2024-12-15-bert_arabic_german_english_indonesian_japanese_wikidump_en (…

…#14480) * Add model 2024-12-16-swin_tiny_patch4_window7_224_mm_classification_pipeline_en * Add model 2024-12-16-swin_tiny_patch4_window7_224_finetuned_eurosat_polejowska_en * Add model 2024-12-16-swin_tiny_patch4_window7_224_finetuned_eurosat_polejowska_pipeline_en * Add model 2024-12-16-distil_bert_finetuned_ner_pipeline_en * Add model 2024-12-16-swin_tiny_patch4_window7_224_finetuned_cifar10_nielsr_en * Add model 2024-12-16-tiny_random_swinforimageclassification_en * Add model 2024-12-16-swin_finetuned_en * Add model 2024-12-16-swin_tiny_patch4_window7_224_mm_classification_en * Add model 2024-12-16-distillbert_clinical_ner_pipeline_en * Add model 2024-12-16-swin_small_patch4_window7_224_finetuned_isic217_en * Add model 2024-12-16-icelandic_this_furry_pipeline_en * Add model 2024-12-16-xlm_roberta_base_finetuned_panx_english_krish2218_pipeline_en * Add model 2024-12-16-swin_small_finetuned_cifar100_en * Add model 2024-12-16-swin_small_finetuned_cifar100_pipeline_en * Add model 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2024-12-16-xlm_roberta_base_finetuned_panx_german_lur601_en * Add model 2024-12-16-cards_bottom_left_swin_tiny_patch4_window7_224_finetuned_v2_more_data_en * Add model 2024-12-16-swin_base_patch4_window7_224_rice_disease_02_en * Add model 2024-12-16-xlm_roberta_base_finetuned_panx_all_francois2511_en * Add model 2024-12-16-swin_small_patch4_window7_224_finetuned_isic217_pipeline_en * Add model 2024-12-16-distilbert_base_turkish_cased_multinli_turkish_tr * Add model 2024-12-16-xlm_roberta_base_finetuned_panx_german_shiou0601_en * Add model 2024-12-16-xlm_roberta_base_finetuned_panx_french_dasooo_pipeline_en * Add model 2024-12-16-xlm_roberta_base_finetuned_panx_english_krish2218_en * Add model 2024-12-16-distilbert_uncased_ner_lora_chidamnat2002_en * Add model 2024-12-16-swin_base_patch4_window7_224_microsoft_en * Add model 2024-12-16-datadreamer_dev_abstracts_tonga_tonga_islands_tweet_model_en * Add model 2024-12-16-translate_english_tonga_tonga_islands_turkish_tr * Add model 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2024-12-16-t5_small_finetuned_aspect_01_en * Add model 2024-12-16-flan_t5_rouge_durga_3b_pipeline_en * Add model 2024-12-16-cnn_news_summary_model_trained_on_reduced_data_zuru7_en * Add model 2024-12-16-beto_prescripciones_medicas_es * Add model 2024-12-16-cnec_2_0_supertypes_slavicbert_en * Add model 2024-12-16-bertner_biobert_pipeline_en * Add model 2024-12-16-bert_finetuned_squad_saadon_en * Add model 2024-12-16-pruebamodelotfm_bert_spanish_en * Add model 2024-12-16-bert_finetuned_squad_boimbukanbaim_en * Add model 2024-12-16-english_lithuanian_t5_small_pipeline_en * Add model 2024-12-16-hubert_qa_milqa_impossible_hu * Add model 2024-12-16-qthang_finetuned_2_pipeline_en * Add model 2024-12-16-bert_base_uncased_finetune_squad_ep_2_0_lr_1e_06_wd_0_001_dp_0_99999_swati_110000_en * Add model 2024-12-16-lora_medical_flan_t5_small_en * Add model 2024-12-16-bert_large_uncased_whole_word_masking_finetuned_squad_training_pipeline_en * Add model 2024-12-16-burmese_bert_nepal_bhasa_version_6_0_pipeline_en * Add model 2024-12-16-results_mgbam_pipeline_en * Add model 2024-12-16-bert_base_uncased_finetune_squad_ep_5_0_lr_1e_05_wd_0_001_dp_0_01_swati_0_en * Add model 2024-12-16-results_mgbam_en * Add model 2024-12-16-baseline001_noqa_20230913_pipeline_en * Add model 2024-12-16-indoqa_id * Add model 2024-12-16-indoqa_pipeline_id * Add model 2024-12-16-bert_base_uncased_finetune_squad_ep_2_0_lr_5e_05_wd_0_001_dp_0_6_pipeline_en * Add model 2024-12-16-speech_latex2_en * Add model 2024-12-16-chinese_roberta_wwm_ext_finetuned_en * Add model 