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commit a14d7b80b51b22a74040d93f1a9709791134f13f
Author: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date:   Fri Dec 8 23:39:05 2023 +0100

    Release 5.2.0 on Conda [skip test]

commit c85c730631541511785dca2fb82cee350541e532
Merge: 2851925da6 8ebcfbeb74
Author: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date:   Fri Dec 8 22:06:54 2023 +0100

    Merge pull request #14084 from JohnSnowLabs/release/520-release-candidate

    520-release-candidate

commit 8ebcfbeb7465faeffc3ffcc8bde02d81622bbaf9
Author: github-actions <action@github.com>
Date:   Fri Dec 8 19:47:59 2023 +0000

    Update Scala and Python APIs

commit 336352327d433b5e11dde438202d88f967c099fb
Author: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date:   Fri Dec 8 20:39:33 2023 +0100

    Update README and CHANGELOG [run doc]

commit 2851925da686686f5f750874d625980a8d97671d
Author: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date:   Fri Dec 8 12:22:46 2023 +0100

    Models hub (#14086)

    ---------

    Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

    * 2023-10-27-bert_classifier_tiny_sst2_1_mobile_2_distillation_en (#14046)

    * Add model 2023-11-01-rubert_tiny2_russian_go_emotions_ru

    * Add model 2023-11-01-bert_sequence_classifier_base_turkish_sentiment_cased_tr

    * Add model 2023-11-01-bert_sequence_classifier_turkish_text_classification_tr

    * Add model 2023-11-01-finetuned_yelp_donlapark_en

    * Add model 2023-11-01-electra_classifier_korean_small_finetuned_sentiment_ko

    * Add model 2023-11-01-bert_sequence_classifier_pred_timeperiod_zh

    * Add model 2023-11-01-bert_sequence_classifier_electricidad_base_finetuned_sst2_en

    * Add model 2023-11-01-bertimbau_base_finetuned_brazilian_court_decisions_bt16_ep15_pt

    * Add model 2023-11-01-nlp_qual_q3i_en

    * Add model 2023-11-01-news_category_classification_turkish_tr

    * Add model 2023-11-01-bert_base_uncased_sst_2_en

    * Add model 2023-11-01-electra_classifier_korean_hatespeech_ko

    * Add model 2023-11-01-bert_sequence_classifier_poem_qafiyah_detection_ar

    * Add model 2023-11-01-russian_inappropriate_messages_ru

    * Add model 2023-11-01-bert_base_uncased_wnli_en

    * Add model 2023-11-01-electra_classifier_korean_hatespeech_multilabel_ko

    * Add model 2023-11-01-electra_classifier_turkish_sentiment_analysis_tr

    * Add model 2023-11-01-bert_sequence_classifier_toxicity_ru

    * Add model 2023-11-01-bert_base_uncased_yahoo_answers_topics_en

    * Add model 2023-11-01-minilm_l6_h384_uncased_sst2_en

    * Add model 2023-11-01-malay_marco_tinybert_l_2_v2_en

    * Add model 2023-11-01-bert_sequence_classifier_erlangshen_roberta_330m_nli_zh

    * Add model 2023-11-01-bert_base_chinese_finetuning_financial_news_sentiment_v2_zh

    * Add model 2023-11-01-bleurt_tiny_512_en

    * Add model 2023-11-01-sands_en

    * Add model 2023-11-01-bert_sequence_classifier_response_quality_base_ru

    * Add model 2023-11-01-electra_classifier_mrm8488_electricidad_small_finetuned_amazon_review_classification_es

    * Add model 2023-11-01-cross_encoder_portuguese_sentence_similarity_en

    * Add model 2023-11-01-bert_base_uncased_sst2_yoshitomo_matsubara_en

    * Add model 2023-11-01-bert_sequence_classifier_large_cased_finetuned_mrpc_en

    * Add model 2023-11-01-unbias_classification_bert_en

    * Add model 2023-11-01-bert_sequence_classifier_autonlp_gibb_detect_515314387_en

    * Add model 2023-11-01-finance_sentiment_chinese_base_zh

    * Add model 2023-11-01-bert_base_uncased_yelp_polarity_textattack_en

    * Add model 2023-11-01-malay_marco_tinybert_l_4_en

    * Add model 2023-11-01-bert_base_cased_finetuned_finbert_en

    * Add model 2023-11-01-electra_classifier_qd_quora_base_turkish_tr

    * Add model 2023-11-01-kpf_cross_encoder_v1_ko

    * Add model 2023-11-01-bert_sequence_classifier_tiny_finetuned_fake_news_detection_en

    * Add model 2023-11-01-xuyuan_trial_sentiment_bert_chinese_en

    * Add model 2023-11-01-parrot_fluency_model_en

    * Add model 2023-11-01-ai_oriya_human_text_classification_en

    * Add model 2023-11-01-cross_encoder_malay_marco_minilm_l_12_v2_tuned_mediqa_v1_en

    * Add model 2023-11-01-bert_agnews_en

    * Add model 2023-11-01-bert_sequence_classifier_multi2convai_corona_english_bert_en

    * Add model 2023-11-01-paragraph_s36000_en

    * Add model 2023-11-01-finetuned_yelp_shelterrp_en

    * Add model 2023-11-01-bert_fine_tuned_hatexplain_en

    * Add model 2023-11-01-ernie_finetuned_qqp_en

    * Add model 2023-11-01-re2g_reranker_nq_en

    * Add model 2023-11-01-toutiao_zh

    * Add model 2023-11-01-bert_sequence_classifier_multi2convai_quality_french_mbert_fr

    * Add model 2023-11-01-bert_base_uncased_sts_b_en

    * Add model 2023-11-01-bert_base_cased_fever_en

    * Add model 2023-11-01-partypress_monolingual_denmark_da

    * Add model 2023-11-01-bert_base_uncased_cola_modeltc_en

    * Add model 2023-11-01-bert_large_uncased_qqp_en

    * Add model 2023-11-01-kcbert_base_finetuned_hate_ko

    * Add model 2023-11-01-question_vs_statement_classifier_en

    * Add model 2023-11-01-finetuned_bert_base_on_iemocap_1_en

    * Add model 2023-11-01-bert_tiny_sst2_en

    * Add model 2023-11-01-bert_sequence_classifier_mini_finetuned_age_news_classification_en

    * Add model 2023-11-01-bert_sequence_classifier_tiny_finetuned_yahoo_answers_topics_en

    * Add model 2023-11-01-tool_choose_ko

    * Add model 2023-11-01-sentiment_xdistil_uncased_en

    * Add model 2023-11-01-rubert_base_cased_cedr_russian_emotion_ru

    * Add model 2023-11-01-biomednlp_pubmedbert_base_uncased_abstract_fulltext_finetuned_mnli_en

    * Add model 2023-11-01-bert_base_multilingual_cased_language_detection_xx

    * Add model 2023-11-01-rubert_tiny_replicas_classifier_ru

    * Add model 2023-11-01-bert_emotion_analysis_en

    * Add model 2023-11-01-autotrain_text_sentiment_indonlu_smse_2885384370_id

    * Add model 2023-11-01-bert_sequence_classifier_tweet_eval_emotion_en

    * Add model 2023-11-01-indonesia_bert_sentiment_classification_en

    * Add model 2023-11-01-indic_abusive_allinone_muril_xx

    * Add model 2023-11-01-swedish_sentiment_violence_sv

    * Add model 2023-11-01-sdg_classification_bert_en

    * Add model 2023-11-01-miread_neuro_large_en

    * Add model 2023-11-01-rubert_base_qa_ranker_ru

    * Add model 2023-11-01-bert_large_legal_sentence_classification_en

    * Add model 2023-11-01-danish_binary_emotion_classification_base_da

    * Add model 2023-11-01-bert_base_uncased_mrpc_yoshitomo_matsubara_en

    * Add model 2023-11-01-bert_base_uncased_sst2_howey_en

    * Add model 2023-11-01-cross_encoder_bert_base_zh

    * Add model 2023-11-01-electra_classifier_korean_base_finetuned_sentiment_ko

    * Add model 2023-11-01-bert_base_portuguese_cased_assin2_similarity_pt

    * Add model 2023-11-01-bert_base_uncased_finetuned_emotion_vasanth_en

    * Add model 2023-11-01-hate_speech_berturk_en

    * Add model 2023-11-01-electra_classifier_korean_base_gender_bias_ko

    * Add model 2023-11-01-kcbert_formal_classifier_ko

    * Add model 2023-11-01-synteract_en

    * Add model 2023-11-01-electra_classifier_korean_base_bias_ko

    * Add model 2023-11-01-english_abusive_muril_en

    * Add model 2023-11-01-electra_classifier_korean_small_finetuned_intent_cls_ko

    * Add model 2023-11-01-bert_base_multilingual_codemixed_cased_sentiment_xx

    * Add model 2023-11-01-sentence_level_certainty_en

    * Add model 2023-11-01-modelloscenari_en

    * Add model 2023-11-01-bio_clinicalbert_zero_shot_sentiment_model_en

    * Add model 2023-11-01-electra_classifier_mindlogic_korean_ai_citizen_base_ko

    * Add model 2023-11-01-roberta_based_uncased_finetuned_financial_headline_en

    * Add model 2023-11-01-bert_xnli_spanish_classifier_en

    * Add model 2023-11-01-bert_sequence_classifier_russian_base_cased_nli_twoway_ru

    * Add model 2023-11-01-trainer_projet7_en

    * Add model 2023-11-01-bert_base_multilingual_uncased_sentiment_3labels_xx

    * Add model 2023-11-01-albert_sentiment_tw

    * Add model 2023-11-01-electra_classifier_beep_kc_base_bias_ko

    * Add model 2023-11-01-bert_italian_uncased_iptc_headlines_it

    * Add model 2023-11-01-text_classification_hyosyung_highschool_en

    * Add model 2023-11-01-biolinkbert_large_mnli_snli_en

    * Add model 2023-11-01-tda_bert_english_cola_en

    * Add model 2023-11-01-udot_mk2_en

    * Add model 2023-11-01-gk_hinglish_sentiment_en

    * Add model 2023-11-01-bert_base_uncased_rte_howey_en

    * Add model 2023-11-01-sdg_classifier_osdg_en

    * Add model 2023-11-01-bert_base_uncased_imdb_textattack_en

    * Add model 2023-11-01-hate_speech_italian_it

    * Add model 2023-11-01-bio_clinicalbert_finetuned_medicalcondition_en

    * Add model 2023-11-01-bert_tiny_emotion_intent_en

    * Add model 2023-11-01-frugalscore_tiny_bert_base_bert_score_en

    * Add model 2023-11-01-awesome_japanese_nlp_classification_model_en

    * Add model 2023-11-01-ais_ru

    * Add model 2023-11-01-bert_sequence_classifier_multi2convai_logistics_english_bert_en

