Commit From AutoNLP

.gitattributes

@@ -25,3 +25,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zstandard filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.tar.gz filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,52 @@
+---
+tags: autonlp
+language: unk
+widget:
+- text: "I love AutoNLP 🤗"
+datasets:
+- Jeska/autonlp-data-vaccinfaq
+co2_eq_emissions: 27.135492487925884
+---
+
+# Model Trained Using AutoNLP
+
+- Problem type: Multi-class Classification
+- Model ID: 22144706
+- CO2 Emissions (in grams): 27.135492487925884
+
+## Validation Metrics
+
+- Loss: 1.81697416305542
+- Accuracy: 0.6377269139700079
+- Macro F1: 0.5181293370145044
+- Micro F1: 0.6377269139700079
+- Weighted F1: 0.631117826235572
+- Macro Precision: 0.5371452512845428
+- Micro Precision: 0.6377269139700079
+- Weighted Precision: 0.6655055695465463
+- Macro Recall: 0.5609328178925124
+- Micro Recall: 0.6377269139700079
+- Weighted Recall: 0.6377269139700079
+
+
+## Usage
+
+You can use cURL to access this model:
+
+```
+$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoNLP"}' https://api-inference.huggingface.co/models/Jeska/autonlp-vaccinfaq-22144706
+```
+
+Or Python API:
+
+```
+from transformers import AutoModelForSequenceClassification, AutoTokenizer
+
+model = AutoModelForSequenceClassification.from_pretrained("Jeska/autonlp-vaccinfaq-22144706", use_auth_token=True)
+
+tokenizer = AutoTokenizer.from_pretrained("Jeska/autonlp-vaccinfaq-22144706", use_auth_token=True)
+
+inputs = tokenizer("I love AutoNLP", return_tensors="pt")
+
+outputs = model(**inputs)
+```

config.json

@@ -0,0 +1,394 @@
+{
+  "_name_or_path": "AutoNLP",
+  "_num_labels": 181,
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "chitchat_ask_bye",
+    "1": "chitchat_ask_hi",
+    "2": "chitchat_ask_hi_de",
+    "3": "chitchat_ask_hi_en",
+    "4": "chitchat_ask_hi_fr",
+    "5": "chitchat_ask_hoe_gaat_het",
+    "6": "chitchat_ask_name",
+    "7": "chitchat_ask_thanks",
+    "8": "faq_ask_aantal_gevaccineerd",
+    "9": "faq_ask_aantal_gevaccineerd_wereldwijd",
+    "10": "faq_ask_afspraak_afzeggen",
+    "11": "faq_ask_afspraak_gemist",
+    "12": "faq_ask_algemeen_info",
+    "13": "faq_ask_allergisch_na_vaccinatie",
+    "14": "faq_ask_alternatieve_medicatie",
+    "15": "faq_ask_andere_vaccins",
+    "16": "faq_ask_astrazeneca",
+    "17": "faq_ask_astrazeneca_bij_ouderen",
+    "18": "faq_ask_astrazeneca_bloedklonters",
+    "19": "faq_ask_astrazeneca_prik_2",
+    "20": "faq_ask_attest",
+    "21": "faq_ask_autisme_na_vaccinatie",
+    "22": "faq_ask_auto-immuun",
+    "23": "faq_ask_begeleiding",
+    "24": "faq_ask_beschermen",
+    "25": "faq_ask_beschermingsduur",
+    "26": "faq_ask_beschermingspercentage",
