2023-12-29-finetuning_sentiment_model_3000_samples_zhaohui_en (#14115)

* Add model 2023-12-31-finetuning_sentiment_model_3000_samples_chabuno_en * Add model 2023-12-31-sms_class_test2_en * Add model 2023-12-31-finetuning_emotion_model_doyle26_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_richardlowes_en * Add model 2023-12-31-distilbert_base_uncased_dsc_nepal_bhasa_cllbck_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_gbyourss_en * Add model 2023-12-31-burmese_text_model_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_clinc_penguinman73_en * Add model 2023-12-31-genre_pred_model_reduced_4_epochs_en * Add model 2023-12-31-aie_assessment_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_neolord_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_classification_en * Add model 2023-12-31-left_padding70model_en * Add model 2023-12-31-distilbert_for_emotion_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_cola_zangyuchen2008_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_sst_2_english_ft_en * Add model 2023-12-31-testmodel_mwinterhalter_en * Add model 2023-12-31-burmese_awesome_model_ugursa_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_cola_kanlee_en * Add model 2023-12-31-burmese_awesome_model_raihan50017_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_yhwng_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_liviu_vladutu_en * Add model 2023-12-31-finetuning_sentiment_model_maegancp_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_dodododo2_en * Add model 2023-12-31-intent_classifier_incentive_for_connecting_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_davegold_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_stemacre_en * Add model 2023-12-31-attainment_distilbert_en * Add model 2023-12-31-ai_generated_essay_detection_distilbert_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_cola_kibru_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_baehong_en * Add model 2023-12-31-mediabiasdetector_distilbert_3e_en * Add model 2023-12-31-ad_distilbert33_en * Add model 2023-12-31-burmese_awesome_model_marianna13_en * Add model 2023-12-31-mbicbias_en * Add model 2023-12-31-ad_distilbert21_en * Add model 2023-12-31-finetuning_sentiment_model_turkish_court_en * Add model 2023-12-31-burmese_awesome_model_volkf_en * Add model 2023-12-31-imdbreviews_classification_distilbert_v02_jgutierrez90_en * Add model 2023-12-31-finetuning_sentiment_model_tweet_en * Add model 2023-12-31-left_padding90model_en * Add model 2023-12-31-burmese_awesome_model_cep_ter_en * Add model 2023-12-31-sentiment_v2_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_salohnana2018_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_tobrun_en * Add model 2023-12-31-distilbert_base_uncased_omdena_cllbck_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_mukesh1212_en * Add model 2023-12-31-ad_distilbert17_en * Add model 2023-12-31-burmese_awesome_model_rkessler_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_cola_ajay_y_en * Add model 2023-12-31-distilbert_base_uncased_hoax_classifier_sanity_check_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_plantdesc_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_matthewo_en * Add model 2023-12-31-copilot_relex_nyt_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_yarbhelp_en * Add model 2023-12-31-finetuned_sentiment_classfication_distilbert_model_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_clinc_jamesnj_en * Add model 2023-12-31-burmese_awesome_model_phurich_en * Add model 2023-12-31-iotnation_classification_model_0_4_smaller_cleaned_set_4k_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_cola_nglong0304_en * Add model 2023-12-31-tweetsentiment2_en * Add model 2023-12-31-finetuning_sentiment_model_6000_samples_nored355_en * Add model 2023-12-31-ad_distilbert13_en * Add model 2023-12-31-distilgender_spanish_2m_ittailup_es * Add model 2023-12-31-lkd_3_classes_seed_51_response_only_en * Add model 2023-12-31-political_en * Add model 2023-12-31-imdbreviews_classification_distilbert_v02_clf_finetuning_dfelorza_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_zhukeke_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_natrajanv_en * Add model 2023-12-31-ad_distilbert10_en * Add model 2023-12-31-burmese_awesome_model_zhigang75_en * Add model 2023-12-31-burmese_awesome_model_rain1017_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_sangsooim_en * Add model 2023-12-31-left_padding30model_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_ryangryang_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_cola_jdemple_en * Add model 2023-12-31-imdbreviews_classification_distilbert_v02_clf_finetuning_jdmartinev_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_cptsoybean_en * Add model 2023-12-31-model_demo_pingyaol_en * Add model 2023-12-31-distilbert_powo_lifecycle_scratch_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_clinc_ckandemir_en * Add model 2023-12-31-dev_nodev_model_en * Add model 2023-12-31-ad_distilbert36_en * Add model 2023-12-31-distilbert_base_uncased_finetuned_emotion_vikramr22_en * Add model 2023-12-31-distilbert_squad_answerable_classifier_en * Add model 