    * Add model 2023-11-01-rubert_tiny2_russian_sentiment_ru

    * Add model 2023-11-01-unbias_classification_bert_old_en

    * Add model 2023-11-01-deepfeatecosystemcrossencoder_en

    * Add model 2023-11-01-bertimbau_base_finetuned_lener_breton_finetuned_brazilian_court_decisions_pt

    * Add model 2023-11-01-danish_hatespeech_classification_base_da

    * Add model 2023-11-01-finetuned_yelp_oatnapat_en

    * Add model 2023-11-01-bert_base_uncased_amazon_massive_intent_en

    * Add model 2023-11-01-imdb_finetuned_bert_base_uncased_en

    * Add model 2023-11-01-bert_base_uncased_mrpc_textattack_en

    * Add model 2023-11-01-bert_sst2_en

    * Add model 2023-11-01-bert_classifier_topic_v5_en

    * Add model 2023-11-01-sscibert_politics_en

    * Add model 2023-11-01-aimesoft_test_text_classification_4_en

    * Add model 2023-11-01-minilm_finetuned_chi_dedupe_en

    * Add model 2023-11-01-sentiment_model_sample_27go_emotion_en

    * Add model 2023-11-01-finetuning_multilingual_bert_thumbs_xx

    * Add model 2023-11-01-bert_large_portuguese_cased_assin2_similarity_pt

    * Add model 2023-11-01-cross_encoder_italian_bert_stsb_it

    * Add model 2023-11-01-yt_negativity_en

    * Add model 2023-11-01-rubert_tiny_stance_calssification_en

    * Add model 2023-11-01-finetunebertclsfaq_en

    * Add model 2023-11-01-electra_classifier_large_discriminator_nli_efl_hateval_en

    * Add model 2023-11-01-rubert_base_intent_detection_ru

    * Add model 2023-11-01-bert_tiny_mnli_en

    * Add model 2023-11-01-bert_large_uncased_mnli_yoshitomo_matsubara_en

    * Add model 2023-11-01-tijdelijk_en

    * Add model 2023-11-01-product_name_classifier_en

    * Add model 2023-11-01-finbert_esg_9_categories_en

    * Add model 2023-11-01-trac2020_all_c_bert_base_multilingual_uncased_xx

    * Add model 2023-11-01-nepalisentimentanalysis_ne

    * Add model 2023-11-01-malay_marco_tinybert_l_6_en

    * Add model 2023-11-01-bleurt_base_512_en

    * Add model 2023-11-01-grammer_classiffication_en

    * Add model 2023-11-01-thucnews_en

    * Add model 2023-11-01-bert_portuguese_emotion_en

    * Add model 2023-11-01-sa_bertchatgptapp_en

    * Add model 2023-11-01-finetuned_bertu_sentiment_en

    * Add model 2023-11-01-bert_resume_job_recommender_en

    * Add model 2023-11-01-bert_election2020_twitter_stance_trump_ke_mlm_en

    * Add model 2023-11-01-minilm_finetuned_chi_dedupe_southern_sotho_en

    * Add model 2023-11-01-rubert_tiny2_cognitive_bias_en

    * Add model 2023-11-01-nlp_qual_q2i_en

    * Add model 2023-11-01-bert_large_uncased_qnli_en

    * Add model 2023-11-01-bert_base_uncased_mnli_modeltc_en

    * Add model 2023-11-01-danish_subjectivivity_classification_base_da

    * Add model 2023-11-01-stsb_tinybert_l_4_en

    * Add model 2023-11-01-finbertptbr_pt

    * Add model 2023-11-01-thestats2_en

    * Add model 2023-11-01-rubert_russian_sentiment_rusentiment_ru

    * Add model 2023-11-01-cryptobert_en

    * Add model 2023-11-01-rubert_tiny_comp_question_classification_en

    * Add model 2023-11-01-bert_tiny_finetuned_enron_spam_detection_mrm8488_en

    * Add model 2023-11-01-insurance_multiple_label_my83_v2_en

    * Add model 2023-11-01-sentence_aldi_en

    * Add model 2023-11-01-sbert_russian_sentiment_rusentiment_ru

    * Add model 2023-11-01-bert_base_codemixed_uncased_sentiment_hi

    * Add model 2023-11-01-stance_detection_en

    * Add model 2023-11-01-tydiqa_boolean_question_classifier_en

    * Add model 2023-11-01-bert_base_personality_en

    * Add model 2023-11-01-beto_contextualized_hate_speech_es

    * Add model 2023-11-01-bert_sequence_classifier_autonlp_triage_35248482_en

    * Add model 2023-11-01-malay_marco_tinybert_l_2_en

    * Add model 2023-11-01-distilbert_base_task_multi_label_classification_en

    * Add model 2023-11-01-one_for_all_toxicity_v3_xx

    * Add model 2023-11-01-fine_tune_chinese_sentiment_en

    * Add model 2023-11-01-spam_usernames_classifier_xx

    * Add model 2023-11-01-agribert_clfmodel_en

    * Add model 2023-11-01-english_sarcasm_detector_en

    * Add model 2023-11-01-bert_base_uncased_mnli_ishan_en

    * Add model 2023-11-01-bert_sequence_classifier_erlangshen_roberta_110m_similarity_zh

    * Add model 2023-11-01-chatgpt_qa_detector_roberta_chinese_zh

    * Add model 2023-11-01-bert_base_uncased_finetuned_sentiments_en

    * Add model 2023-11-01-bert_base_intent_en

    * Add model 2023-11-01-bioformer_8l_qnli_en

    * Add model 2023-11-01-bert_seq_training_model_en

    * Add model 2023-11-01-bert_base_uncased_qnli_en

    * Add model 2023-11-01-nlp_qual_qual_en

    * Add model 2023-11-01-racebert_ethnicity_en

    * Add model 2023-11-01-news_genre_classifier_xx

    * Add model 2023-11-01-electra_classifier_korean_small_finetuned_nsmc_ko

    * Add model 2023-11-01-roberta_tiny_imdb_en

    * Add model 2023-11-01-sentiment_analysis_pretrained_en

    * Add model 2023-11-01-nlp_classifier_news_turkish_tr

    * Add model 2023-11-01-bert_base_uncased_mnli_en

    * Add model 2023-11-01-biobertrelationgenesdiseases_en

    * Add model 2023-11-01-frenchmedmcqa_biobert_v1_1_wikipedia_bm25_fr

    * Add model 2023-11-01-bert_base_polish_cyberbullying_pl

    * Add model 2023-11-01-lawinorders_en

    * Add model 2023-11-01-bert_emails_en

    * Add model 2023-11-01-bert_base_uncased_cola_en

    * Add model 2023-11-01-bert_base_claimbuster_en

    * Add model 2023-11-01-bert_sequence_classifier_large_cased_finetuned_wnli_en

    * Add model 2023-11-01-danish_discourse_coherence_base_da

    * Add model 2023-11-01-maverick_moneyball_en

    * Add model 2023-11-01-biobert_icd10_l3_mimic_en

    * Add model 2023-11-01-test_trainer_louislian2341_en

    * Add model 2023-11-01-bert_base_uncased_stsb_yoshitomo_matsubara_en

    * Add model 2023-11-01-news_category_classifier_distilbert_en

    * Add model 2023-11-01-finbert_tone_finetuned_fintwitter_classification_en

    * Add model 2023-11-01-urdu_abusive_muril_ur

    * Add model 2023-11-01-feather_berts_0_connectivity_en

    * Add model 2023-11-01-base_model_stevendee5_en

    * Add model 2023-11-01-tiny_bert_jdc_en

    * Add model 2023-11-01-hindi_abusive_muril_hi

    * Add model 2023-11-01-minilm_finetuned_emotion_celorenzo2104_en

    * Add model 2023-11-01-pold_en

    * Add model 2023-11-01-pari_conditions_fine_tuned_en

    * Add model 2023-11-01-final_project_finetuned_bert_base_multilingual_cased_english_xx