+    "27": "faq_ask_besmetten_na_vaccin",
+    "28": "faq_ask_betalen_voor_vaccin",
+    "29": "faq_ask_betrouwbaar",
+    "30": "faq_ask_betrouwbare_bronnen",
+    "31": "faq_ask_bijsluiter",
+    "32": "faq_ask_bijwerking_AZ",
+    "33": "faq_ask_bijwerking_JJ",
+    "34": "faq_ask_bijwerking_algemeen",
+    "35": "faq_ask_bijwerking_lange_termijn",
+    "36": "faq_ask_bijwerking_moderna",
+    "37": "faq_ask_bijwerking_pfizer",
+    "38": "faq_ask_bloed_geven",
+    "39": "faq_ask_borstvoeding",
+    "40": "faq_ask_buitenlander",
+    "41": "faq_ask_chronisch_ziek",
+    "42": "faq_ask_combi",
+    "43": "faq_ask_complottheorie",
+    "44": "faq_ask_complottheorie_5G",
+    "45": "faq_ask_complottheorie_Bill_Gates",
+    "46": "faq_ask_contra_ind",
+    "47": "faq_ask_corona_is_griep",
+    "48": "faq_ask_corona_vermijden",
+    "49": "faq_ask_covid_door_vaccin",
+    "50": "faq_ask_curevac",
+    "51": "faq_ask_derde_prik",
+    "52": "faq_ask_dna",
+    "53": "faq_ask_duur_vaccinatie",
+    "54": "faq_ask_eerst_weigeren",
+    "55": "faq_ask_eerste_prik_buitenland",
+    "56": "faq_ask_essentieel_beroep",
+    "57": "faq_ask_experimenteel",
+    "58": "faq_ask_foetus",
+    "59": "faq_ask_geen_antwoord",
+    "60": "faq_ask_geen_risicopatient",
+    "61": "faq_ask_geen_uitnodiging",
+    "62": "faq_ask_gestockeerd",
+    "63": "faq_ask_gezondheidstoestand_gekend",
+    "64": "faq_ask_gif_in_vaccin",
+    "65": "faq_ask_goedkeuring",
+    "66": "faq_ask_groepsimmuniteit",
+    "67": "faq_ask_hartspierontsteking",
+    "68": "faq_ask_hersenziekte",
+    "69": "faq_ask_hoe_dodelijk",
+    "70": "faq_ask_hoe_weet_overheid",
+    "71": "faq_ask_hoeveel_dosissen",
+    "72": "faq_ask_huisarts",
+    "73": "faq_ask_huisdieren",
+    "74": "faq_ask_iedereen",
+    "75": "faq_ask_in_vaccin",
+    "76": "faq_ask_info_vaccins",
+    "77": "faq_ask_janssen",
+    "78": "faq_ask_janssen_een_dosis",
+    "79": "faq_ask_jong_en_gezond",
+    "80": "faq_ask_keuze",
+    "81": "faq_ask_keuze_vaccinatiecentrum",
+    "82": "faq_ask_kinderen",
+    "83": "faq_ask_kosjer_halal",
+    "84": "faq_ask_leveringen",
+    "85": "faq_ask_logistiek",
+    "86": "faq_ask_logistiek_veilig",
+    "87": "faq_ask_magnetisch",
+    "88": "faq_ask_man_vrouw_verschillen",
+    "89": "faq_ask_mantelzorger",
+    "90": "faq_ask_maximaal_een_dosis",
+    "91": "faq_ask_meer_bijwerkingen_tweede_dosis",
+    "92": "faq_ask_minder_mobiel",
+    "93": "faq_ask_moderna",
+    "94": "faq_ask_mondmasker",
+    "95": "faq_ask_motiveren",
+    "96": "faq_ask_mrna_vs_andere_vaccins",
+    "97": "faq_ask_naaldangst",
+    "98": "faq_ask_nadelen",
+    "99": "faq_ask_nuchter",
+    "100": "faq_ask_ontwikkeling",