2023-12-31-ad_distilbert3_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_abhikatta_en * Add model 2023-12-31-distilbert_base_uncased_emotion_ft_1701_en * Add model 2023-12-31-finetuning_sentiment_model_3000_samples_benlitzen43_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_cola_anthonytedde_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_nirajbagdi_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_yamitamaya_en * Add model 2024-01-01-distilbert_base_uncased_on_imdb002_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_abhishek1061_en * Add model 2024-01-01-burmese_awesome_model_definite_en * Add model 2024-01-01-burmese_awesome_model_saidur49_en * Add model 2024-01-01-distilbert_mergeddata_with_preprocessing_grid_search_en * Add model 2024-01-01-cyberbully_test_recall_v1_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_test_en * Add model 2024-01-01-distilbert_base_uncased_emotions_fintuned_en * Add model 2024-01-01-finetuning_sentiment_model_2500_samples_en * Add model 2024-01-01-left_padding20model_en * Add model 2024-01-01-test_model_reyj1999_en * Add model 2024-01-01-finetuning_sentiment_model_amazonbaby5000_samples_en * Add model 2024-01-01-action_model_en * Add model 2024-01-01-twittersentimentv5_en * Add model 2024-01-01-ad_distilbert27_en * Add model 2024-01-01-test1_bryanhpchiang_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_0whany_en * Add model 2024-01-01-results_raghavsharma06_en * Add model 2024-01-01-burmese_awesome_model_naveengarlapati_en * Add model 2024-01-01-burmese_awesome_model_marktaylor_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_mnli_ll029_en * Add model 2024-01-01-sentiment_analysis_gsl22_en * Add model 2024-01-01-model_training_waimai_log_en * Add model 2024-01-01-distilbert_1e_64_en * Add model 2024-01-01-imdbreviews_classification_distilbert_v04_finetuned_sst_2_english_en * Add model 2024-01-01-emotion_model_biadd_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_kiechu_en * Add model 2024-01-01-q9_phq_en * Add model 2024-01-01-distilbert_model_105_class_v2_en * Add model 2024-01-01-ad_distilbert40_en * Add model 2024-01-01-test2_bryanhpchiang_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_faizanahmad3_en * Add model 2024-01-01-finetuning_emotion_model_kp94_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_wheat9_en * Add model 2024-01-01-bert_model_91_class_en * Add model 2024-01-01-distilbert_base_uncased_on_imdb2023_09_17_16_53_54_730620_en * Add model 2024-01-01-imdbreviews_classification_distilbert_v02_dfelorza_en * Add model 2024-01-01-get_data_model_en * Add model 2024-01-01-sentiment_analysis_model_01_fernando_m1_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_bunchjesse_en * Add model 2024-01-01-iotnation_classification_model_0_5_smaller_cleaned_set_5k_en * Add model 2024-01-01-imdbreviews_classification_distilbert_v02_laly_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_cola_bikshang_en * Add model 2024-01-01-human_class_oriya_somthing_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_lhybio07_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_marcopc_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_adl_hw1_b10902046_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_cola_aburkard_en * Add model 2024-01-01-distilbert_base_multilingual_cased_finetuned_emotion_dfjqwoegn_xx * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_andreac94_en * Add model 2024-01-01-ad_distilbert1_en * Add model 2024-01-01-left_padding0model_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_danexl_en * Add model 2024-01-01-tweetsentiment5_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_cola_rangoiv_en * Add model 2024-01-01-imdbreviews_classification_distilbert_v03_en * Add model 2024-01-01-from_samoan_en * Add model 2024-01-01-results_rorisdejuarez_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_items_ozziejoe_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_jeronimojr_en * Add model 2024-01-01-cyberbully_test_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_sudhanshu753_en * Add model 2024-01-01-iotnation_classification_model_0_6_5k_dataset_and_original_dataset_en * Add model 2024-01-01-model_demo_soulbest_en * Add model 2024-01-01-imdbreviews_classification_distilbert_v02_clf_finetuning_giovy79_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_mankit011_en * Add model 2024-01-01-ad_distilbert44_en * Add model 2024-01-01-demo_classification_en * Add model 2024-01-01-sentiment_model_on_imdb_dataset_hoang123223_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_sabaakhavan_en * Add model 2024-01-01-burmese_awesome_model_brey31_en * Add model 2024-01-01-q1_phq_en * Add model 2024-01-01-ad_distilbert25_en * Add model 2024-01-01-simple_classification_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_okaditya84_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_ali26sami_en * Add model 2024-01-01-imdbreviews_classification_distilbert_v02_clf_finetuning_jmgarzonv_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_kumarguptajit_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_cp1903md_en * Add model 2024-01-01-sentiment_analysis_20000sample_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_bhoomikajope_en * Add model 2024-01-01-ad_distilbert0_en * Add model 2024-01-01-burmese_awesome_model_wen_hsuan_en * Add model 2024-01-01-burmese_model_zary0_en * Add model 2024-01-01-ad_distilbert18_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_makaniski_en * Add model 2024-01-01-raytune_textclassification_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_maroshimi_en * Add model 2024-01-01-text_classification_model_yangel88_en * Add model 2024-01-01-distilbert_with_preprocessing_grid_search_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_slee126_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_harshu101202_en * Add model 2024-01-01-twittersentimentv4_en * Add model 2024-01-01-left_padding60model_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_adl_hw1_harris66_en * Add model 2024-01-01-q3_phq_en * Add model 2024-01-01-finetuning_sentiment_model_25000_samples_zwmc_en * Add model 2024-01-01-finetuning_samples_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_shivam779_en * Add model 2024-01-01-test_sentiment_analysis_en * Add model 2024-01-01-sentiment_analysis_alexisdpc_en * Add model 2024-01-01-finetuning_sentiment_model_40000_samples_en * Add model 2024-01-01-manifestoproject_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_cola_ll029_en * Add model 2024-01-01-keyword_category_classifier_300_per_cat_en * Add model 2024-01-01-ad_distilbert42_en * Add model 2024-01-01-rcarrata_finetuning_sentiment_model_3000_samples_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_jet2157_en * Add model 2024-01-01-test_mrizalf7_en * Add model 2024-01-01-sentiment_analysis_12000sample_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_tanmay_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_harshu202_en * Add model 2024-01-01-ad_distilbert29_en * Add model 2024-01-01-training_master_model_en * Add model 2024-01-01-good_sentiment_model2_en * Add model 2024-01-01-distilbert_base_uncased_emotion_ft_0416_qqqq2345_en * Add model 2024-01-01-finetuned_classifier_en * Add model 2024-01-01-sentiment_analysis_25000sample_en * Add model 2024-01-01-test_toxic_comment_model_en * Add model 2024-01-01-burmese_awesome_model_masanak_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_congcachon_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_skyhaoshen_en * Add model 2024-01-01-tweet_sentiments_40k_nepal_bhasa_pzalavad_en * Add model 2024-01-01-ad_distilbert28_en * Add model 2024-01-01-burmese_awesome_model_pankaj10034_en * Add model 2024-01-01-burmese_awesome_model_nanhuggingface_en * Add model 2024-01-01-model_los_removing_layer_latest_bert_cmm_en * Add model 2024-01-01-distilbert_base_uncased13_en * Add model 2024-01-01-distilbert_emotion_deustchkinder_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_skippers_guitar_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_farah117_en * Add model 2024-01-01-finetuning_sentiment_model_3000_samples_revash_en * Add model 2024-01-01-burmese_awesome_model_ataylor_sweet_en * Add model 2024-01-01-tweetsentiment4_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_junek_en * Add model 2024-01-01-burmese_model_dradamskelton_en * Add model 2024-01-01-finetuning_sentiment_model_5000_samples_der_emmanuel_en * Add model 2024-01-01-distilbert_model_173_class_v1_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_alexmo2615_en * Add model 2024-01-01-burmese_awesome_model_prashant_karwasra_en * Add model 2024-01-01-finetuning_sentiment_model_gsl22_en * Add model 2024-01-01-burmese_awesome_model_clstdew_en * Add model 2024-01-01-keyword_category_classifier_400_per_cat_en * Add model 2024-01-01-q2_phq_en * Add model 2024-01-01-imdbreviews_classification_distilbert_v02_jmgarzonv_en * Add model 2024-01-01-burmese_awesome_model_pierre_sylvain_en * Add model 2024-01-01-burmese_awesome_model_brecon_en * Add model 2024-01-01-eliminare_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_boisalai_en * Add model 2024-01-01-ad_distilbert32_en * Add model 2024-01-01-burmese_awesome_model_parasjain_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_items_chernandezc_en * Add model 2024-01-01-burmese_nepal_bhasa_model_en * Add model 2024-01-01-genre_pred_model_reduced_2_epochs_en * Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_beezbee_en * Add model 2024-01-01-afx_grouping_model_en * Add model 2024-01-01-imdb_test_finetune_en * Add model 2024-01-01-distilbert_model_173_class_v1_3_en --------- Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>
JohnSnowLabs · Jan 1, 2024 · 9fa1404 · 9fa1404
1 parent 2157ace
commit 9fa1404
Show file tree

Hide file tree

Showing 2,353 changed files with 228,210 additions and 0 deletions.
diff --git a/docs/_posts/ahmedlone127/2023-12-29-1030_en.md b/docs/_posts/ahmedlone127/2023-12-29-1030_en.md
@@ -0,0 +1,97 @@
+---
+layout: model
+title: English 1030 DistilBertForSequenceClassification from tingchih
+author: John Snow Labs
+name: 1030
+date: 2023-12-29
+tags: [bert, en, open_source, sequence_classification, onnx]
+task: Text Classification
+language: en
+edition: Spark NLP 5.2.2
+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.`1030` is a English model originally trained by tingchih.