    * Add model 2023-11-01-swedish_sentiment_fear_sv

    * Add model 2023-11-01-pari_features_fine_tuned_en

    * Add model 2023-11-01-unicausal_seq_baseline_en

    * Add model 2023-11-01-bert_base_uncased_snli_textattack_en

    * Add model 2023-11-01-bert_embedding_en

    * Add model 2023-11-01-clf_bert_e_en

    * Add model 2023-11-01-tda_itabert_ita_cola_it

    * Add model 2023-11-01-rubert_tiny_questions_classifier_ru

    * Add model 2023-11-01-chinese_macbert_base_text_classification_en

    * Add model 2023-11-01-toxic_bert_german_de

    * Add model 2023-11-01-abusive_tagalog_profanity_detection_en

    * Add model 2023-11-01-bert_base_uncased_mrpc_modeltc_en

    * Add model 2023-11-01-bert_base_sentiment_analysis_french_en

    * Add model 2023-11-01-bert_base_multilingual_uncased_sentiment_b1tk40s_xx

    * Add model 2023-11-01-bleurt_large_128_en

    * Add model 2023-11-01-chemical_bert_uncased_pharmaceutical_chemical_classifier_en

    * Add model 2023-11-01-sell_buy_intent_classifier_bert_mini_en

    * Add model 2023-11-01-bert_jigsaw_identityhate_en

    * Add model 2023-11-01-bert_base_turkish_job_advertisement_tr

    * Add model 2023-11-01-finance_sentiment_german_base_de

    * Add model 2023-11-01-pubmedbert_mnli_mednli_en

    ---------

    Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

    * 2023-11-01-negbleurt_en (#14050)

    * Add model 2023-11-01-negbleurt_en

    * Add model 2023-11-01-bert_roman_urdu_ur

    * Add model 2023-11-01-dialect_recognitionv2_en

    * Add model 2023-11-01-indobert_sentiment_analysis_en

    * Add model 2023-11-01-convxai_diversity_model_en

    * Add model 2023-11-01-bert_base_uncased_ear_misogyny_en

    * Add model 2023-11-01-bert_book_zipper_en

    * Add model 2023-11-01-cross_encoder_llamaindex_demo_v2_en

    * Add model 2023-11-01-dronology_bert_uncased_en

    * Add model 2023-11-01-feather_berts_46_jeevesh8_en

    * Add model 2023-11-01-hebemo_fear_en

    * Add model 2023-11-01-factcc_en

    * Add model 2023-11-01-autonlp_swahili_sentiment_615517563_en

    * Add model 2023-11-01-kambert_en

    * Add model 2023-11-01-topic_xdistil_uncased_en

    * Add model 2023-11-01-bert_hatexplain_tum_nlp_en

    * Add model 2023-11-01-bert_base_uncased_rte_yoshitomo_matsubara_en

    * Add model 2023-11-01-hebemo_disgust_en

    * Add model 2023-11-01-biomednlp_pubmedbert_base_uncased_abstract_fulltext_finetuned_textclassification_en

    * Add model 2023-11-01-re2g_reranker_trex_en

    * Add model 2023-11-01-readability_spanish_benchmark_mbert_english_spanish_paragraphs_3class_en

    * Add model 2023-11-01-text_complexity_classification_de

    * Add model 2023-11-01-distilbert_base_uncased_go_emotion_empathetic_dialogues_context_v2_en

    * Add model 2023-11-01-english_grammar_checker_en

    * Add model 2023-11-01-bert_election2020_twitter_stance_biden_ke_mlm_en

    * Add model 2023-11-01-bert_base_cased_ag_news_odunola_en

    * Add model 2023-11-01-partypress_monolingual_germany_de

    * Add model 2023-11-01-scicite_classification_model_en

    * Add model 2023-11-01-turkish_bert_uncased_sentiment_en

    * Add model 2023-11-01-category_of_article_bert_nepal_bhasa_en

    * Add model 2023-11-01-bert_base_german_cased_hatespeech_germeval18_en

    * Add model 2023-11-01-bert_mnli_classifier_en

    * Add model 2023-11-01-jobclassifier_en

    * Add model 2023-11-01-bbb_prediction_classification_iupac_en

    * Add model 2023-11-01-hebemo_trust_en

    * Add model 2023-11-01-hinglish_bert_class_en

    * Add model 2023-11-01-pico_evidence_classification_model_en

    * Add model 2023-11-01-udot_mk1_en

    * Add model 2023-11-01-autotrain_intent_classification_5categories_90278144252_ko

    * Add model 2023-11-01-udot_forunf_mk1_en

    * Add model 2023-11-01-hatebert_hate_offensive_oriya_normal_speech_en

    * Add model 2023-11-01-rubert_base_russian_emotion_detection_ru

    * Add model 2023-11-01-scotus_v10_en

    * Add model 2023-11-01-finetuned_bleurt_large_en

    * Add model 2023-11-01-huggingface_sentiment_analysis_en

    * Add model 2023-11-01-moresexistbert_edos_en

    * Add model 2023-11-01-bert_tiny_ita_lemma_classification_it

    * Add model 2023-11-01-category_categorization_en

    * Add model 2023-11-01-disaster_tweet_bert_en

    * Add model 2023-11-01-binary_question_classifier_bert_en

    * Add model 2023-11-01-parlabert_en

    * Add model 2023-11-01-yt_list_en

    * Add model 2023-11-01-bert_large_uncased_cola_en

    * Add model 2023-11-01-frugalscore_medium_bert_base_mover_score_en

    * Add model 2023-11-01-sentiment_ohb3_hubert_hungarian_hu

    * Add model 2023-11-01-hebemo_anger_en

    * Add model 2023-11-01-bert_finetuned_imdb_katrin_kc_en

    * Add model 2023-11-01-bert_jigsaw_en

    * Add model 2023-11-01-bert_eec_emotion_en

    * Add model 2023-11-01-frugalscore_tiny_bert_base_mover_score_en

    * Add model 2023-11-01-negativeresultdetector_en

    * Add model 2023-11-01-topic_classification_20ng_bert_en

    * Add model 2023-11-01-trading_ai_en

    * Add model 2023-11-01-hebemo_surprise_en

    * Add model 2023-11-01-beto_sentiment_analysis_spanish_es

    * Add model 2023-11-01-hebemo_joy_en

    * Add model 2023-11-01-rubert_base_cased_sentiment_study_feedbacks_solyanka_ru

    * Add model 2023-11-01-codeswitch_spaeng_sentiment_analysis_lince_es

    * Add model 2023-11-01-unbias_classifier_en

    * Add model 2023-11-01-bert_large_uncased_wwm_finetuned_boolq_en

    * Add model 2023-11-01-bert_base_uncased_sst2_modeltc_en

    * Add model 2023-11-01-distilbert_portuguese_cased_finetuned_quantity_en

    * Add model 2023-11-01-rosatom_survey_sentiment_classifier_en

    * Add model 2023-11-01-hse_vk_nlp_sentiment_version7_en

    * Add model 2023-11-01-persian_text_sentiment_bert_v1_fa

    * Add model 2023-11-01-dummy_model_helloworld2307_en

    * Add model 2023-11-01-comment_detection_prop_16_en

    * Add model 2023-11-01-bert_bank_model_tr

    * Add model 2023-11-01-bibert_subjectivity_en

    * Add model 2023-11-01-spam_ham_classifier_just_text_en

    * Add model 2023-11-01-bert_finetuned_gender_classification_en

    * Add model 2023-11-01-bert_election2020_twitter_stance_trump_en

    * Add model 2023-11-01-german_covid_vaccine_misinformation_classifier_en

    * Add model 2023-11-01-bert_amazon_product_classification_epoch_0_en

    * Add model 2023-11-01-bert_base_multilingual_cased_finetuned_emotion_toshifumi_xx

    * Add model 2023-11-01-bert_ft_qqp_6ep_42_en

    * Add model 2023-11-01-modified_bert_toxicity_classification_en

    * Add model 2023-11-01-iljp_incaselawbert_fine_tuned_5_epochs_en

    * Add model 2023-11-01-lyric_tonga_tonga_islands_genre_en

    * Add model 2023-11-01-tiny_random_bertforsequenceclassification_ydshieh_en

    * Add model 2023-11-01-dr_en

    * Add model 2023-11-01-bert_base_uncased_finetuned_boolq_en

    * Add model 2023-11-01-tinybert_29_med_intents_en

    * Add model 2023-11-01-finbert_fomc_en

    * Add model 2023-11-01-halacha_classifier_en

    * Add model 2023-11-01-log_classifier_distilbert_en

    * Add model 2023-11-01-headlinepopularity_en

    * Add model 2023-11-01-jailbreak_classifier_en

    * Add model 2023-11-01-bert_base_uncased_header_textsim_en

    * Add model 2023-11-01-indobert_classification_en

    * Add model 2023-11-01-hebemo_sadness_en

    * Add model 2023-11-01-ag_news1_en

    * Add model 2023-11-01-rubert_conversational_russian_sentiment_rusentiment_ru

    * Add model 2023-11-01-mbzuai_political_bias_bert_en

    * Add model 2023-11-01-guardrail_en

    * Add model 2023-11-01-indobert_crossencoder_mmarco_en

    * Add model 2023-11-01-hackmit_finetuned_sst2_blaine_mason_en

    * Add model 2023-11-01-chinesesequenceclassification_en

    * Add model 2023-11-01-hebemo_anticipation_en

    * Add model 2023-11-01-hate_speech_detection_in_amharic_language_mbert_am

    * Add model 2023-11-01-adultcontentclassifier_en

    * Add model 2023-11-01-pubmed_biobert_text_classification_en

    * Add model 2023-11-01-intent_cls_en

    * Add model 2023-11-01-toxicitymodelpt_pt

    * Add model 2023-11-01-bert_french_en

    * Add model 2023-11-01-16_combo_webscrap_1709_v1_en

    * Add model 2023-11-01-finetuning_multilingual_bert_other_xx

    * Add model 2023-11-01-bert_base_turkish_cased_offensive_tr

    * Add model 2023-11-01-maverick_midas_en

    * Add model 2023-11-01-absa_aspectsentiment_hotels_en

    * Add model 2023-11-01-swahbert_sw

    * Add model 2023-11-01-bert_base_uncased_cola_yoshitomo_matsubara_en

    * Add model 2023-11-01-odio_bert_en

    * Add model 2023-11-01-told_breton_binary_samoan_bertimbau_pt

    * Add model 2023-11-01-autotrain_crenderping1_0_89162143881_en

    * Add model 2023-11-01-hse_vk_nlp_sentiment_version3_en

    ---------

    Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

    * 2023-11-06-bert_ner_alexander_learn_bert_finetuned_ner_accelerate_en (#14054)