2024-12-16-qthang_finetuned_2_en * Add model 2024-12-16-bert_squad_qa_pipeline_en * Add model 2024-12-16-meetingbank_qa_summary_pipeline_en * Add model 2024-12-16-training_df_fullctxt_filtered_0_15_biobertqa_en * Add model 2024-12-16-bert_base_uncased_finetune_squad_ep_1_0_lr_1e_05_wd_0_001_dp_0_0001_swati_0_en * Add model 2024-12-16-bert_large_uncased_whole_word_masking_finetuned_squad_training_en * Add model 2024-12-16-bert_finetuned_squad_boimbukanbaim_pipeline_en * Add model 2024-12-16-bert_finetuned_squad_prabhatsingh_pipeline_en * Add model 2024-12-16-bert_base_chinese_finetuned_cmrc2018_en * Add model 2024-12-16-bert_base_uncased_finetune_squad_ep_2_0_lr_1e_05_wd_0_001_dp_0_5_en --------- Co-authored-by: ahmedlone127 <[email protected]>
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diff --git a/docs/_posts/ahmedlone127/2024-12-15-12_shot_sta_head_skhead_en.md b/docs/_posts/ahmedlone127/2024-12-15-12_shot_sta_head_skhead_en.md
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+---
+layout: model
+title: English 12_shot_sta_head_skhead MPNetEmbeddings from Nhat1904
+author: John Snow Labs
+name: 12_shot_sta_head_skhead
+date: 2024-12-15
+tags: [en, open_source, onnx, embeddings, mpnet]
+task: Embeddings
+language: en
+edition: Spark NLP 5.5.1
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: MPNetEmbeddings
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained MPNetEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`12_shot_sta_head_skhead` is a English model originally trained by Nhat1904.
+
+{:.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/12_shot_sta_head_skhead_en_5.5.1_3.0_1734306650214.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/12_shot_sta_head_skhead_en_5.5.1_3.0_1734306650214.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")
+
+embeddings = MPNetEmbeddings.pretrained("12_shot_sta_head_skhead","en") \
+      .setInputCols(["document"]) \
+      .setOutputCol("embeddings")       
+
+pipeline = Pipeline().setStages([documentAssembler, embeddings])
+data = spark.createDataFrame([["I love spark-nlp"]]).toDF("text")
+pipelineModel = pipeline.fit(data)
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+val documentAssembler = new DocumentAssembler() 
+    .setInputCol("text") 
+    .setOutputCol("document")
+
+val embeddings = MPNetEmbeddings.pretrained("12_shot_sta_head_skhead","en") 
+    .setInputCols(Array("document")) 
+    .setOutputCol("embeddings")
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, embeddings))
+val data = Seq("I love spark-nlp").toDF("text")
+val pipelineModel = pipeline.fit(data)
+val pipelineDF = pipelineModel.transform(data)
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|12_shot_sta_head_skhead|
+|Compatibility:|Spark NLP 5.5.1+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[document]|
+|Output Labels:|[mpnet]|
+|Language:|en|
+|Size:|407.0 MB|
+
+## References
+
+https://huggingface.co/Nhat1904/12_shot_STA_head_skhead
diff --git a/docs/_posts/ahmedlone127/2024-12-15-12_shot_sta_head_skhead_pipeline_en.md b/docs/_posts/ahmedlone127/2024-12-15-12_shot_sta_head_skhead_pipeline_en.md
@@ -0,0 +1,69 @@
+---
+layout: model
+title: English 12_shot_sta_head_skhead_pipeline pipeline MPNetEmbeddings from Nhat1904
+author: John Snow Labs
+name: 12_shot_sta_head_skhead_pipeline
+date: 2024-12-15
+tags: [en, open_source, pipeline, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.5.1
+spark_version: 3.0
+supported: true
+annotator: PipelineModel
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained MPNetEmbeddings, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`12_shot_sta_head_skhead_pipeline` is a English model originally trained by Nhat1904.
