2023-11-20-distilled_indobert_classification_en (#14074)

* Add model 2023-11-22-burmese_awesome_wnut_model_liujunshi_en * Add model 2023-11-22-burmese_awesome_wnut_model_7dberry_en * Add model 2023-11-22-tryner_tabert_1k_en * Add model 2023-11-22-distilbert_base_multilingual_cased_finetuned_ner_xx * Add model 2023-11-22-loc_dataset_en * Add model 2023-11-22-biomedical_ner_all_anonimization_try_6_en * Add model 2023-11-22-meow_tagging_en * Add model 2023-11-22-roberta_large_ner_model_mimic_top10_en * Add model 2023-11-22-token_fine_tunned_flipkart_2_en * Add model 2023-11-22-testingmodel_mn * Add model 2023-11-22-numberprediction_en * Add model 2023-11-22-token_classification_test_en * Add model 2023-11-22-taner_1k_indic_glue_en * Add model 2023-11-22-burmese_awesome_wnut_model_ni4z_en * Add model 2023-11-22-burmese_awesome_wnut_model_lathashree01_en * Add model 2023-11-22-rg_distilbert_augmanted_signatures_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_mankness_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_michelebern_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_nerea06_en * Add model 2023-11-22-hun_wnut_modell_en * Add model 2023-11-22-test_ner_finetuned_ner_en * Add model 2023-11-22-ner_testing_1_en * Add model 2023-11-22-distil_added_voca_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_haneen77_en * Add model 2023-11-22-distilbert_bio_pv_superset_en * Add model 2023-11-22-tryner_tabert_500_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_vutt_en * Add model 2023-11-22-distilbert_fresh_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_chenyixin1986_en * Add model 2023-11-22-230615_wnut_model_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_chunk_en * Add model 2023-11-22-distilbert_base_multilingual_cased_finetuned_ner__dataset_ner_heb_standard_labels_xx * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_grantitdhcka_en * Add model 2023-11-22-taner_500_naamapdam_fine_tuned_en * Add model 2023-11-22-finetuned_ner_finegrained_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_yilingwawa_en * Add model 2023-11-22-burmese_ebm_model_biobert_en * Add model 2023-11-22-burmese_awesome_wnut_model_spleonard1_en * Add model 2023-11-22-burmese_awesome_wnut_model_alayaran_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_mariahabib_en * Add model 2023-11-22-few_nerd_en * Add model 2023-11-22-insertion_prop_015_correct_data_en * Add model 2023-11-22-sayula_popoluca_test_model_1_en * Add model 2023-11-22-distilbert_base_uncased_mlm_scirepeval_fos_chemistry_tokencls_battery_en * Add model 2023-11-22-biomedical_ner_all_anonimization_try_8_anonimization_try_9_en * Add model 2023-11-22-try_connll_finetuned_ner_en * Add model 2023-11-22-biomed_ner_en * Add model 2023-11-22-tryner_tabert_2k_en * Add model 2023-11-22-finetuned_model_en * Add model 2023-11-22-distilbert_base_multilingual_cased_finetuned_ner__dataset_ner_heb_small_xx * Add model 2023-11-22-jl_distilbert_german_finetuned_ner_en * Add model 2023-11-22-distilkobert_finetuned_ner_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_nicgh3_en * Add model 2023-11-22-burmese_awesome_wnut_model_vsufiy_en * Add model 2023-11-22-tbert_ner_test_en * Add model 2023-11-22-insertion_prop05_vocab_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_duyduong9htv_en * Add model 2023-11-22-burmese_awesome_wnut_model_shadman_rohan_en * Add model 2023-11-22-burmese_awesome_wnut_model_sinchir0_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_jgraves_en * Add model 2023-11-22-ner_loc_en * Add model 2023-11-22-taner_500_v2_en * Add model 2023-11-22-testrun_model_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_bjfxs_en * Add model 2023-11-22-clinico_finetuned_en * Add model 2023-11-22-vietai_asm1_ner_en * Add model 2023-11-22-taner_2k_indic_glue_en * Add model 2023-11-22-rg_ner_for_emails_en * Add model 2023-11-22-pautas_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_3_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_longxiang_en * Add model 2023-11-22-nlp_hiba2_distemist_fine_tuned_biobert_pretrained_model_en * Add model 2023-11-22-burmese_awesome_wnut_model_danstinga_en * Add model 2023-11-22-dogebooch_biomedical_ner_all_datasets_4_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_orthogonal_orca_en * Add model 2023-11-22-distilkobert_kemofact_0925_en * Add model 2023-11-22-biomedical_ner_all_anonimization_try_7_en * Add model 2023-11-22-burmese_awesome_address_tokenizer_model_v7_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_eca1g19_en * Add model 2023-11-22-directquote_chunktext_distilbert_en * Add model 2023-11-22-taner_4k_indic_glue_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_krag57_en * Add model 2023-11-22-distilkobert_kemofact_efe_0927_en * Add model 2023-11-22-punjabi_distilbert_ner_en * Add model 2023-11-22-hueta_finetuned_1_en * Add model 2023-11-22-ner_our_base_model_en * Add model 2023-11-22-distilbert_finetuned_ner_s800_en * Add model 2023-11-22-test_ner3_en * Add model 2023-11-22-autotrain_test_ner_75401139975_en * Add model 2023-11-22-tokenclass_wnut_en * Add model 2023-11-22-burmese_awesome_wnut_model_gwd77777_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_andrewlitv_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_abdullahf129_en * Add model 2023-11-22-insertion_prop_05_correct_data_en * Add model 2023-11-22-distilbert_pabloguinea_en * Add model 2023-11-22-burmese_awesome_reconstructor_model_en * Add model 2023-11-22-quote_model_delta_en * Add model 2023-11-22-token_fine_tunned_flipkart_2_gl7_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_zakria_en * Add model 2023-11-22-burmese_awesome_wnut_model_longxiang_en * Add model 2023-11-22-burmese_awesome_wnut_model_me11997_en * Add model 2023-11-22-burmese_awesome_wnut_model_yannhabib_en * Add model 2023-11-22-ner_distillbert_ner_en * Add model 2023-11-22-burmese_awesome_wnut_model_jessicaassis_en * Add model 2023-11-22-token_fine_tunned_flipkart_en * Add model 2023-11-22-burmese_awesome_wnut_model_longmark_en * Add model 2023-11-22-entity_extraction_not_evaluated_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_xsf_en * Add model 2023-11-22-datos_ner_en * Add model 2023-11-22-token_fine_tunned_flipkart_2_galician_en * Add model 2023-11-22-color_extraction_2023_02_09_v2_finetuned_ner_en * Add model 2023-11-22-sayula_popoluca_test_model_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_vijays2_en * Add model 2023-11-22-burmese_awesome_wnut_model_claudehotline_en * Add model 2023-11-22-distilbert_base_multilingual_cased_finetuned_ner__dataset_ner_heb_xx * Add model 2023-11-22-consejo_ner_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_arifdknt_en * Add model 2023-11-22-burmese_awesome_wnut_model_alicenkbaytop_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_mke10_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_sumanc_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_recruitment_eval_en * Add model 2023-11-22-burmese_ner_model_jimi11_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_kisma_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_reugene_en * Add model 2023-11-22-burmese_awesome_wnut_model_davidliu1110_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_slhoefel_en * Add model 2023-11-22-claims_data_model_jlandis_en * Add model 2023-11-22-sara_model_en * Add model 2023-11-22-insertion_prop05_ls01_en * Add model 2023-11-22-token_final_tunned_en * Add model 2023-11-22-model_output_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_pivolan_en * Add model 2023-11-22-burmese_awesome_wnut_model_ggouda_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_yilmazasl_en * Add model 2023-11-22-tryner_tabert_4k_en * Add model 2023-11-22-burmese_awesome_wnut_model_maunilvyas_en * Add model 2023-11-22-burmese_awesome_wnut_model_andyrasika_en * Add model 2023-11-22-burmese_awesome_wnut_model_sofa566_en * Add model 2023-11-22-burmese_awesome_wnut_model_stepa_en * Add model 2023-11-22-clinico_finetuned_augmented1_en * Add model 2023-11-22-ner_distillbert_ner_tags_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_novik_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner1_en * Add model 2023-11-22-distilbert_base_uncased_marfinbirt_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_turhana_en * Add model 2023-11-22-dbert_finetuned_ct_2023_en * Add model 2023-11-22-wikineural_multilingual_ner_xx * Add model 2023-11-22-results_raucusreno_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_jasminebatra_en * Add model 2023-11-22-burmese_awesome_wnut_model_terhdavid_en * Add model 2023-11-22-hueta_finetuned_en * Add model 2023-11-22-distilbert_base_cased_finetuned_ner_all_en * Add model 2023-11-22-burmese_awesome_wnut_model_dimitriish_en * Add model 2023-11-22-burmese_awesome_wnut_model_edthomasset_en * Add model 2023-11-22-distilbert_base_cased_ner_trained_on_synthea_en * Add model 2023-11-22-wnut_model_navendux_en * Add model 2023-11-22-color_extraction_2023_02_10_v2_finetuned_ner_en * Add model 2023-11-22-biomedical_ner_all_anonimization_try_2_en * Add model 2023-11-22-rg_distilbert_big_data_en * Add model 2023-11-22-tmp_trainer_en * Add model 2023-11-22-modelworking4_en * Add model 2023-11-22-burmese_awesome_wnut_model3_en * Add model 2023-11-22-color_extraction_2023_02_10_v3_finetuned_ner_en * Add model 2023-11-22-burmese_awesome_wnut_model_eitanli_en * Add model 2023-11-22-finetune_wnut_model_en * Add model 2023-11-22-tutorial_en * Add model 2023-11-22-burmese_awesome_wnut_model_vsombhane_en * Add model 2023-11-22-burmese_awesome_wnut_model_idriska_en * Add model 2023-11-22-distilbert_finetuned_ner_copious_en * Add model 2023-11-22-dimensions_extraction_2023_02_10_v0_en * Add model 2023-11-22-modelworkingmanualdata2_en * Add model 2023-11-22-burmese_awesome_wnut_model_xsf_en * Add model 2023-11-22-copilot_wnut_model_en * Add model 2023-11-22-burmese_awesome_wnut_model_yuliang555_en * Add model 2023-11-22-burmese_awesome_wnut_model_thrushwanth_en * Add model 2023-11-22-wolof_finetuned_ner_accelerate_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_pha_en * Add model 2023-11-22-burmese_awesome_wnut_model_zinoli_en * Add model 2023-11-22-increase_exp_en * Add model 2023-11-22-burmese_awesome_wnut_model_anyuanay_en * Add model 2023-11-22-biomedical_ner_all_anonimization_try_8_en * Add model 2023-11-22-ner_model_v1_en * Add model 2023-11-22-burmese_awesome_wnut_model_ramikassouf_en * Add model 2023-11-22-taner_1k_naamapdam_fine_tuned_en * Add model 2023-11-22-modelworking6_copy_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_linh101201_en * Add model 2023-11-22-distilbert_base_cased_finetuned_ner_linh101201_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_model2_ner_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_thun11_en * Add model 2023-11-22-modelworking3_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_model1_ner_en * Add model 2023-11-22-test4_en * Add model 2023-11-22-affilgood_ner_test_en * Add model 2023-11-22-panda_ner_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_model3_ner_en * Add model 2023-11-22-burmese_awesome_wnut_model_sravanipilla_en * Add model 2023-11-22-wnut_model_realgon_en * Add model 2023-11-22-burmese_awesome_wnut_model_shaohantian_en * Add model 