    * Add model 2023-11-06-bert_ner_bc5cdr_chemical_disease_balanced_sapbert_from_pubmedbert_fulltext_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_bioformers_2_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chem_original_biobert_384_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chem_modified_pubmed_full_3_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_pubmedbert_full_3_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chem_original_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_pubmedabstract_latest_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chem_modified_scibert_512_en

    * Add model 2023-11-06-bert_ner_bert_dnrti_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_modified_biobert_v1.1_latest_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chemical_imbalanced_pubmedbert_en

    * Add model 2023-11-06-bert_ner_bc5cdr_disease_modified_scibert_scivocab_cased_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_imbalanced_biobert_en

    * Add model 2023-11-06-bert_ner_bc4chemd_chem_original_scibert_512_en

    * Add model 2023-11-06-bert_ner_bc5cd_chem_modified_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_chem_original_biobert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_128_5_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_chem_original_bluebert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_256_13_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_chem_original_bluebert_384_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_scibert_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_pubmedbert_384_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_biobert_384_en

    * Add model 2023-11-06-bert_ner_bionlp13_modified_pubmedbert_384_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_original_bluebert_pubmed_uncased_l_12_h_768_a_12_latest_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_128_10_en

    * Add model 2023-11-06-bert_ner_anery_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_biobert_large_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chemical_disease_balanced_pubmedbert_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_chem_original_scibert_384_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_384_5_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_modified_bluebert_pubmed_uncased_l_12_h_768_a_12_latest_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_original_pubmedbert_abstract_latest_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_384_8_en

    * Add model 2023-11-06-bert_ner_bionlp13_modified_bluebert_512_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_modified_pubmedabstract_latest_en

    * Add model 2023-11-06-bert_ner_bc5cdr_disease_imbalanced_biomednlp_pubmedbert_base_uncased_abstract_en

    * Add model 2023-11-06-bert_ner_bc5cdr_disease_modified_biobert_v1.1_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_512_5_en

    * Add model 2023-11-06-bert_ner_bionlp13_modified_scibert_384_en

    * Add model 2023-11-06-bert_ner_biored_dis_original_pubmedbert_384_5_en

    * Add model 2023-11-06-bert_ner_bionlp13_modified_scibert_512_en

    * Add model 2023-11-06-bert_ner_biored_dis_modified_pubmedbert_320_8_en

    * Add model 2023-11-06-bert_ner_biored_dis_modified_pubmedbert_512_5_en

    * Add model 2023-11-06-bert_ner_craft_original_bluebert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_320_8_en

    * Add model 2023-11-06-bert_ner_bchem4_modified_biobert_v1_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_bioformers_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_128_20_en

    * Add model 2023-11-06-bert_ner_bionlp13_modified_biobert_512_en

    * Add model 2023-11-06-bert_ner_craft_chem_original_biobert_v1.1_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_256_40_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_128_10_en

    * Add model 2023-11-06-bert_ner_craft_modified_bluebert_384_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_imbalanced_scibert_scivocab_cased_en

    * Add model 2023-11-06-bert_ner_idrisi_lmr_hd_tl_partition_en

    * Add model 2023-11-06-bert_ner_craft_modified_scibert_384_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_512_5_30_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chemical_imbalanced_scibert_scivocab_uncased_latest_en

    * Add model 2023-11-06-bert_ner_bc4_original_bluebert_pubmed_uncased_l_12_h_768_a_12_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_128_32_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chem_original_biobert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_craft_original_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_320_8_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_512_5_30_en

    * Add model 2023-11-06-bert_ner_craft_original_scibert_384_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_384_5_en

    * Add model 2023-11-06-bert_ner_biored_dis_modified_pubmedbert_128_32_en

    * Add model 2023-11-06-bert_ner_ce_bert_finetuned_ner_ce

    * Add model 2023-11-06-bert_ner_epiextract4gard_v1_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chemical_modified_pubmedbert_en

    * Add model 2023-11-06-bert_ner_craft_modified_scibert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_256_5_en

    * Add model 2023-11-06-bert_ner_mascariddu8_bert_finetuned_ner_accelerate_en

    * Add model 2023-11-06-bert_ner_biored_dis_modified_pubmedbert_384_8_10_en

    * Add model 2023-11-06-bert_ner_kb_bert_base_swedish_cased_ner_sv

    * Add model 2023-11-06-bert_ner_bc4_original_biobert_v1.1_en

    * Add model 2023-11-06-bert_ner_davemse_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_estbert_ner_en

    * Add model 2023-11-06-bert_ner_bc2gm_gene_imbalancedpubmedbert_en

    * Add model 2023-11-06-bert_ner_bc5cdr_disease_imbalanced_scibert_scivocab_uncased_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_512_5_en

    * Add model 2023-11-06-bert_ner_craft_chem_modified_biobert_v1.1_en

    * Add model 2023-11-06-bert_ner_far75brbert_base_en

    * Add model 2023-11-06-bert_ner_original_biobert_bc5cdr_chemical_en

    * Add model 2023-11-06-bert_ner_model_org_2_en

    * Add model 2023-11-06-bert_ner_ghost1_bert_finetuned_ner_accelerate_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chemical_disease_balanced_scibert_scivocab_cased_en

    * Add model 2023-11-06-bert_ner_original_biobert_ncbi_en

    * Add model 2023-11-06-bert_ner_biobert_base_cased_v1.2_finetuned_ner_craft_spanish_english_stivenlancheros_xx

    * Add model 2023-11-06-bert_ner_idrisi_lmr_hd_tb_partition_en

    * Add model 2023-11-06-bert_ner_craft_chem_modified_biomednlp_pubmedbert_base_uncased_abstract_en

    * Add model 2023-11-06-bert_ner_dani_91_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chem_original_scibert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_256_5_en

    * Add model 2023-11-06-bert_ner_ner_conll2003_v3_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_original_scibert_latest_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chemical_imbalanced_bluebert_pubmed_uncased_l_12_h_768_a_12_latest_en

    * Add model 2023-11-06-bert_ner_biored_cd_original_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_craft_original_biobert_512_en

    * Add model 2023-11-06-bert_ner_biored_dis_original_pubmedbert_256_5_en

    * Add model 2023-11-06-bert_ner_ner_conll2003_v4_en

    * Add model 2023-11-06-bert_ner_neulvo_bert_finetuned_ner_accelerate_en

    * Add model 2023-11-06-bert_ner_biored_dis_original_pubmedbert_320_8_en

    * Add model 2023-11-06-bert_ner_mohitsingh_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_conll12v2_en

    * Add model 2023-11-06-bert_ner_mascariddu8_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_epiextract4gard_v2_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chemical_modified_scibert_scivocab_cased_en

    * Add model 2023-11-06-bert_ner_orignial_bluebert_ncbi_en

    * Add model 2023-11-06-bert_ner_model_imb_1_en

    * Add model 2023-11-06-bert_ner_craft_chem_modified_pubmedbert_en

    * Add model 2023-11-06-bert_ner_biored_dis_modified_pubmedbert_256_13_en

    * Add model 2023-11-06-bert_ner_nonzerophilip_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_shwetabh_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_vikasmani_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_model_imb_2_en

    * Add model 2023-11-06-bert_ner_ner_conll2003_v2_en

    * Add model 2023-11-06-bert_ner_vikings03_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_model_org_en

    * Add model 2023-11-06-bert_ner_original_bluebert_bc5cdr_disease_en

    * Add model 2023-11-06-bert_ner_biored_dis_original_pubmedbert_384_8_en

    * Add model 2023-11-06-bert_ner_wlt_biobert_ncbi_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_320_8_10_en

    * Add model 2023-11-06-bert_ner_bc5cdr_imbalanced_pubmedbert_en

    * Add model 2023-11-06-bert_ner_idrisi_lmr_hd_tb_en

    * Add model 2023-11-06-bert_ner_model_imb_en

    * Add model 2023-11-06-bert_ner_bc5cdr_imbalanced_biobert_base_cased_v1.2_en

    * Add model 2023-11-06-bert_ner_model_org_1_en

    * Add model 2023-11-06-bert_ner_original_biobert_bc5cdr_disease_en

    * Add model 2023-11-06-bert_ner_original_scibert_bc2gm_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chem_modified_pubmed_abstract_latest_en

    * Add model 2023-11-06-bert_ner_original_bluebert_bc4chemd_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_original_biobert_384_en