+    "101": "faq_ask_onvruchtbaar",
+    "102": "faq_ask_oplopen_vaccinatie",
+    "103": "faq_ask_pfizer",
+    "104": "faq_ask_phishing",
+    "105": "faq_ask_pijnstiller",
+    "106": "faq_ask_planning_eerstelijnszorg",
+    "107": "faq_ask_planning_ouderen",
+    "108": "faq_ask_positieve_test_na_vaccin",
+    "109": "faq_ask_prioritaire_gropen",
+    "110": "faq_ask_privacy",
+    "111": "faq_ask_probleem_registratie",
+    "112": "faq_ask_problemen_uitnodiging",
+    "113": "faq_ask_quarantaine",
+    "114": "faq_ask_qvax_probleem",
+    "115": "faq_ask_reproductiegetal",
+    "116": "faq_ask_risicopatient",
+    "117": "faq_ask_risicopatient_diabetes",
+    "118": "faq_ask_risicopatient_hartvaat",
+    "119": "faq_ask_risicopatient_immuunziekte",
+    "120": "faq_ask_risicopatient_kanker",
+    "121": "faq_ask_risicopatient_luchtwegaandoening",
+    "122": "faq_ask_smaakverlies",
+    "123": "faq_ask_snel_ontwikkeld",
+    "124": "faq_ask_sneller_aan_de_beurt",
+    "125": "faq_ask_taxi",
+    "126": "faq_ask_test_voor_vaccin",
+    "127": "faq_ask_testen",
+    "128": "faq_ask_tijd_tot_tweede_dosis",
+    "129": "faq_ask_timing_andere_vaccins",
+    "130": "faq_ask_trage_start",
+    "131": "faq_ask_tweede_dosis_afspraak",
+    "132": "faq_ask_tweede_dosis_vervroegen",
+    "133": "faq_ask_twijfel_bijwerkingen",
+    "134": "faq_ask_twijfel_effectiviteit",
+    "135": "faq_ask_twijfel_inhoud",
+    "136": "faq_ask_twijfel_ivm_vaccinatie",
+    "137": "faq_ask_twijfel_noodzaak",
+    "138": "faq_ask_twijfel_ontwikkeling",
+    "139": "faq_ask_twijfel_praktisch",
+    "140": "faq_ask_twijfel_vaccins_zelf",
+    "141": "faq_ask_twijfel_vrijheid",
+    "142": "faq_ask_uit_flacon",
+    "143": "faq_ask_uitnodiging_afspraak_kwijt",
+    "144": "faq_ask_uitnodiging_na_vaccinatie",
+    "145": "faq_ask_vaccin_doorgeven",
+    "146": "faq_ask_vaccin_immuunsysteem",
+    "147": "faq_ask_vaccin_variant",
+    "148": "faq_ask_vaccinatiecentrum",
+    "149": "faq_ask_vaccine_covid_gehad",
+    "150": "faq_ask_vaccine_covid_gehad_effect",
+    "151": "faq_ask_vakantie",
+    "152": "faq_ask_veelgestelde_vragen",
+    "153": "faq_ask_vegan",
+    "154": "faq_ask_verplicht",
+    "155": "faq_ask_verschillen",
+    "156": "faq_ask_vrijwillig_Janssen",
+    "157": "faq_ask_vrijwilliger",
+    "158": "faq_ask_waar_en_wanneer",
+    "159": "faq_ask_waarom",
+    "160": "faq_ask_waarom_niet_verplicht",
+    "161": "faq_ask_waarom_ouderen_eerst",
+    "162": "faq_ask_waarom_twee_prikken",
+    "163": "faq_ask_waarom_twijfel",
+    "164": "faq_ask_wanneer_algemene_bevolking",
+    "165": "faq_ask_wanneer_iedereen_gevaccineerd",
+    "166": "faq_ask_wat_is_corona",
+    "167": "faq_ask_wat_is_rna",