2023-11-22-ecobert_finetuned_ner_s800_en * Add model 2023-11-22-burmese_test2_wnut_model_en * Add model 2023-11-22-burmese_awesome_wnut_model_muibk_en * Add model 2023-11-22-burmese_awesome_wnut_model_viktaradynets_en * Add model 2023-11-22-burmese_awesome_wnut_model_alexisdpc_en * Add model 2023-11-22-copilot_namanj_model_en * Add model 2023-11-22-taner_1k_en * Add model 2023-11-22-burmese_first_model_en * Add model 2023-11-22-burmese_awesome_wnut_model_suhasparray_en * Add model 2023-11-22-bert_multilingual_ner_xx * Add model 2023-11-22-burmese_awesome_wnut_model_prudhvirazz_en * Add model 2023-11-22-modelworking2_en * Add model 2023-11-22-taner_500_en * Add model 2023-11-22-burmese_awesome_wnut_model_sameerakoppana_en * Add model 2023-11-22-ecobert_finetuned_ner_copious_en * Add model 2023-11-22-medhack_en * Add model 2023-11-22-burmese_awesome_wnut_model_nadeemraja_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_samih1974_en * Add model 2023-11-22-moodprediction_en * Add model 2023-11-22-burmese_awesome_wnut_model_kadir0_en * Add model 2023-11-22-burmese_awesome_wnut_model_emmanuelq2_en * Add model 2023-11-22-tryner_2k_en * Add model 2023-11-22-spanish_ner_en * Add model 2023-11-22-sophie_spanish_implementation_en * Add model 2023-11-22-modelworkingmanualdata_en * Add model 2023-11-22-burmese_awesome_pakner_model_en * Add model 2023-11-22-burmese_awesome_wnut_model2_en * Add model 2023-11-22-burmese_awesome_wnut_model_darrenhinde_en * Add model 2023-11-22-social_groups_second_try_giladh_en * Add model 2023-11-22-distilbert_base_cased_finetuned_ner_t2_g2_en * Add model 2023-11-22-tiny_random_distilbertfortokenclassification_hf_tiny_model_private_en * Add model 2023-11-22-burmese_awesome_wnut_model_mamuninfo_en * Add model 2023-11-22-claims_data_model_mjokich_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_rohanv123_en * Add model 2023-11-22-modelworkingmanualdata3_en * Add model 2023-11-22-nlp_p4_en * Add model 2023-11-22-burmese_nlp_model_en * Add model 2023-11-22-burmese_awesome_wnut_model_hefeng0_en * Add model 2023-11-22-tryner_4k_en * Add model 2023-11-22-color_extraction_2023_02_10_v1_finetuned_ner_en * Add model 2023-11-22-distilbert_base_multilingual_cased_ner_demo_amarsanaa1525_xx * Add model 2023-11-22-burmese_awesome_wnut_model_atheer174_en * Add model 2023-11-22-burmese_awesome_wnut_model_yyyy1992_en * Add model 2023-11-22-burmese_awesome_wnut_model_1_en * Add model 2023-11-22-basic_wnut_en * Add model 2023-11-22-test_train_model_en * Add model 2023-11-22-burmese_test_big_ner_model_en * Add model 2023-11-22-burmese_awesome_wnut_model_iftisyed_en * Add model 2023-11-22-portuguese_traing_en * Add model 2023-11-22-burmese_awesome_wnut_model_blakemaster24_en * Add model 2023-11-22-test2_en * Add model 2023-11-22-distilbert_base_uncased_finetuned_ner_calin_en --------- Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>
JohnSnowLabs · Nov 22, 2023 · c6f8db4 · c6f8db4
1 parent 5c5433d
commit c6f8db4
Show file tree

Hide file tree

Showing 1,028 changed files with 96,682 additions and 0 deletions.
diff --git a/docs/_posts/ahmedlone127/2023-11-20-4_way_detection_prop_16_distilbert_en.md b/docs/_posts/ahmedlone127/2023-11-20-4_way_detection_prop_16_distilbert_en.md
@@ -0,0 +1,97 @@
+---
+layout: model
+title: English 4_way_detection_prop_16_distilbert DistilBertForSequenceClassification from ultra-coder54732
+author: John Snow Labs
+name: 4_way_detection_prop_16_distilbert
+date: 2023-11-20
+tags: [bert, en, open_source, sequence_classification, onnx]
+task: Text Classification
+language: en
+edition: Spark NLP 5.2.0
+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.`4_way_detection_prop_16_distilbert` is a English model originally trained by ultra-coder54732.