    * Add model 2023-11-06-bert_ner_indicner_xx

    * Add model 2023-11-06-bert_ner_original_bluebert_biored_chem_512_5_30_en

    * Add model 2023-11-06-bert_ner_bc5cdr_imbalanced_scibert_scivocab_cased_en

    * Add model 2023-11-06-bert_ner_ner_camelbert_ar

    * Add model 2023-11-06-bert_ner_original_pubmedbert_bc2gm_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_pubmedbert_en

    * Add model 2023-11-06-bert_ner_craft_original_scibert_512_en

    * Add model 2023-11-06-bert_ner_farbrbert_base_en

    * Add model 2023-11-06-bert_ner_original_biobert_linnaeus_en

    * Add model 2023-11-06-bert_ner_vanmas_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_wende_bert_finetuned_ner_accelerate_en

    * Add model 2023-11-06-bert_ner_biored_dis_modified_pubmedbert_384_8_en

    * Add model 2023-11-06-bert_ner_bc5cdr_disease_imbalanced_bluebert_pubmed_uncased_l_12_h_768_a_12_latest_en

    * Add model 2023-11-06-bert_ner_original_scibert_bc5cdr_disease_en

    * Add model 2023-11-06-bert_ner_original_bluebert_bc2gm_en

    * Add model 2023-11-06-bert_ner_emmanuel_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_sebastians_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_128_5_en

    * Add model 2023-11-06-bert_ner_craft_modified_bluebert_512_en

    * Add model 2023-11-06-bert_ner_bc4_original_biomednlp_pubmedbert_base_uncased_abstract_en

    * Add model 2023-11-06-bert_ner_awilli_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_swedish_sentiment_fear_targets_sv

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_128_32_en

    * Add model 2023-11-06-bert_ner_nlp_cic_wfu_clinical_cases_ner_paragraph_tokenized_mbert_cased_fine_tuned_en

    * Add model 2023-11-06-bert_ner_wlt_pubmedbert_linnaeus_en

    * Add model 2023-11-06-bert_ner_swedish_sentiment_violence_targets_sv

    * Add model 2023-11-06-bert_ner_wlt_bluebert_linnaeus_en

    * Add model 2023-11-06-bert_ner_vinspatel4_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_original_pubmedbert_bc5cdr_chemical_en

    * Add model 2023-11-06-bert_ner_autonlp_tele_red_data_model_585716433_en

    * Add model 2023-11-06-bert_ner_bc5cdr_disease_modified_pubmedbert_en

    * Add model 2023-11-06-bert_ner_craft_original_biobert_384_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_modified_pubmedbert_abstract_3_en

    * Add model 2023-11-06-bert_ner_biored_chem_original_pubmedbert_256_40_en

    * Add model 2023-11-06-bert_ner_aditya22_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_autotrain_acronym_identification_7324788_en

    * Add model 2023-11-06-bert_ner_xesaad_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_bert_base_portuguese_archive_pt

    * Add model 2023-11-06-bert_ner_alwaysgetbetter_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_media1129_recipe_tag_model_en

    * Add model 2023-11-06-bert_ner_model_col_mod_en

    * Add model 2023-11-06-bert_ner_salvatore_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_bert_base_tcm_0.6_en

    * Add model 2023-11-06-bert_ner_zainab18_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_wlt_pubmedbert_bc2gm_en

    * Add model 2023-11-06-bert_ner_original_pubmedbert_bc4chemd_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_384_8_en

    * Add model 2023-11-06-bert_ner_bert_base_tcm_teste_en

    * Add model 2023-11-06-bert_ner_arabert_ner_ar

    * Add model 2023-11-06-bert_ner_bert_base_turkish_ner_cased_tr

    * Add model 2023-11-06-bert_ner_bert_base_cased_chunking_en

    * Add model 2023-11-06-bert_ner_biored_dis_modified_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_bert_ehsan_ner_accelerate_en

    * Add model 2023-11-06-bert_ner_balamurugan1603_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_128_20_en

    * Add model 2023-11-06-bert_ner_bionlp13cg_chem_chem_original_scibert_512_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_256_13_en

    * Add model 2023-11-06-bert_ner_bert_persian_farsi_zwnj_base_ner_fa

    * Add model 2023-11-06-bert_ner_ner_conll2003_en

    * Add model 2023-11-06-bert_ner_biored_dis_original_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_bert_base_german_cased_20000_ner_de

    * Add model 2023-11-06-bert_ner_bert_finetuned_filler_2_en

    * Add model 2023-11-06-bert_ner_ner_for_female_names_en

    * Add model 2023-11-06-bert_ner_bert_base_arabic_camelbert_catalan_ner_ar

    * Add model 2023-11-06-bert_ner_airi_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_bert_finetuned_ner_sourcerecognition_en

    * Add model 2023-11-06-bert_ner_artemis13fowl_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_bert_base_hungarian_cased_ner_akdeniz27_hu

    * Add model 2023-11-06-bert_ner_bert_base_cased_semitic_languages_en

    * Add model 2023-11-06-bert_ner_biored_cd_modified_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_ssmnspantagger_en

    * Add model 2023-11-06-bert_ner_laure996_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_bert_finetuned_ner_chinese_zh

    * Add model 2023-11-06-bert_ner_raymelius_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_modified_bluebert_biored_chem_512_5_30_en

    * Add model 2023-11-06-bert_ner_bert_base_arabic_camelbert_mix_ner_ar

    * Add model 2023-11-06-bert_ner_bert_base_multilingual_cased_finetuned_conll2002_ner_en

    * Add model 2023-11-06-bert_ner_biored_dis_original_pubmedbert_128_32_en

    * Add model 2023-11-06-bert_ner_bert_base_uncased_kinyarwanda_en

    * Add model 2023-11-06-bert_ner_bert_base_dutch_cased_finetuned_conll2002_ner_nl

    * Add model 2023-11-06-bert_ner_baseline_bertv3_en

    * Add model 2023-11-06-bert_ner_bert_finetuned_mutation_recognition_0_en

    * Add model 2023-11-06-bert_ner_bert_base_multilingual_cased_finetuned_sonar_ner_en

    * Add model 2023-11-06-bert_ner_bert_finetuned_ner3_en

    * Add model 2023-11-06-bert_ner_bert_base_multilingual_cased_finetuned_udlassy_ner_en

    * Add model 2023-11-06-bert_ner_far50brbert_base_en

    * Add model 2023-11-06-bert_ner_bert_base_ner_uncased_en

    * Add model 2023-11-06-bert_ner_bc4_modified_scibert_scivocab_uncased_en

    * Add model 2023-11-06-bert_ner_bert_large_uncased_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_shiva12_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_bert_base_multilingual_cased_ner_hrl_ar

    * Add model 2023-11-06-bert_ner_bert_base_spanish_wwm_uncased_finetuned_ner_medical_es

    * Add model 2023-11-06-bert_ner_bert_base_hungarian_cased_ner_fdominik98_hu

    * Add model 2023-11-06-bert_ner_bert_base_arabic_camelbert_danish_ner_ar

    * Add model 2023-11-06-bert_ner_wlt_scibert_bc2gm_en

    * Add model 2023-11-06-bert_ner_bert_base_multilingual_cased_semitic_languages_english_en

    * Add model 2023-11-06-bert_ner_amrita03_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_bc5cdr_chem_modified_biobert_384_en

    * Add model 2023-11-06-bert_ner_ravindra001_bert_finetuned_ner_en

    * Add model 2023-11-06-bert_ner_original_scibert_bc5cdr_chemical_t_en

    * Add model 2023-11-06-bert_ner_bert_large_uncased_med_ner_en

    * Add model 2023-11-06-bert_ner_bert_base_tweetner_2020_en

    * Add model 2023-11-06-bert_ner_bert_finetuned_mutation_recognition_3_en

    * Add model 2023-11-06-bert_ner_bert_base_dutch_cased_finetuned_sonar_ner_nl

    * Add model 2023-11-06-bert_ner_ashwathgojo234_wikineural_multilingual_ner_en

    * Add model 2023-11-06-bert_ner_biored_chem_modified_pubmedbert_512_en

    * Add model 2023-11-06-bert_ner_bert_base_uncased_nigerian_pidgin_en

    * Add model 2023-11-06-bert_ner_original_bluebert_biored_chem_en

    * Add model 2023-11-06-bert_ner_original_pubmedbert_linnaeus_en

    * Add model 2023-11-06-bert_ner_bert_finetuned_comp2_en

    * Add model 2023-11-06-bert_ner_bert_ner_cased_conll2002_nld_en

    * Add model 2023-11-06-bert_ner_bert_tiny_chinese_ner_zh

    * Add model 2023-11-06-bert_ner_bert_srb_ner_en

    * Add model 2023-11-06-bert_ner_bert_finetuned_mutation_recognition_2_en

    ---------

    Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

    * 2023-11-06-bert_ner_biobert_ner_bc2gm_corpus_en (#14055)

    * Add model 2023-11-07-bert_token_classifier_sentcore_zh

    * Add model 2023-11-07-bert_token_classifier_berturk_uncased_keyword_discriminator_tr