+
+{:.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/1030_en_5.2.2_3.0_1703893284059.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/1030_en_5.2.2_3.0_1703893284059.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("1030","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("1030","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:|1030|
+|Compatibility:|Spark NLP 5.2.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[class]|
+|Language:|en|
+|Size:|249.5 MB|
+
+## References
+
+https://huggingface.co/tingchih/1030
diff --git a/docs/_posts/ahmedlone127/2023-12-29-22s_dl_sentiment_1_en.md b/docs/_posts/ahmedlone127/2023-12-29-22s_dl_sentiment_1_en.md
@@ -0,0 +1,97 @@
+---
+layout: model
+title: English 22s_dl_sentiment_1 DistilBertForSequenceClassification from DLochmelis33
+author: John Snow Labs
+name: 22s_dl_sentiment_1
+date: 2023-12-29
+tags: [bert, en, open_source, sequence_classification, onnx]
+task: Text Classification
+language: en
+edition: Spark NLP 5.2.2
+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.`22s_dl_sentiment_1` is a English model originally trained by DLochmelis33.
+
+{:.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/22s_dl_sentiment_1_en_5.2.2_3.0_1703889238506.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/22s_dl_sentiment_1_en_5.2.2_3.0_1703889238506.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("22s_dl_sentiment_1","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("22s_dl_sentiment_1","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:|22s_dl_sentiment_1|
+|Compatibility:|Spark NLP 5.2.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[class]|
+|Language:|en|
+|Size:|249.5 MB|
+
+## References
+
+https://huggingface.co/DLochmelis33/22s-dl-sentiment-1
diff --git a/docs/_posts/ahmedlone127/2023-12-29-607_demo_model_en.md b/docs/_posts/ahmedlone127/2023-12-29-607_demo_model_en.md
@@ -0,0 +1,97 @@
+---
+layout: model
+title: English 607_demo_model DistilBertForSequenceClassification from mgreenbe
+author: John Snow Labs
+name: 607_demo_model
+date: 2023-12-29
+tags: [bert, en, open_source, sequence_classification, onnx]
+task: Text Classification
+language: en
+edition: Spark NLP 5.2.2
+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.`607_demo_model` is a English model originally trained by mgreenbe.
+
+{:.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/607_demo_model_en_5.2.2_3.0_1703873477575.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/607_demo_model_en_5.2.2_3.0_1703873477575.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("607_demo_model","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("607_demo_model","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:|607_demo_model|
+|Compatibility:|Spark NLP 5.2.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[class]|
+|Language:|en|
+|Size:|249.4 MB|
+
+## References
+
+https://huggingface.co/mgreenbe/607-demo-model
diff --git a/docs/_posts/ahmedlone127/2023-12-29-607_live_demo_yelp_polarity_en.md b/docs/_posts/ahmedlone127/2023-12-29-607_live_demo_yelp_polarity_en.md
@@ -0,0 +1,97 @@
+---
+layout: model
+title: English 607_live_demo_yelp_polarity DistilBertForSequenceClassification from mgreenbe
+author: John Snow Labs
+name: 607_live_demo_yelp_polarity
+date: 2023-12-29
+tags: [bert, en, open_source, sequence_classification, onnx]
+task: Text Classification
+language: en
+edition: Spark NLP 5.2.2
+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.`607_live_demo_yelp_polarity` is a English model originally trained by mgreenbe.
+
+{:.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/607_live_demo_yelp_polarity_en_5.2.2_3.0_1703878692618.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/607_live_demo_yelp_polarity_en_5.2.2_3.0_1703878692618.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("607_live_demo_yelp_polarity","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("607_live_demo_yelp_polarity","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:|607_live_demo_yelp_polarity|
+|Compatibility:|Spark NLP 5.2.2+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[documents, token]|
+|Output Labels:|[class]|
+|Language:|en|
+|Size:|249.5 MB|
+
+## References
+
+https://huggingface.co/mgreenbe/607-live-demo-yelp-polarity