Text Classification
Transformers
Safetensors
PyTorch
English
bert
intent-classification
topic-classification
sentiment-classification
emotion-classification
encoder
dl26
text-embeddings-inference
Instructions to use Dl26/Veyra-50M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Dl26/Veyra-50M with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="Dl26/Veyra-50M")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Dl26/Veyra-50M") model = AutoModelForSequenceClassification.from_pretrained("Dl26/Veyra-50M", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download config.json from Dl26/Veyra-50M: direct link, hf CLI and curl.
- Browser
- Download file 21.5 kB
-
https://huggingface.co/Dl26/Veyra-50M/resolve/main/config.json
- Command line
-
hf download hf://Dl26/Veyra-50M/config.json
-
curl -L -o config.json https://huggingface.co/Dl26/Veyra-50M/resolve/main/config.json
21.5 kB
| { | |
| "add_cross_attention": false, | |
| "architectures": [ | |
| "BertForSequenceClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.05, | |
| "bos_token_id": null, | |
| "classifier_dropout": null, | |
| "dtype": "float32", | |
| "eos_token_id": null, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.05, | |
| "hidden_size": 512, | |
| "id2label": { | |
| "0": "ag_news::Business", | |
| "1": "ag_news::Sci/Tech", | |
| "2": "ag_news::Sports", | |
| "3": "ag_news::World", | |
| "4": "banking77::Refund_not_showing_up", | |
| "5": "banking77::activate_my_card", | |
| "6": "banking77::age_limit", | |
| "7": "banking77::apple_pay_or_google_pay", | |
| "8": "banking77::atm_support", | |
| "9": "banking77::automatic_top_up", | |
| "10": "banking77::balance_not_updated_after_bank_transfer", | |
| "11": "banking77::balance_not_updated_after_cheque_or_cash_deposit", | |
| "12": "banking77::beneficiary_not_allowed", | |
| "13": "banking77::cancel_transfer", | |
| "14": "banking77::card_about_to_expire", | |
| "15": "banking77::card_acceptance", | |
| "16": "banking77::card_arrival", | |
| "17": "banking77::card_delivery_estimate", | |
| "18": "banking77::card_linking", | |
| "19": "banking77::card_not_working", | |
| "20": "banking77::card_payment_fee_charged", | |
| "21": "banking77::card_payment_not_recognised", | |
| "22": "banking77::card_payment_wrong_exchange_rate", | |
| "23": "banking77::card_swallowed", | |
| "24": "banking77::cash_withdrawal_charge", | |
| "25": "banking77::cash_withdrawal_not_recognised", | |
| "26": "banking77::change_pin", | |
| "27": "banking77::compromised_card", | |
| "28": "banking77::contactless_not_working", | |
| "29": "banking77::country_support", | |
| "30": "banking77::declined_card_payment", | |
| "31": "banking77::declined_cash_withdrawal", | |
| "32": "banking77::declined_transfer", | |
| "33": "banking77::direct_debit_payment_not_recognised", | |
| "34": "banking77::disposable_card_limits", | |
| "35": "banking77::edit_personal_details", | |
| "36": "banking77::exchange_charge", | |
| "37": "banking77::exchange_rate", | |
| "38": "banking77::exchange_via_app", | |
| "39": "banking77::extra_charge_on_statement", | |
| "40": "banking77::failed_transfer", | |
| "41": "banking77::fiat_currency_support", | |
| "42": "banking77::get_disposable_virtual_card", | |
| "43": "banking77::get_physical_card", | |
| "44": "banking77::getting_spare_card", | |
| "45": "banking77::getting_virtual_card", | |
| "46": "banking77::lost_or_stolen_card", | |
| "47": "banking77::lost_or_stolen_phone", | |
| "48": "banking77::order_physical_card", | |
| "49": "banking77::passcode_forgotten", | |
