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ahmedlone127 Sep 15, 2024
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ahmedlone127 Sep 15, 2024
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Original file line number Diff line number Diff line change
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---
layout: model
title: English clip_vit_b_32_laion2b_s34b_b79k_rroset_pipeline pipeline CLIPForZeroShotClassification from rroset
author: John Snow Labs
name: clip_vit_b_32_laion2b_s34b_b79k_rroset_pipeline
date: 2024-09-01
tags: [en, open_source, pipeline, onnx]
task: Zero-Shot Classification
language: en
edition: Spark NLP 5.5.0
spark_version: 3.0
supported: true
annotator: PipelineModel
article_header:
type: cover
use_language_switcher: "Python-Scala-Java"
---

## Description

Pretrained CLIPForZeroShotClassification, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`clip_vit_b_32_laion2b_s34b_b79k_rroset_pipeline` is a English model originally trained by rroset.

{:.btn-box}
<button class="button button-orange" disabled>Live Demo</button>
<button class="button button-orange" disabled>Open in Colab</button>
[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/clip_vit_b_32_laion2b_s34b_b79k_rroset_pipeline_en_5.5.0_3.0_1725227405768.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/clip_vit_b_32_laion2b_s34b_b79k_rroset_pipeline_en_5.5.0_3.0_1725227405768.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}

## How to use



<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python

pipeline = PretrainedPipeline("clip_vit_b_32_laion2b_s34b_b79k_rroset_pipeline", lang = "en")
annotations = pipeline.transform(df)

```
```scala

val pipeline = new PretrainedPipeline("clip_vit_b_32_laion2b_s34b_b79k_rroset_pipeline", lang = "en")
val annotations = pipeline.transform(df)

```
</div>

{:.model-param}
## Model Information

{:.table-model}
|---|---|
|Model Name:|clip_vit_b_32_laion2b_s34b_b79k_rroset_pipeline|
|Type:|pipeline|
|Compatibility:|Spark NLP 5.5.0+|
|License:|Open Source|
|Edition:|Official|
|Language:|en|
|Size:|567.6 MB|

## References

https://huggingface.co/rroset/CLIP-ViT-B-32-laion2B-s34B-b79K

## Included Models

- ImageAssembler
- CLIPForZeroShotClassification
Original file line number Diff line number Diff line change
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---
layout: model
title: English burmese_awesome_opus_books_model_yasmineelabbar_pipeline pipeline MarianTransformer from yasmineelabbar
author: John Snow Labs
name: burmese_awesome_opus_books_model_yasmineelabbar_pipeline
date: 2024-09-02
tags: [en, open_source, pipeline, onnx]
task: Translation
language: en
edition: Spark NLP 5.5.0
spark_version: 3.0
supported: true
annotator: PipelineModel
article_header:
type: cover
use_language_switcher: "Python-Scala-Java"
---

## Description

Pretrained MarianTransformer, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`burmese_awesome_opus_books_model_yasmineelabbar_pipeline` is a English model originally trained by yasmineelabbar.

{:.btn-box}
<button class="button button-orange" disabled>Live Demo</button>
<button class="button button-orange" disabled>Open in Colab</button>
[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/burmese_awesome_opus_books_model_yasmineelabbar_pipeline_en_5.5.0_3.0_1725243885424.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/burmese_awesome_opus_books_model_yasmineelabbar_pipeline_en_5.5.0_3.0_1725243885424.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}

## How to use



<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python

pipeline = PretrainedPipeline("burmese_awesome_opus_books_model_yasmineelabbar_pipeline", lang = "en")
annotations = pipeline.transform(df)

```
```scala

val pipeline = new PretrainedPipeline("burmese_awesome_opus_books_model_yasmineelabbar_pipeline", lang = "en")
val annotations = pipeline.transform(df)

```
</div>

{:.model-param}
## Model Information

{:.table-model}
|---|---|
|Model Name:|burmese_awesome_opus_books_model_yasmineelabbar_pipeline|
|Type:|pipeline|
|Compatibility:|Spark NLP 5.5.0+|
|License:|Open Source|
|Edition:|Official|
|Language:|en|
|Size:|509.0 MB|