    * Add model 2023-11-07-spanish_capitalization_punctuation_restoration_es

    * Add model 2023-11-07-bert_token_classifier_uncased_keyword_extractor_en

    * Add model 2023-11-07-clinicalnerpt_chemical_pt

    * Add model 2023-11-07-bert_base_finnish_uncased_ner_fi

    * Add model 2023-11-07-bert_token_classifier_german_intensifiers_tagging_de

    * Add model 2023-11-07-bert_token_classifier_wg_bert_en

    * Add model 2023-11-07-bert_finetuned_unpunctual_text_segmentation_v2_en

    * Add model 2023-11-07-scibert_scivocab_uncased_finetuned_ner_jsylee_en

    * Add model 2023-11-07-bert_tiny_chinese_ws_zh

    * Add model 2023-11-07-bert_token_classifier_instafood_ner_en

    * Add model 2023-11-07-hebert_medical_ner_fixed_labels_v3_en

    * Add model 2023-11-07-bioner_en

    * Add model 2023-11-07-bert_base_chinese_stock_ner_zh

    * Add model 2023-11-07-bert_portuguese_ner_archive_en

    * Add model 2023-11-07-bpmn_information_extraction_en

    * Add model 2023-11-07-bert_medical_ner_proj_en

    * Add model 2023-11-07-bert_base_uncased_city_country_ner_ml6team_en

    * Add model 2023-11-07-resumeparserbert_en

    * Add model 2023-11-07-bent_pubmedbert_ner_organism_en

    * Add model 2023-11-07-rubert_ext_sum_gazeta_ru

    * Add model 2023-11-07-assignment2_meher_test3_en

    * Add model 2023-11-07-pashto_word_segmentation_en

    * Add model 2023-11-07-idrisi_lmr_en_random_typeless_en

    * Add model 2023-11-07-bert_base_finetuned_sayula_popoluca_ud_english_ewt_en

    * Add model 2023-11-07-bert_token_classifier_swedish_ner_sv

    * Add model 2023-11-07-ner_bert_base_cased_ontonotesv5_englishv4_en

    * Add model 2023-11-07-bent_pubmedbert_ner_cell_line_en

    * Add model 2023-11-07-porttagger_base_en

    * Add model 2023-11-07-bert_finetuned_ner_konic_en

    * Add model 2023-11-07-clinicalnerpt_disease_pt

    * Add model 2023-11-07-bert_token_classifier_restore_punctuation_ptbr_pt

    * Add model 2023-11-07-nlp_tokenclass_ner_en

    * Add model 2023-11-07-rubert_tiny_obj_asp_en

    * Add model 2023-11-07-elhberteu_sayula_popoluca_ud1_2_eu

    * Add model 2023-11-07-biobert_base_cased_v1_2_ncbi_disease_softmax_labelall_ner_en

    * Add model 2023-11-07-tiny_random_bertfortokenclassification_hf_internal_testing_en

    * Add model 2023-11-07-bert_base_named_entity_extractor_en

    * Add model 2023-11-07-bert_base_spanish_wwm_cased_finetuned_ner_en

    * Add model 2023-11-07-polymerner_en

    * Add model 2023-11-07-deprem_ner_tr

    * Add model 2023-11-07-bert_finetuned_ner_pii_en

    * Add model 2023-11-07-ner_fine_tune_bert_en

    * Add model 2023-11-07-wikiser_bert_base_en

    * Add model 2023-11-07-bent_pubmedbert_ner_anatomical_en

    * Add model 2023-11-07-emscad_skill_extraction_conference_token_classification_en

    * Add model 2023-11-07-biobert_diseases_ner_alvaroalon2_en

    * Add model 2023-11-07-rubert_base_cased_conversational_ner_v1_en

    * Add model 2023-11-07-biobert_base_cased_v1_2_bc2gm_ner_en

    * Add model 2023-11-07-bengali_language_ner_bn

    * Add model 2023-11-07-jira_bert_nerr_en

    * Add model 2023-11-07-ner_bert_large_cased_portuguese_lenerbr_pt

    * Add model 2023-11-07-vila_scibert_cased_s2vl_en

    * Add model 2023-11-07-named_entity_recognition_en

    * Add model 2023-11-07-bert_finetuned_ner_lightsaber689_en

    * Add model 2023-11-07-body_part_annotator_en

    * Add model 2023-11-07-clinicalnerpt_medical_pt

    * Add model 2023-11-07-finbert_ner_fi

    * Add model 2023-11-07-tempclin_biobertpt_all_pt

    * Add model 2023-11-07-unbias_ner_en

    * Add model 2023-11-07-bulbert_ner_bsnlp_en

    * Add model 2023-11-07-treatment_disease_ner_en

    * Add model 2023-11-07-scbert_ser3_en

    * Add model 2023-11-07-bert_restore_punctuation_turkish_tr

    * Add model 2023-11-07-bert_finetuned_ner_minea_en

    * Add model 2023-11-07-bert_tiny_finetuned_ner_en

    * Add model 2023-11-07-unbias_named_entity_recognition_en

    * Add model 2023-11-07-mbert_bengali_ner_bn

    * Add model 2023-11-07-roberta_finetuned_privacy_detection_zh

    * Add model 2023-11-07-zeroshotbioner_en

    * Add model 2023-11-07-bert_base_uncased_finetuned_scientific_eval_en

    * Add model 2023-11-07-bert_base_romanian_ner_ro

    * Add model 2023-11-07-bent_pubmedbert_ner_cell_component_en

    * Add model 2023-11-07-idrisi_lmr_en_random_typebased_en

    * Add model 2023-11-07-bert_base_cased_literary_ner_en

    * Add model 2023-11-07-scibert_ner_en

    * Add model 2023-11-07-ade_bio_clinicalbert_ner_en

    * Add model 2023-11-07-sindhi_ner_v2_en

    * Add model 2023-11-07-medical_condition_annotator_en

    * Add model 2023-11-07-clinicalnerpt_laboratory_pt

    * Add model 2023-11-07-biobert_diseases_ner_sschet_en

    * Add model 2023-11-07-unicausal_tok_baseline_en

    * Add model 2023-11-07-chinese_address_ner_en

    * Add model 2023-11-07-dbbert_pos_en

    * Add model 2023-11-07-gbert_legal_ner_de

    * Add model 2023-11-07-ner_test_bert_base_uncased_finetuned_500k_adamw_3_epoch_locations_en

    * Add model 2023-11-07-bert_finetuned_history_ner_en

    * Add model 2023-11-07-comp_seqlab_dslim_bert_en

    * Add model 2023-11-07-bert_finetuned_ner_lamthanhtin2811_en

    * Add model 2023-11-07-pico_ner_adapter_en

    * Add model 2023-11-07-personal_noun_detection_german_bert_de

    * Add model 2023-11-07-indobertweet_finetuned_ijelid_en

    * Add model 2023-11-07-german_english_code_switching_identification_en

    * Add model 2023-11-07-sindhi_panelization_v2_en

    * Add model 2023-11-07-indobert_large_p2_finetuned_chunking_id

    * Add model 2023-11-07-biomednlp_pubmedbert_base_uncased_abstract_fulltext_ft_ncbi_disease_en

    * Add model 2023-11-07-bpmn_information_extraction_v2_en

    * Add model 2023-11-07-bert_tagalog_base_uncased_sayula_popoluca_tagger_tl

    * Add model 2023-11-07-bert_large_portuguese_ner_enamex_pt

    * Add model 2023-11-07-biolinkbert_base_finetuned_n2c2_ner_en

    * Add model 2023-11-07-toponym_19thc_english_en

    * Add model 2023-11-07-legal_bert_ner_base_cased_ptbr_pt

    * Add model 2023-11-07-sindhi_geneprod_roles_v2_en

    * Add model 2023-11-07-bert_large_cased_ft_ner_maplestory_en

    * Add model 2023-11-07-bert_base_portuguese_ner_enamex_pt

    * Add model 2023-11-07-hebert_medical_ner_fixed_labels_v1_en

    * Add model 2023-11-07-multilingual_arabic_token_classification_model_xx

    * Add model 2023-11-07-clinicalnerpt_sign_pt

    * Add model 2023-11-07-bert_base_chinese_finetuned_ner_danielwei0214_zh

    * Add model 2023-11-07-hindi_bert_ner_en

    * Add model 2023-11-07-clinicalnerpt_finding_pt

    * Add model 2023-11-07-mbert_finetuned_ner_en

    * Add model 2023-11-07-sindhi_smallmol_roles_v2_en

    * Add model 2023-11-07-idrisi_lmr_en_timebased_typebased_en

    * Add model 2023-11-07-nominal_groups_recognition_medical_disease_competencia2_bert_medical_ner_es

    * Add model 2023-11-07-species_identification_mbert_fine_tuned_train_test_en

    * Add model 2023-11-07-postagger_portuguese_pt

    * Add model 2023-11-07-bert_base_chinese_finetuned_ner_leonadase_en

    * Add model 2023-11-07-nyt_ingredient_tagger_gte_small_en

    * Add model 2023-11-07-nlp_cic_wfu_distemist_fine_tuned_bert_base_multilingual_cased_xx

