCol("text") \
+ .setOutputCol("documents")
+
+
+embeddings =DistilBertEmbeddings.pretrained("zero_shot_cross_lingual_transfer_demo_masked","en") \
+ .setInputCols(["documents","token"]) \
+ .setOutputCol("embeddings")
+
+pipeline = Pipeline().setStages([document_assembler, embeddings])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new DocumentAssembler()
+ .setInputCol("text")
+ .setOutputCol("embeddings")
+
+val embeddings = DistilBertEmbeddings
+ .pretrained("zero_shot_cross_lingual_transfer_demo_masked", "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-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|zero_shot_cross_lingual_transfer_demo_masked|
+|Compatibility:|Spark NLP 5.1.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[embeddings]|
+|Language:|en|
+|Size:|505.4 MB|
+
+## References
+
+https://huggingface.co/zzzotop/zero-shot-cross-lingual-transfer-demo-masked
\ No newline at end of file