## References

https://huggingface.co/yasmineelabbar/my_awesome_opus_books_model

## Included Models

- DocumentAssembler
- SentenceDetectorDLModel
- MarianTransformer
94 changes: 94 additions & 0 deletions docs/_posts/ahmedlone127/2024-09-02-fine_tuned_bert_en.md
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---
layout: model
title: English fine_tuned_bert DistilBertForSequenceClassification from samanthakarungi
author: John Snow Labs
name: fine_tuned_bert
date: 2024-09-02
tags: [en, open_source, onnx, sequence_classification, distilbert]
task: Text Classification
language: en
edition: Spark NLP 5.5.0
spark_version: 3.0
supported: true
engine: onnx
annotator: DistilBertForSequenceClassification
article_header:
type: cover
use_language_switcher: "Python-Scala-Java"
---

## Description

Pretrained DistilBertForSequenceClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`fine_tuned_bert` is a English model originally trained by samanthakarungi.

{:.btn-box}
<button class="button button-orange" disabled>Live Demo</button>
<button class="button button-orange" disabled>Open in Colab</button>
[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/fine_tuned_bert_en_5.5.0_3.0_1725291917390.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/fine_tuned_bert_en_5.5.0_3.0_1725291917390.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}

## How to use



<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python

documentAssembler = DocumentAssembler() \
.setInputCol('text') \
.setOutputCol('document')

tokenizer = Tokenizer() \
.setInputCols(['document']) \
.setOutputCol('token')

sequenceClassifier = DistilBertForSequenceClassification.pretrained("fine_tuned_bert","en") \
.setInputCols(["documents","token"]) \
.setOutputCol("class")

pipeline = Pipeline().setStages([documentAssembler, tokenizer, sequenceClassifier])
data = spark.createDataFrame([["I love spark-nlp"]]).toDF("text")
pipelineModel = pipeline.fit(data)
pipelineDF = pipelineModel.transform(data)

```
```scala

val documentAssembler = new DocumentAssembler()
.setInputCols("text")
.setOutputCols("document")

val tokenizer = new Tokenizer()
.setInputCols(Array("document"))
.setOutputCol("token")

val sequenceClassifier = DistilBertForSequenceClassification.pretrained("fine_tuned_bert", "en")
.setInputCols(Array("documents","token"))
.setOutputCol("class")

val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, sequenceClassifier))
val data = Seq("I love spark-nlp").toDS.toDF("text")
val pipelineModel = pipeline.fit(data)
val pipelineDF = pipelineModel.transform(data)

```
</div>

{:.model-param}
## Model Information

{:.table-model}
|---|---|
|Model Name:|fine_tuned_bert|
|Compatibility:|Spark NLP 5.5.0+|
|License:|Open Source|
|Edition:|Official|
|Input Labels:|[document, token]|
|Output Labels:|[class]|
|Language:|en|
|Size:|249.5 MB|

## References

https://huggingface.co/samanthakarungi/fine-tuned-bert
70 changes: 70 additions & 0 deletions docs/_posts/ahmedlone127/2024-09-02-maltese_pipeline_en.md
Original file line number Diff line number Diff line change
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---
layout: model
title: English maltese_pipeline pipeline MarianTransformer from HVD2407
author: John Snow Labs
name: maltese_pipeline
date: 2024-09-02
tags: [en, open_source, pipeline, onnx]
task: Translation
language: en
edition: Spark NLP 5.5.0
spark_version: 3.0
supported: true
annotator: PipelineModel
article_header:
type: cover
use_language_switcher: "Python-Scala-Java"
---

## Description

Pretrained MarianTransformer, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`maltese_pipeline` is a English model originally trained by HVD2407.

{:.btn-box}
<button class="button button-orange" disabled>Live Demo</button>
<button class="button button-orange" disabled>Open in Colab</button>
[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/maltese_pipeline_en_5.5.0_3.0_1725304999197.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/maltese_pipeline_en_5.5.0_3.0_1725304999197.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}

## How to use



<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python

pipeline = PretrainedPipeline("maltese_pipeline", lang = "en")
annotations = pipeline.transform(df)

```
```scala

val pipeline = new PretrainedPipeline("maltese_pipeline", lang = "en")
val annotations = pipeline.transform(df)

```
</div>

{:.model-param}
## Model Information

{:.table-model}
|---|---|
|Model Name:|maltese_pipeline|
|Type:|pipeline|
|Compatibility:|Spark NLP 5.5.0+|
|License:|Open Source|
|Edition:|Official|
|Language:|en|
|Size:|522.9 MB|

## References

https://huggingface.co/HVD2407/mt

## Included Models

- DocumentAssembler
- SentenceDetectorDLModel
- MarianTransformer
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