+
+{:.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/4_way_detection_prop_16_distilbert_en_5.2.0_3.0_1700496105654.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/4_way_detection_prop_16_distilbert_en_5.2.0_3.0_1700496105654.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
+
+document_assembler = DocumentAssembler()\
+    .setInputCol("text")\
+    .setOutputCol("document")
+
+tokenizer = Tokenizer()\
+    .setInputCols("document")\
+    .setOutputCol("token")  
+
+sequenceClassifier = DistilBertForSequenceClassification.pretrained("4_way_detection_prop_16_distilbert","en")\
+            .setInputCols(["document","token"])\
+            .setOutputCol("class")
+
+pipeline = Pipeline().setStages([document_assembler, tokenizer, sequenceClassifier])
+
+data = spark.createDataFrame([["PUT YOUR STRING HERE"]]).toDF("text")
+
+result = pipeline.fit(data).transform(data)
+
+```
+```scala
+
+val document_assembler = new DocumentAssembler()
+    .setInputCol("text")
+    .setOutputCol("document")
+
+val tokenizer = new Tokenizer()
+    .setInputCols("document") 
+    .setOutputCol("token")  
+
+val sequenceClassifier = DistilBertForSequenceClassification.pretrained("4_way_detection_prop_16_distilbert","en")
+            .setInputCols(Array("document","token"))
+            .setOutputCol("class")
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, sequenceClassifier))
+
+val data = Seq("PUT YOUR STRING HERE").toDS.toDF("text")
+
+val result = pipeline.fit(data).transform(data)
+
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|4_way_detection_prop_16_distilbert|
+|Compatibility:|Spark NLP 5.2.0+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[class]|
+|Language:|en|
+|Size:|249.5 MB|
+
+## References
+
+https://huggingface.co/ultra-coder54732/4-way-detection-prop-16-distilbert
diff --git a/docs/_posts/ahmedlone127/2023-11-20-app_en.md b/docs/_posts/ahmedlone127/2023-11-20-app_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English app DistilBertForTokenClassification from pierrerappolt-okta
+author: John Snow Labs
+name: app
+date: 2023-11-20
+tags: [bert, en, open_source, token_classification, onnx]
+task: Named Entity Recognition
+language: en
+edition: Spark NLP 5.2.0
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertForTokenClassification
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForTokenClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`app` is a English model originally trained by pierrerappolt-okta.
+
+{:.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/app_en_5.2.0_3.0_1700519714968.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/app_en_5.2.0_3.0_1700519714968.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("documents")
+
+
+tokenClassifier = DistilBertForTokenClassification.pretrained("app","en") \
+            .setInputCols(["documents","token"]) \
+            .setOutputCol("ner")
+
+pipeline = Pipeline().setStages([documentAssembler, tokenClassifier])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val documentAssembler = new DocumentAssembler()
+    .setInputCol("text") 
+    .setOutputCol("embeddings")
+
+val tokenClassifier = DistilBertForTokenClassification  
+    .pretrained("app", "en")
+    .setInputCols(Array("documents","token")) 
+    .setOutputCol("ner") 
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenClassifier))
+
+val pipelineModel = pipeline.fit(data)
+
+val pipelineDF = pipelineModel.transform(data)
+
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|app|
+|Compatibility:|Spark NLP 5.2.0+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[ner]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/pierrerappolt-okta/app
diff --git a/docs/_posts/ahmedlone127/2023-11-20-background_distilebert_2023_02_21_19_08_en.md b/docs/_posts/ahmedlone127/2023-11-20-background_distilebert_2023_02_21_19_08_en.md
@@ -0,0 +1,97 @@
+---
+layout: model
+title: English background_distilebert_2023_02_21_19_08 DistilBertForSequenceClassification from leeju
+author: John Snow Labs
+name: background_distilebert_2023_02_21_19_08
+date: 2023-11-20
+tags: [bert, en, open_source, sequence_classification, onnx]
+task: Text Classification
+language: en
+edition: Spark NLP 5.2.0
+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.`background_distilebert_2023_02_21_19_08` is a English model originally trained by leeju.