    * Add model 2023-11-07-finance_ner_v0_0_9_finetuned_ner_en

    * Add model 2023-11-07-bert_base_chinese_finetuned_ner_gyr66_zh

    * Add model 2023-11-07-bert_finetuned_ner_vbhasin_en

    * Add model 2023-11-07-bert_finetuned_animacy_en

    * Add model 2023-11-07-skill_role_mapper_en

    * Add model 2023-11-07-bert_base_ner_058_en

    * Add model 2023-11-07-multilingual_english_token_classification_model_xx

    * Add model 2023-11-07-sayula_popoluca_thai_th

    * Add model 2023-11-07-idrisi_lmr_en_timebased_typeless_en

    * Add model 2023-11-07-jobbert_base_cased_ner_en

    * Add model 2023-11-07-chinese_wiki_punctuation_restore_zh

    * Add model 2023-11-07-wikiser_bert_large_en

    * Add model 2023-11-07-bert_finetuned_ner_applemoon_en

    * Add model 2023-11-07-bert_base_uncased_conll2003_hfeng_en

    * Add model 2023-11-07-products_ner8_en

    * Add model 2023-11-07-bde_abbrev_batteryonlybert_cased_base_en

    * Add model 2023-11-07-bert4ner_base_chinese_zh

    * Add model 2023-11-07-emscad_skill_extraction_token_classification_en

    * Add model 2023-11-07-bert_finetuned_n2c2_ner_en

    * Add model 2023-11-07-pii_annotator_en

    * Add model 2023-11-07-bert_finetuned_tech_product_name_ner_en

    * Add model 2023-11-07-classical_chinese_punctuation_guwen_biaodian_zh

    * Add model 2023-11-07-rubert_base_massive_ner_ru

    * Add model 2023-11-07-pashto_sayula_popoluca_en

    * Add model 2023-11-07-bert_base_multilingual_cased_sayula_popoluca_english_xx

    * Add model 2023-11-07-clinicalnerpt_pharmacologic_pt

    * Add model 2023-11-07-dark_bert_finetuned_ner_en

    * Add model 2023-11-07-bert_base_chinese_medical_ner_zh

    * Add model 2023-11-07-fullstop_indonesian_punctuation_prediction_id

    * Add model 2023-11-07-russian_damage_trigger_effect_4_en

    * Add model 2023-11-07-hotel_reviews_en

    * Add model 2023-11-07-macbert_base_chinese_medical_collation_zh

    * Add model 2023-11-07-biomednlp_pubmedbert_base_uncased_abstract_ft_ncbi_disease_en

    * Add model 2023-11-07-bert_uncased_keyword_extractor_en

    * Add model 2023-11-07-berturk_cased_ner_tr

    * Add model 2023-11-07-autotrain_medicaltokenclassification_1279048948_en

    * Add model 2023-11-07-bert_tiny_finetuned_finer_139_full_intel_cpu_en

    * Add model 2023-11-07-bde_sayula_popoluca_bert_cased_base_en

    * Add model 2023-11-07-clinicalnerpt_healthcare_pt

    * Add model 2023-11-07-arabert_arabic_ner_en

    * Add model 2023-11-07-med_ner_2_en

    * Add model 2023-11-07-berttest2_rtwc_en

    * Add model 2023-11-07-bert_base_multilingual_cased_finetuned_conll03_spanish_xx

    * Add model 2023-11-07-scibert_finetuned_ner_eeshclusive_en

    * Add model 2023-11-07-bert_ner_4_en

    * Add model 2023-11-07-bert_german_ler_de

    * Add model 2023-11-07-bert_finetuned_ner_default_parameters_en

    * Add model 2023-11-07-urdu_bert_ner_en

    * Add model 2023-11-07-gp3_medical_token_classification_en

    * Add model 2023-11-07-bert_finetuned_ner_rahulmukherji_en

    * Add model 2023-11-07-ner_bio_annotated_7_1_en

    * Add model 2023-11-07-bert_finetuned_ner_accelerate_sanjay7178_en

    * Add model 2023-11-07-macbert_base_chinese_medicine_recognition_zh

    * Add model 2023-11-07-bert_base_ner_reptile_5_datasets_en

    * Add model 2023-11-07-ner_fine_tune_bert_ner_en

    * Add model 2023-11-07-scibert_scivocab_uncased_ner_visbank_en

    * Add model 2023-11-08-bulbert_ner_wikiann_en

    * Add model 2023-11-08-bert_finetuned_ner_louislian2341_en

    * Add model 2023-11-08-guj_sayula_popoluca_tagging_v2_en

    * Add model 2023-11-08-mongolian_bert_base_demo_named_entity_mn

    * Add model 2023-11-08-postagger_bio_english_en

    * Add model 2023-11-08-finer_139_xtremedistil_l12_h384_en

    * Add model 2023-11-08-biobert_protein_ner_en

    * Add model 2023-11-08-bert_base_finetuned_ner_en

    * Add model 2023-11-08-heb_medical_baseline_en

    * Add model 2023-11-08-bert_base_uncased_finetuned_ner_sohamtiwari3120_en

    * Add model 2023-11-08-bert_base_chinese_finetuned_split_en

    * Add model 2023-11-08-bert_base_spanish_wwm_uncased_finetuned_ner_en

    * Add model 2023-11-08-bert_finetuned_ner_heenamir_en

    * Add model 2023-11-08-multilingual_bengali_token_classification_model_xx

    * Add model 2023-11-08-bert_small_finetuned_xglue_ner_en

    * Add model 2023-11-08-bert_finetuned_ner_happy_ditto_en

    * Add model 2023-11-08-bert_mini_finetuned_ner_chinese_en

    * Add model 2023-11-08-nlp_hiba_distemist_fine_tuned_bert_base_multilingual_cased_xx

    * Add model 2023-11-08-bert_tiny_finetuned_finer_en

    * Add model 2023-11-08-multilingual_indonesian_token_classification_model_xx

    * Add model 2023-11-08-rhenus_v1_0_bert_base_multilingual_uncased_xx

    * Add model 2023-11-08-resume_ner_1_en

    * Add model 2023-11-08-bert_finetuned_ner_joannaandrews_en

    * Add model 2023-11-08-all_15_bert_finetuned_ner_en

    * Add model 2023-11-08-biobert_ner_diseases_model_en

    * Add model 2023-11-08-bert_finetuned_ner_na20b039_en

    * Add model 2023-11-08-pubmedbert_base_finetuned_n2c2_ner_en

    * Add model 2023-11-08-bert_base_portuguese_cased_harem_selective_samoan_first_ner_en

    * Add model 2023-11-08-bert_restore_punctuation_st1992_en

    * Add model 2023-11-08-biomedical_ner_maccrobat_bert_en

    * Add model 2023-11-08-bio_clinicalbert_2e5_top10_20testset_en

    * Add model 2023-11-08-bert_finetuned_ner_chinese_people_daily_en

    * Add model 2023-11-08-tamil_ner_model_en

    * Add model 2023-11-08-autotrain_re_syn_cleanedtext_bert_55272128958_en

    * Add model 2023-11-08-bert_finetuned_sst2_en

    * Add model 2023-11-08-bert_base_multilingual_cased_finetuned_ner_mayagalvez_xx

    * Add model 2023-11-08-greek_legal_bert_v2_finetuned_ner_v3_en

    * Add model 2023-11-08-assignment2_attempt10_en

    * Add model 2023-11-08-bert_finetuned_ner_suraj_yadav_en

    * Add model 2023-11-08-bert_finetuned_ner_tw5n14_en

    * Add model 2023-11-08-shingazidja_sayula_popoluca_en

    * Add model 2023-11-08-archaeobert_ner_en

    * Add model 2023-11-08-postagger_south_azerbaijani_az

    * Add model 2023-11-08-bert_portuguese_event_trigger_en

    * Add model 2023-11-08-bert_finetuned_ner_erickrribeiro_en

    * Add model 2023-11-08-ner_resume_en

    * Add model 2023-11-08-bert_finetuned_ner_roverandom95_en

    * Add model 2023-11-08-vietnamese_ner_v1_4_0a2_en

    * Add model 2023-11-08-scibert_scivocab_uncased_finetuned_ner_sschet_en

    * Add model 2023-11-08-bert_small_finetuned_wnut17_ner_en

    * Add model 2023-11-08-clinicalnerpt_quantitative_pt

    * Add model 2023-11-08-bert_finetuned_ner_mie_zhz_en

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    ---------

    Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

    * 2023-11-08-scibert_finetuned_ner_fl_en (#14058)

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30 changes: 30 additions & 0 deletions CHANGELOG
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========
5.2.0
========
----------------
New Features & Enhancements
----------------
* **NEW:** Introduceding the `CLIPForZeroShotClassification` for Zero-Shot Image Classification using OpenAI's CLIP models
* **NEW:** Introduceding the `DocumentTokenSplitter` which allows users to split large documents into smaller chunks to be used in RAG with LLM models
* **NEW:** Introducing support for ONNX Runtime in T5Transformer annotator
* **NEW:** Introducing support for ONNX Runtime in MarianTransformer annotator
* **NEW:** Introducing support for ONNX Runtime in BertSentenceEmbeddings annotator
* **NEW:** Introducing support for ONNX Runtime in XlmRoBertaSentenceEmbeddings annotator
* **NEW:** Introducing support for ONNX Runtime in CamemBertForQuestionAnswering, CamemBertForTokenClassification, and CamemBertForSequenceClassification annotators
* Adding a caching support for newly imported T5 models in TF format to improve the performance to be competitive to ONNX version
* Improve ZIP util and add tests for both ZipArchiveUtil and OnnxWrapper
* Refactor ONNX and add OnnxSession to broadcast
* Update ONNX Runtime to 1.16.3
* Add a new notebook fro structure streaming

----------------
Bug Fixes
----------------
* Fix random dimension mismatch in E5Embeddings and MPNetEmbeddings due to a missing average_pool after last_hidden_state in the output
* Fix batching exception in E5 and MPNet embeddings annotators failing when sentence is used instead of document
* Fix chunk construction when an entity is found
* Fix a bug in library's version in Scala
* Fix Whisper models not downloading due to wrong library's version
* Fix and refactor saving best model based on given metrics during NerDL training


========
5.1.4
========
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2 changes: 1 addition & 1 deletion build.sbt
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Expand Up @@ -6,7 +6,7 @@ name := getPackageName(is_silicon, is_gpu, is_aarch64)

organization := "com.johnsnowlabs.nlp"

version := "5.1.4"
version := "5.2.0"