| "50": "banking77::pending_card_payment", | |
| "51": "banking77::pending_cash_withdrawal", | |
| "52": "banking77::pending_top_up", | |
| "53": "banking77::pending_transfer", | |
| "54": "banking77::pin_blocked", | |
| "55": "banking77::receiving_money", | |
| "56": "banking77::request_refund", | |
| "57": "banking77::reverted_card_payment?", | |
| "58": "banking77::supported_cards_and_currencies", | |
| "59": "banking77::terminate_account", | |
| "60": "banking77::top_up_by_bank_transfer_charge", | |
| "61": "banking77::top_up_by_card_charge", | |
| "62": "banking77::top_up_by_cash_or_cheque", | |
| "63": "banking77::top_up_failed", | |
| "64": "banking77::top_up_limits", | |
| "65": "banking77::top_up_reverted", | |
| "66": "banking77::topping_up_by_card", | |
| "67": "banking77::transaction_charged_twice", | |
| "68": "banking77::transfer_fee_charged", | |
| "69": "banking77::transfer_into_account", | |
| "70": "banking77::transfer_not_received_by_recipient", | |
| "71": "banking77::transfer_timing", | |
| "72": "banking77::unable_to_verify_identity", | |
| "73": "banking77::verify_my_identity", | |
| "74": "banking77::verify_source_of_funds", | |
| "75": "banking77::verify_top_up", | |
| "76": "banking77::virtual_card_not_working", | |
| "77": "banking77::visa_or_mastercard", | |
| "78": "banking77::why_verify_identity", | |
| "79": "banking77::wrong_amount_of_cash_received", | |
| "80": "banking77::wrong_exchange_rate_for_cash_withdrawal", | |
| "81": "clinc_oos::accept_reservations", | |
| "82": "clinc_oos::account_blocked", | |
| "83": "clinc_oos::alarm", | |
| "84": "clinc_oos::application_status", | |
| "85": "clinc_oos::apr", | |
| "86": "clinc_oos::are_you_a_bot", | |
| "87": "clinc_oos::balance", | |
| "88": "clinc_oos::bill_balance", | |
| "89": "clinc_oos::bill_due", | |
| "90": "clinc_oos::book_flight", | |
| "91": "clinc_oos::book_hotel", | |
| "92": "clinc_oos::calculator", | |
| "93": "clinc_oos::calendar", | |
| "94": "clinc_oos::calendar_update", | |
| "95": "clinc_oos::calories", | |
| "96": "clinc_oos::cancel", | |
| "97": "clinc_oos::cancel_reservation", | |
| "98": "clinc_oos::car_rental", | |
| "99": "clinc_oos::card_declined", | |
| "100": "clinc_oos::carry_on", | |
| "101": "clinc_oos::change_accent", | |
| "102": "clinc_oos::change_ai_name", | |
| "103": "clinc_oos::change_language", | |
| "104": "clinc_oos::change_speed", | |
| "105": "clinc_oos::change_user_name", | |
| "106": "clinc_oos::change_volume", | |
| "107": "clinc_oos::confirm_reservation", | |
| "108": "clinc_oos::cook_time", | |
| "109": "clinc_oos::credit_limit", | |
| "110": "clinc_oos::credit_limit_change", | |
| "111": "clinc_oos::credit_score", | |
| "112": "clinc_oos::current_location", | |
| "113": "clinc_oos::damaged_card", | |
| "114": "clinc_oos::date", | |
| "115": "clinc_oos::definition", | |
| "116": "clinc_oos::direct_deposit", | |
| "117": "clinc_oos::directions", | |
| "118": "clinc_oos::distance", | |
| "119": "clinc_oos::do_you_have_pets", | |
| "120": "clinc_oos::exchange_rate", | |
| "121": "clinc_oos::expiration_date", | |
| "122": "clinc_oos::find_phone", | |
| "123": "clinc_oos::flight_status", | |
| "124": "clinc_oos::flip_coin", | |
| "125": "clinc_oos::food_last", | |
| "126": "clinc_oos::freeze_account", | |
| "127": "clinc_oos::fun_fact", | |
| "128": "clinc_oos::gas", | |
| "129": "clinc_oos::gas_type", | |
| "130": "clinc_oos::goodbye", | |
| "131": "clinc_oos::greeting", | |
| "132": "clinc_oos::how_busy", | |
| "133": "clinc_oos::how_old_are_you", | |
| "134": "clinc_oos::improve_credit_score", | |