+    "168": "faq_ask_wat_is_vaccin",
+    "169": "faq_ask_wat_na_vaccinatie",
+    "170": "faq_ask_welk_vaccin_krijg_ik",
+    "171": "faq_ask_welke_vaccin",
+    "172": "faq_ask_wie_ben_ik",
+    "173": "faq_ask_wie_doet_inenting",
+    "174": "faq_ask_wie_is_risicopatient",
+    "175": "faq_ask_wie_nu",
+    "176": "faq_ask_wilsonbekwaam",
+    "177": "faq_ask_zwanger",
+    "178": "get_started",
+    "179": "nlu_fallback",
+    "180": "test"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "chitchat_ask_bye": 0,
+    "chitchat_ask_hi": 1,
+    "chitchat_ask_hi_de": 2,
+    "chitchat_ask_hi_en": 3,
+    "chitchat_ask_hi_fr": 4,
+    "chitchat_ask_hoe_gaat_het": 5,
+    "chitchat_ask_name": 6,
+    "chitchat_ask_thanks": 7,
+    "faq_ask_aantal_gevaccineerd": 8,
+    "faq_ask_aantal_gevaccineerd_wereldwijd": 9,
+    "faq_ask_afspraak_afzeggen": 10,
+    "faq_ask_afspraak_gemist": 11,
+    "faq_ask_algemeen_info": 12,
+    "faq_ask_allergisch_na_vaccinatie": 13,
+    "faq_ask_alternatieve_medicatie": 14,
+    "faq_ask_andere_vaccins": 15,
+    "faq_ask_astrazeneca": 16,
+    "faq_ask_astrazeneca_bij_ouderen": 17,
+    "faq_ask_astrazeneca_bloedklonters": 18,
+    "faq_ask_astrazeneca_prik_2": 19,
+    "faq_ask_attest": 20,
+    "faq_ask_autisme_na_vaccinatie": 21,
+    "faq_ask_auto-immuun": 22,
+    "faq_ask_begeleiding": 23,
+    "faq_ask_beschermen": 24,
+    "faq_ask_beschermingsduur": 25,
+    "faq_ask_beschermingspercentage": 26,
+    "faq_ask_besmetten_na_vaccin": 27,
+    "faq_ask_betalen_voor_vaccin": 28,
+    "faq_ask_betrouwbaar": 29,
+    "faq_ask_betrouwbare_bronnen": 30,
+    "faq_ask_bijsluiter": 31,
+    "faq_ask_bijwerking_AZ": 32,
+    "faq_ask_bijwerking_JJ": 33,
+    "faq_ask_bijwerking_algemeen": 34,
+    "faq_ask_bijwerking_lange_termijn": 35,
+    "faq_ask_bijwerking_moderna": 36,
+    "faq_ask_bijwerking_pfizer": 37,
+    "faq_ask_bloed_geven": 38,
+    "faq_ask_borstvoeding": 39,
+    "faq_ask_buitenlander": 40,
+    "faq_ask_chronisch_ziek": 41,
+    "faq_ask_combi": 42,
+    "faq_ask_complottheorie": 43,
+    "faq_ask_complottheorie_5G": 44,
+    "faq_ask_complottheorie_Bill_Gates": 45,
+    "faq_ask_contra_ind": 46,
+    "faq_ask_corona_is_griep": 47,
+    "faq_ask_corona_vermijden": 48,
+    "faq_ask_covid_door_vaccin": 49,
+    "faq_ask_curevac": 50,
+    "faq_ask_derde_prik": 51,
+    "faq_ask_dna": 52,
+    "faq_ask_duur_vaccinatie": 53,
+    "faq_ask_eerst_weigeren": 54,
+    "faq_ask_eerste_prik_buitenland": 55,
+    "faq_ask_essentieel_beroep": 56,
+    "faq_ask_experimenteel": 57,
+    "faq_ask_foetus": 58,
+    "faq_ask_geen_antwoord": 59,
+    "faq_ask_geen_risicopatient": 60,
+    "faq_ask_geen_uitnodiging": 61,
+    "faq_ask_gestockeerd": 62,