(ThisBuild / scalaVersion) := scalaVer

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4 changes: 2 additions & 2 deletions conda/meta.yaml
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{% set name = "spark-nlp" %}
{% set version = "5.1.4" %}
{% set version = "5.2.0" %}

package:
name: {{ name|lower }}
version: {{ version }}

source:
url: https://pypi.io/packages/source/{{ name[0] }}/{{ name }}/spark-nlp-{{ version }}.tar.gz
sha256: f18c2b7e8e82a126b2dab812511de668ea525dfd4a647d20b92a2db1e373476b
sha256: d5735efc1b3e2d2df5d4311838583baec2af0b5fffb3773168d1cdd1feb91ae9

build:
noarch: python
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{%- assign _article_pagetitle = __return -%}

{%- if page.layout == "landing" -%}
<title>Spark NLP - State of the Art NLP</title>
<title>Spark NLP - State of the Art NLP Library for Large Language Models (LLMs)</title>
{%- elsif page.layout == "model" -%}
<title>{%- include snippets/get-article-modeltitle.html article=page -%}</title>
{%- elsif _pagetitle -%}
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Expand Up @@ -201,7 +201,7 @@ <h3 class="grey h3_title">{{ _section.title }}</h3>
<div class="highlight-box">
{% highlight bash %}
# Using PyPI
$ pip install spark-nlp==5.1.4
$ pip install spark-nlp==5.2.0

# Using Anaconda/Conda
$ conda install -c johnsnowlabs spark-nlp
Expand Down Expand Up @@ -336,12 +336,14 @@ <h4 class="blue h4_title">NLP Features</h4>
<li>Vision Transformer (Google ViT) <strong>Image Classification</strong></li>
<li>Microsoft Swin Transformer <strong>Image Classification</strong></li>
<li>Facebook ConvNext <strong>Image Classification</strong></li>
<li>Image to Text <strong>Image Captioning</strong></li>
<li>Zero-Shot <strong>Image Classification (OpenAI CLIP)</strong></li>
<li>Automatic Speech Recognition <strong>(OpenAI Whisper, Wav2Vec2 & HuBERT)</strong></li>
<li>Easy <strong>ONNX</strong> and <strong>TensorFlow</strong> integrations</li>
<li><strong>GPU</strong> Support</li>
<li>Full integration with <strong>Spark ML</strong> functions</li>
<li><strong>16800+</strong> pre-trained <strong>models </strong> in <strong>200+ languages! </strong>
<li><strong>5900+</strong> pre-trained <strong>pipelines </strong> in <strong>200+ languages! </strong>
<li><strong>24000+</strong> pre-trained <strong>models </strong> in <strong>200+ languages! </strong>
<li><strong>6000+</strong> pre-trained <strong>pipelines </strong> in <strong>200+ languages! </strong>
</ul>
</div>
{% highlight python %}
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149 changes: 149 additions & 0 deletions docs/_posts/DevinTDHa/2023-12-02-zero_shot_classifier_clip_vit_base_patch32_en.md
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---
layout: model
title: Image Zero Shot Classification with CLIP
author: John Snow Labs
name: zero_shot_classifier_clip_vit_base_patch32
date: 2023-12-02
tags: [classification, image, en, zero_shot, open_source, onnx]
task: Zero-Shot Classification
language: en
edition: Spark NLP 5.2.0
spark_version: 3.0
supported: true
engine: onnx
annotator: CLIPForZeroShotClassification
article_header:
type: cover
use_language_switcher: "Python-Scala-Java"
---

## Description

CLIP (Contrastive Language-Image Pre-Training) is a neural network that was trained on image
and text pairs. It has the ability to predict images without training on any hard-coded
labels. This makes it very flexible, as labels can be provided during inference. This is
similar to the zero-shot capabilities of the GPT-2 and 3 models.

This model was imported from huggingface transformers:
https://huggingface.co/openai/clip-vit-base-patch32

## Predicted Entities



{:.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/zero_shot_classifier_clip_vit_base_patch32_en_5.2.0_3.0_1701541274927.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/zero_shot_classifier_clip_vit_base_patch32_en_5.2.0_3.0_1701541274927.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
import sparknlp
from sparknlp.base import *
from sparknlp.annotator import *
from pyspark.ml import Pipeline

imageDF = spark.read \
.format("image") \
.option("dropInvalid", value = True) \
.load("src/test/resources/image/")

imageAssembler: ImageAssembler = ImageAssembler() \
.setInputCol("image") \
.setOutputCol("image_assembler")

candidateLabels = [
"a photo of a bird",
"a photo of a cat",
"a photo of a dog",
"a photo of a hen",
"a photo of a hippo",
"a photo of a room",
"a photo of a tractor",
"a photo of an ostrich",
"a photo of an ox"]

imageClassifier = CLIPForZeroShotClassification \
.pretrained() \
.setInputCols(["image_assembler"]) \
.setOutputCol("label") \
.setCandidateLabels(candidateLabels)

pipeline = Pipeline().setStages([imageAssembler, imageClassifier])
pipelineDF = pipeline.fit(imageDF).transform(imageDF)
pipelineDF \
.selectExpr("reverse(split(image.origin, '/'))[0] as image_name", "label.result") \
.show(truncate=False)
```
```scala
import com.johnsnowlabs.nlp.ImageAssembler
import com.johnsnowlabs.nlp.annotator._
import org.apache.spark.ml.Pipeline
val imageDF = ResourceHelper.spark.read
.format("image")
.option("dropInvalid", value = true)
.load("src/test/resources/image/")
val imageAssembler: ImageAssembler = new ImageAssembler()
.setInputCol("image")
.setOutputCol("image_assembler")
val candidateLabels = Array(
"a photo of a bird",
"a photo of a cat",
"a photo of a dog",
"a photo of a hen",
"a photo of a hippo",
"a photo of a room",
"a photo of a tractor",
"a photo of an ostrich",
"a photo of an ox")
val imageClassifier = CLIPForZeroShotClassification
.pretrained()
.setInputCols("image_assembler")
.setOutputCol("label")
.setCandidateLabels(candidateLabels)
val pipeline =
new Pipeline().setStages(Array(imageAssembler, imageClassifier)).fit(imageDF).transform(imageDF)
pipeline
.selectExpr("reverse(split(image.origin, '/'))[0] as image_name", "label.result")
.show(truncate = false)
```
</div>

## Results

```bash
+-----------------+-----------------------+
|image_name |result |
+-----------------+-----------------------+
|palace.JPEG |[a photo of a room] |
|egyptian_cat.jpeg|[a photo of a cat] |
|hippopotamus.JPEG|[a photo of a hippo] |
|hen.JPEG |[a photo of a hen] |
|ostrich.JPEG |[a photo of an ostrich]|
|junco.JPEG |[a photo of a bird] |
|bluetick.jpg |[a photo of a dog] |
|chihuahua.jpg |[a photo of a dog] |
|tractor.JPEG |[a photo of a tractor] |
|ox.JPEG |[a photo of an ox] |
+-----------------+-----------------------+
```

{:.model-param}
## Model Information

{:.table-model}
|---|---|
|Model Name:|zero_shot_classifier_clip_vit_base_patch32|
|Compatibility:|Spark NLP 5.2.0+|
|License:|Open Source|
|Edition:|Official|
|Input Labels:|[image_assembler]|
|Output Labels:|[classification]|
|Language:|en|
|Size:|392.8 MB|
20 changes: 10 additions & 10 deletions ...09-15-hf_distilbert_imdb_mlm_cosine_en.md → ...le_job_data_tuned_trial_2_11_2_2022_en.md
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@@ -1,8 +1,8 @@
---
layout: model
title: English hf_distilbert_imdb_mlm_cosine DistilBertEmbeddings from nos1de
title: English google_job_data_tuned_trial_2_11_2_2022 DistilBertEmbeddings from EslamAhmed
author: John Snow Labs
name: hf_distilbert_imdb_mlm_cosine
name: google_job_data_tuned_trial_2_11_2_2022
date: 2023-09-15
tags: [distilbert, en, open_source, fill_mask, onnx]
task: Embeddings
Expand All @@ -19,13 +19,13 @@ use_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_cosine` is a English model originally trained by nos1de.
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}
<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/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}
[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

Expand All @@ -41,7 +41,7 @@ document_assembler = DocumentAssembler() \
.setOutputCol("documents")


embeddings =DistilBertEmbeddings.pretrained("hf_distilbert_imdb_mlm_cosine","en") \
embeddings =DistilBertEmbeddings.pretrained("google_job_data_tuned_trial_2_11_2_2022","en") \
.setInputCols(["documents","token"]) \
.setOutputCol("embeddings")

Expand All @@ -60,7 +60,7 @@ val document_assembler = new DocumentAssembler()
.setOutputCol("embeddings")

val embeddings = DistilBertEmbeddings
.pretrained("hf_distilbert_imdb_mlm_cosine", "en")
.pretrained("google_job_data_tuned_trial_2_11_2_2022", "en")
.setInputCols(Array("documents","token"))
.setOutputCol("embeddings")

Expand All @@ -79,15 +79,15 @@ val pipelineDF = pipelineModel.transform(data)

{:.table-model}
|---|---|
|Model Name:|hf_distilbert_imdb_mlm_cosine|
|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:|247.2 MB|
|Size:|402.3 MB|

## References

https://huggingface.co/nos1de/hf-distilbert-imdb-mlm-cosine
https://huggingface.co/EslamAhmed/google_Job_data_tuned_trial_2_11-2-2022
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