| "135": "clinc_oos::income", | |
| "136": "clinc_oos::ingredient_substitution", | |
| "137": "clinc_oos::ingredients_list", | |
| "138": "clinc_oos::insurance", | |
| "139": "clinc_oos::insurance_change", | |
| "140": "clinc_oos::interest_rate", | |
| "141": "clinc_oos::international_fees", | |
| "142": "clinc_oos::international_visa", | |
| "143": "clinc_oos::jump_start", | |
| "144": "clinc_oos::last_maintenance", | |
| "145": "clinc_oos::lost_luggage", | |
| "146": "clinc_oos::make_call", | |
| "147": "clinc_oos::maybe", | |
| "148": "clinc_oos::meal_suggestion", | |
| "149": "clinc_oos::meaning_of_life", | |
| "150": "clinc_oos::measurement_conversion", | |
| "151": "clinc_oos::meeting_schedule", | |
| "152": "clinc_oos::min_payment", | |
| "153": "clinc_oos::mpg", | |
| "154": "clinc_oos::new_card", | |
| "155": "clinc_oos::next_holiday", | |
| "156": "clinc_oos::next_song", | |
| "157": "clinc_oos::no", | |
| "158": "clinc_oos::nutrition_info", | |
| "159": "clinc_oos::oil_change_how", | |
| "160": "clinc_oos::oil_change_when", | |
| "161": "clinc_oos::oos", | |
| "162": "clinc_oos::order", | |
| "163": "clinc_oos::order_checks", | |
| "164": "clinc_oos::order_status", | |
| "165": "clinc_oos::pay_bill", | |
| "166": "clinc_oos::payday", | |
| "167": "clinc_oos::pin_change", | |
| "168": "clinc_oos::play_music", | |
| "169": "clinc_oos::plug_type", | |
| "170": "clinc_oos::pto_balance", | |
| "171": "clinc_oos::pto_request", | |
| "172": "clinc_oos::pto_request_status", | |
| "173": "clinc_oos::pto_used", | |
| "174": "clinc_oos::recipe", | |
| "175": "clinc_oos::redeem_rewards", | |
| "176": "clinc_oos::reminder", | |
| "177": "clinc_oos::reminder_update", | |
| "178": "clinc_oos::repeat", | |
| "179": "clinc_oos::replacement_card_duration", | |
| "180": "clinc_oos::report_fraud", | |
| "181": "clinc_oos::report_lost_card", | |
| "182": "clinc_oos::reset_settings", | |
| "183": "clinc_oos::restaurant_reservation", | |
| "184": "clinc_oos::restaurant_reviews", | |
| "185": "clinc_oos::restaurant_suggestion", | |
| "186": "clinc_oos::rewards_balance", | |
| "187": "clinc_oos::roll_dice", | |
| "188": "clinc_oos::rollover_401k", | |
| "189": "clinc_oos::routing", | |
| "190": "clinc_oos::schedule_maintenance", | |
| "191": "clinc_oos::schedule_meeting", | |
| "192": "clinc_oos::share_location", | |
| "193": "clinc_oos::shopping_list", | |
| "194": "clinc_oos::shopping_list_update", | |
| "195": "clinc_oos::smart_home", | |
| "196": "clinc_oos::spelling", | |
| "197": "clinc_oos::spending_history", | |
| "198": "clinc_oos::sync_device", | |
| "199": "clinc_oos::taxes", | |
| "200": "clinc_oos::tell_joke", | |
| "201": "clinc_oos::text", | |
| "202": "clinc_oos::thank_you", | |
| "203": "clinc_oos::time", | |
| "204": "clinc_oos::timer", | |
| "205": "clinc_oos::timezone", | |
| "206": "clinc_oos::tire_change", | |
| "207": "clinc_oos::tire_pressure", | |
| "208": "clinc_oos::todo_list", | |
| "209": "clinc_oos::todo_list_update", | |
| "210": "clinc_oos::traffic", | |
| "211": "clinc_oos::transactions", | |
| "212": "clinc_oos::transfer", | |
| "213": "clinc_oos::translate", | |
| "214": "clinc_oos::travel_alert", | |
| "215": "clinc_oos::travel_notification", | |
| "216": "clinc_oos::travel_suggestion", | |
| "217": "clinc_oos::uber", | |
| "218": "clinc_oos::update_playlist", | |
| "219": "clinc_oos::user_name", | |
| "220": "clinc_oos::vaccines", | |
| "221": "clinc_oos::w2", | |
| "222": "clinc_oos::weather", | |
| "223": "clinc_oos::what_are_your_hobbies", | |