+
+{:.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/background_distilebert_2023_02_21_19_08_en_5.2.0_3.0_1700483305055.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/background_distilebert_2023_02_21_19_08_en_5.2.0_3.0_1700483305055.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
+
+document_assembler = DocumentAssembler()\
+    .setInputCol("text")\
+    .setOutputCol("document")
+
+tokenizer = Tokenizer()\
+    .setInputCols("document")\
+    .setOutputCol("token")  
+
+sequenceClassifier = DistilBertForSequenceClassification.pretrained("background_distilebert_2023_02_21_19_08","en")\
+            .setInputCols(["document","token"])\
+            .setOutputCol("class")
+
+pipeline = Pipeline().setStages([document_assembler, tokenizer, sequenceClassifier])
+
+data = spark.createDataFrame([["PUT YOUR STRING HERE"]]).toDF("text")
+
+result = pipeline.fit(data).transform(data)
+
+```
+```scala
+
+val document_assembler = new DocumentAssembler()
+    .setInputCol("text")
+    .setOutputCol("document")
+
+val tokenizer = new Tokenizer()
+    .setInputCols("document") 
+    .setOutputCol("token")  
+
+val sequenceClassifier = DistilBertForSequenceClassification.pretrained("background_distilebert_2023_02_21_19_08","en")
+            .setInputCols(Array("document","token"))
+            .setOutputCol("class")
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, sequenceClassifier))
+
+val data = Seq("PUT YOUR STRING HERE").toDS.toDF("text")
+
+val result = pipeline.fit(data).transform(data)
+
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|background_distilebert_2023_02_21_19_08|
+|Compatibility:|Spark NLP 5.2.0+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[class]|
+|Language:|en|
+|Size:|250.9 MB|
+
+## References
+
+https://huggingface.co/leeju/background-distilebert_2023-02-21_19-08
diff --git a/docs/_posts/ahmedlone127/2023-11-20-bert_b07_en.md b/docs/_posts/ahmedlone127/2023-11-20-bert_b07_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English bert_b07 DistilBertForTokenClassification from LazzeKappa
+author: John Snow Labs
+name: bert_b07
+date: 2023-11-20
+tags: [bert, en, open_source, token_classification, onnx]
+task: Named Entity Recognition
+language: en
+edition: Spark NLP 5.2.0
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertForTokenClassification
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForTokenClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`bert_b07` is a English model originally trained by LazzeKappa.
+
+{:.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/bert_b07_en_5.2.0_3.0_1700521668306.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/bert_b07_en_5.2.0_3.0_1700521668306.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("documents")
+
+
+tokenClassifier = DistilBertForTokenClassification.pretrained("bert_b07","en") \
+            .setInputCols(["documents","token"]) \
+            .setOutputCol("ner")
+
+pipeline = Pipeline().setStages([documentAssembler, tokenClassifier])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val documentAssembler = new DocumentAssembler()
+    .setInputCol("text") 
+    .setOutputCol("embeddings")
+
+val tokenClassifier = DistilBertForTokenClassification  
+    .pretrained("bert_b07", "en")
+    .setInputCols(Array("documents","token")) 
+    .setOutputCol("ner") 
+
+val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenClassifier))
+
+val pipelineModel = pipeline.fit(data)
+
+val pipelineDF = pipelineModel.transform(data)
+
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|bert_b07|
+|Compatibility:|Spark NLP 5.2.0+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[ner]|
+|Language:|en|
+|Size:|505.4 MB|
+
+## References
+
+https://huggingface.co/LazzeKappa/BERT_B07