+
+{:.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/12_shot_sta_head_skhead_pipeline_en_5.5.1_3.0_1734306672117.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/12_shot_sta_head_skhead_pipeline_en_5.5.1_3.0_1734306672117.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("12_shot_sta_head_skhead_pipeline", lang = "en")
+annotations =  pipeline.transform(df)   
+
+```
+```scala
+
+val pipeline = new PretrainedPipeline("12_shot_sta_head_skhead_pipeline", lang = "en")
+val annotations = pipeline.transform(df)
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|12_shot_sta_head_skhead_pipeline|
+|Type:|pipeline|
+|Compatibility:|Spark NLP 5.5.1+|
+|License:|Open Source|
+|Edition:|Official|
+|Language:|en|
+|Size:|407.0 MB|
+
+## References
+
+https://huggingface.co/Nhat1904/12_shot_STA_head_skhead
+
+## Included Models
+
+- DocumentAssembler
+- MPNetEmbeddings
diff --git a/docs/_posts/ahmedlone127/2024-12-15-32_shot_twitter_en.md b/docs/_posts/ahmedlone127/2024-12-15-32_shot_twitter_en.md
@@ -0,0 +1,86 @@
+---
+layout: model
+title: English 32_shot_twitter MPNetEmbeddings from Nhat1904
+author: John Snow Labs
+name: 32_shot_twitter
+date: 2024-12-15
+tags: [en, open_source, onnx, embeddings, mpnet]
+task: Embeddings
+language: en
+edition: Spark NLP 5.5.1
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: MPNetEmbeddings
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained MPNetEmbeddings model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`32_shot_twitter` is a English model originally trained by Nhat1904.
+
+{:.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/32_shot_twitter_en_5.5.1_3.0_1734306891116.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/32_shot_twitter_en_5.5.1_3.0_1734306891116.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")
+
+embeddings = MPNetEmbeddings.pretrained("32_shot_twitter","en") \
+      .setInputCols(["document"]) \
+      .setOutputCol("embeddings")       
+
+pipeline = Pipeline().setStages([documentAssembler, embeddings])
+data = spark.createDataFrame([["I love spark-nlp"]]).toDF("text")
+pipelineModel = pipeline.fit(data)
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+val documentAssembler = new DocumentAssembler() 
+    .setInputCol("text") 
+    .setOutputCol("document")
+
+val embeddings = MPNetEmbeddings.pretrained("32_shot_twitter","en") 
+    .setInputCols(Array("document")) 
+    .setOutputCol("embeddings")
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, embeddings))
+val data = Seq("I love spark-nlp").toDF("text")
+val pipelineModel = pipeline.fit(data)
+val pipelineDF = pipelineModel.transform(data)
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|32_shot_twitter|
+|Compatibility:|Spark NLP 5.5.1+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[document]|
+|Output Labels:|[mpnet]|
+|Language:|en|
+|Size:|406.9 MB|
+
+## References
+
+https://huggingface.co/Nhat1904/32-shot-twitter
diff --git a/docs/_posts/ahmedlone127/2024-12-15-32_shot_twitter_pipeline_en.md b/docs/_posts/ahmedlone127/2024-12-15-32_shot_twitter_pipeline_en.md
@@ -0,0 +1,69 @@
+---
+layout: model
+title: English 32_shot_twitter_pipeline pipeline MPNetEmbeddings from Nhat1904
+author: John Snow Labs
+name: 32_shot_twitter_pipeline
+date: 2024-12-15
+tags: [en, open_source, pipeline, onnx]
+task: Embeddings
+language: en
+edition: Spark NLP 5.5.1
+spark_version: 3.0
+supported: true
+annotator: PipelineModel
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained MPNetEmbeddings, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`32_shot_twitter_pipeline` is a English model originally trained by Nhat1904.
+
+{:.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/32_shot_twitter_pipeline_en_5.5.1_3.0_1734306912085.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/32_shot_twitter_pipeline_en_5.5.1_3.0_1734306912085.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("32_shot_twitter_pipeline", lang = "en")
+annotations =  pipeline.transform(df)   
+
+```
+```scala
+
+val pipeline = new PretrainedPipeline("32_shot_twitter_pipeline", lang = "en")
+val annotations = pipeline.transform(df)
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|32_shot_twitter_pipeline|
+|Type:|pipeline|
+|Compatibility:|Spark NLP 5.5.1+|
+|License:|Open Source|
+|Edition:|Official|
+|Language:|en|
+|Size:|406.9 MB|
+
+## References
+
+https://huggingface.co/Nhat1904/32-shot-twitter
+
+## Included Models
+
+- DocumentAssembler
+- MPNetEmbeddings