| "224": "clinc_oos::what_can_i_ask_you", | |
| "225": "clinc_oos::what_is_your_name", | |
| "226": "clinc_oos::what_song", | |
| "227": "clinc_oos::where_are_you_from", | |
| "228": "clinc_oos::whisper_mode", | |
| "229": "clinc_oos::who_do_you_work_for", | |
| "230": "clinc_oos::who_made_you", | |
| "231": "clinc_oos::yes", | |
| "232": "dbpedia_14::Album", | |
| "233": "dbpedia_14::Animal", | |
| "234": "dbpedia_14::Artist", | |
| "235": "dbpedia_14::Athlete", | |
| "236": "dbpedia_14::Building", | |
| "237": "dbpedia_14::Company", | |
| "238": "dbpedia_14::EducationalInstitution", | |
| "239": "dbpedia_14::Film", | |
| "240": "dbpedia_14::MeanOfTransportation", | |
| "241": "dbpedia_14::NaturalPlace", | |
| "242": "dbpedia_14::OfficeHolder", | |
| "243": "dbpedia_14::Plant", | |
| "244": "dbpedia_14::Village", | |
| "245": "dbpedia_14::WrittenWork", | |
| "246": "emotion::anger", | |
| "247": "emotion::fear", | |
| "248": "emotion::joy", | |
| "249": "emotion::love", | |
| "250": "emotion::sadness", | |
| "251": "emotion::surprise", | |
| "252": "sst5::0", | |
| "253": "sst5::1", | |
| "254": "sst5::2", | |
| "255": "sst5::3", | |
| "256": "sst5::4", | |
| "257": "yahoo_answers_topics::Business & Finance", | |
| "258": "yahoo_answers_topics::Computers & Internet", | |
| "259": "yahoo_answers_topics::Education & Reference", | |
| "260": "yahoo_answers_topics::Entertainment & Music", | |
| "261": "yahoo_answers_topics::Family & Relationships", | |
| "262": "yahoo_answers_topics::Health", | |
| "263": "yahoo_answers_topics::Politics & Government", | |
| "264": "yahoo_answers_topics::Science & Mathematics", | |
| "265": "yahoo_answers_topics::Society & Culture", | |
| "266": "yahoo_answers_topics::Sports" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 2048, | |
| "is_decoder": false, | |
| "label2id": { | |
| "ag_news::Business": 0, | |
| "ag_news::Sci/Tech": 1, | |
| "ag_news::Sports": 2, | |
| "ag_news::World": 3, | |
| "banking77::Refund_not_showing_up": 4, | |
| "banking77::activate_my_card": 5, | |
| "banking77::age_limit": 6, | |
| "banking77::apple_pay_or_google_pay": 7, | |
| "banking77::atm_support": 8, | |
| "banking77::automatic_top_up": 9, | |
| "banking77::balance_not_updated_after_bank_transfer": 10, | |
| "banking77::balance_not_updated_after_cheque_or_cash_deposit": 11, | |
| "banking77::beneficiary_not_allowed": 12, | |
| "banking77::cancel_transfer": 13, | |
| "banking77::card_about_to_expire": 14, | |
| "banking77::card_acceptance": 15, | |
| "banking77::card_arrival": 16, | |
| "banking77::card_delivery_estimate": 17, | |
| "banking77::card_linking": 18, | |
| "banking77::card_not_working": 19, | |
| "banking77::card_payment_fee_charged": 20, | |
| "banking77::card_payment_not_recognised": 21, | |
| "banking77::card_payment_wrong_exchange_rate": 22, | |
| "banking77::card_swallowed": 23, | |
| "banking77::cash_withdrawal_charge": 24, | |
| "banking77::cash_withdrawal_not_recognised": 25, | |
| "banking77::change_pin": 26, | |
| "banking77::compromised_card": 27, | |
| "banking77::contactless_not_working": 28, | |
| "banking77::country_support": 29, | |
| "banking77::declined_card_payment": 30, | |
| "banking77::declined_cash_withdrawal": 31, | |
| "banking77::declined_transfer": 32, | |
| "banking77::direct_debit_payment_not_recognised": 33, | |
| "banking77::disposable_card_limits": 34, | |
| "banking77::edit_personal_details": 35, | |
| "banking77::exchange_charge": 36, | |
| "banking77::exchange_rate": 37, | |
| "banking77::exchange_via_app": 38, | |
| "banking77::extra_charge_on_statement": 39, | |
| "banking77::failed_transfer": 40, | |
| "banking77::fiat_currency_support": 41, | |
| "banking77::get_disposable_virtual_card": 42, | |
| "banking77::get_physical_card": 43, | |
| "banking77::getting_spare_card": 44, | |
| "banking77::getting_virtual_card": 45, | |
| "banking77::lost_or_stolen_card": 46, | |
| "banking77::lost_or_stolen_phone": 47, | |
| "banking77::order_physical_card": 48, | |
| "banking77::passcode_forgotten": 49, | |
| "banking77::pending_card_payment": 50, | |
| "banking77::pending_cash_withdrawal": 51, | |
| "banking77::pending_top_up": 52, | |
| "banking77::pending_transfer": 53, | |
| "banking77::pin_blocked": 54, | |
| "banking77::receiving_money": 55, | |
| "banking77::request_refund": 56, | |
| "banking77::reverted_card_payment?": 57, | |
| "banking77::supported_cards_and_currencies": 58, | |
| "banking77::terminate_account": 59, | |
| "banking77::top_up_by_bank_transfer_charge": 60, | |
| "banking77::top_up_by_card_charge": 61, | |
| "banking77::top_up_by_cash_or_cheque": 62, | |
| "banking77::top_up_failed": 63, | |
| "banking77::top_up_limits": 64, | |
| "banking77::top_up_reverted": 65, | |
| "banking77::topping_up_by_card": 66, | |
| "banking77::transaction_charged_twice": 67, | |
| "banking77::transfer_fee_charged": 68, | |
| "banking77::transfer_into_account": 69, | |
| "banking77::transfer_not_received_by_recipient": 70, | |
| "banking77::transfer_timing": 71, | |
| "banking77::unable_to_verify_identity": 72, | |
| "banking77::verify_my_identity": 73, | |
| "banking77::verify_source_of_funds": 74, | |
| "banking77::verify_top_up": 75, | |
| "banking77::virtual_card_not_working": 76, | |
| "banking77::visa_or_mastercard": 77, | |
| "banking77::why_verify_identity": 78, | |
| "banking77::wrong_amount_of_cash_received": 79, | |
| "banking77::wrong_exchange_rate_for_cash_withdrawal": 80, | |
| "clinc_oos::accept_reservations": 81, | |
| "clinc_oos::account_blocked": 82, | |
| "clinc_oos::alarm": 83, | |
| "clinc_oos::application_status": 84, | |
| "clinc_oos::apr": 85, | |
| "clinc_oos::are_you_a_bot": 86, | |
| "clinc_oos::balance": 87, | |
| "clinc_oos::bill_balance": 88, | |
| "clinc_oos::bill_due": 89, | |
| "clinc_oos::book_flight": 90, | |
| "clinc_oos::book_hotel": 91, | |
| "clinc_oos::calculator": 92, | |
| "clinc_oos::calendar": 93, | |
| "clinc_oos::calendar_update": 94, | |
| "clinc_oos::calories": 95, | |
| "clinc_oos::cancel": 96, | |
| "clinc_oos::cancel_reservation": 97, | |
| "clinc_oos::car_rental": 98, | |
| "clinc_oos::card_declined": 99, | |
| "clinc_oos::carry_on": 100, | |
| "clinc_oos::change_accent": 101, | |
| "clinc_oos::change_ai_name": 102, | |
| "clinc_oos::change_language": 103, | |
| "clinc_oos::change_speed": 104, | |
| "clinc_oos::change_user_name": 105, | |
| "clinc_oos::change_volume": 106, | |
| "clinc_oos::confirm_reservation": 107, | |
| "clinc_oos::cook_time": 108, | |
| "clinc_oos::credit_limit": 109, | |
| "clinc_oos::credit_limit_change": 110, | |
| "clinc_oos::credit_score": 111, | |
| "clinc_oos::current_location": 112, | |
| "clinc_oos::damaged_card": 113, | |
| "clinc_oos::date": 114, | |
| "clinc_oos::definition": 115, | |
| "clinc_oos::direct_deposit": 116, | |
| "clinc_oos::directions": 117, | |
| "clinc_oos::distance": 118, | |
| "clinc_oos::do_you_have_pets": 119, | |
| "clinc_oos::exchange_rate": 120, | |
| "clinc_oos::expiration_date": 121, | |
| "clinc_oos::find_phone": 122, | |
| "clinc_oos::flight_status": 123, | |
| "clinc_oos::flip_coin": 124, | |
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