+    "faq_ask_gezondheidstoestand_gekend": 63,
+    "faq_ask_gif_in_vaccin": 64,
+    "faq_ask_goedkeuring": 65,
+    "faq_ask_groepsimmuniteit": 66,
+    "faq_ask_hartspierontsteking": 67,
+    "faq_ask_hersenziekte": 68,
+    "faq_ask_hoe_dodelijk": 69,
+    "faq_ask_hoe_weet_overheid": 70,
+    "faq_ask_hoeveel_dosissen": 71,
+    "faq_ask_huisarts": 72,
+    "faq_ask_huisdieren": 73,
+    "faq_ask_iedereen": 74,
+    "faq_ask_in_vaccin": 75,
+    "faq_ask_info_vaccins": 76,
+    "faq_ask_janssen": 77,
+    "faq_ask_janssen_een_dosis": 78,
+    "faq_ask_jong_en_gezond": 79,
+    "faq_ask_keuze": 80,
+    "faq_ask_keuze_vaccinatiecentrum": 81,
+    "faq_ask_kinderen": 82,
+    "faq_ask_kosjer_halal": 83,
+    "faq_ask_leveringen": 84,
+    "faq_ask_logistiek": 85,
+    "faq_ask_logistiek_veilig": 86,
+    "faq_ask_magnetisch": 87,
+    "faq_ask_man_vrouw_verschillen": 88,
+    "faq_ask_mantelzorger": 89,
+    "faq_ask_maximaal_een_dosis": 90,
+    "faq_ask_meer_bijwerkingen_tweede_dosis": 91,
+    "faq_ask_minder_mobiel": 92,
+    "faq_ask_moderna": 93,
+    "faq_ask_mondmasker": 94,
+    "faq_ask_motiveren": 95,
+    "faq_ask_mrna_vs_andere_vaccins": 96,
+    "faq_ask_naaldangst": 97,
+    "faq_ask_nadelen": 98,
+    "faq_ask_nuchter": 99,
+    "faq_ask_ontwikkeling": 100,
+    "faq_ask_onvruchtbaar": 101,
+    "faq_ask_oplopen_vaccinatie": 102,
+    "faq_ask_pfizer": 103,
+    "faq_ask_phishing": 104,
+    "faq_ask_pijnstiller": 105,
+    "faq_ask_planning_eerstelijnszorg": 106,
+    "faq_ask_planning_ouderen": 107,
+    "faq_ask_positieve_test_na_vaccin": 108,
+    "faq_ask_prioritaire_gropen": 109,
+    "faq_ask_privacy": 110,
+    "faq_ask_probleem_registratie": 111,
+    "faq_ask_problemen_uitnodiging": 112,
+    "faq_ask_quarantaine": 113,
+    "faq_ask_qvax_probleem": 114,
+    "faq_ask_reproductiegetal": 115,
+    "faq_ask_risicopatient": 116,
+    "faq_ask_risicopatient_diabetes": 117,
+    "faq_ask_risicopatient_hartvaat": 118,
+    "faq_ask_risicopatient_immuunziekte": 119,
+    "faq_ask_risicopatient_kanker": 120,
+    "faq_ask_risicopatient_luchtwegaandoening": 121,
+    "faq_ask_smaakverlies": 122,
+    "faq_ask_snel_ontwikkeld": 123,
+    "faq_ask_sneller_aan_de_beurt": 124,
+    "faq_ask_taxi": 125,
+    "faq_ask_test_voor_vaccin": 126,
+    "faq_ask_testen": 127,
+    "faq_ask_tijd_tot_tweede_dosis": 128,
+    "faq_ask_timing_andere_vaccins": 129,
+    "faq_ask_trage_start": 130,
+    "faq_ask_tweede_dosis_afspraak": 131,
+    "faq_ask_tweede_dosis_vervroegen": 132,
+    "faq_ask_twijfel_bijwerkingen": 133,
+    "faq_ask_twijfel_effectiviteit": 134,
+    "faq_ask_twijfel_inhoud": 135,
+    "faq_ask_twijfel_ivm_vaccinatie": 136,
+    "faq_ask_twijfel_noodzaak": 137,
+    "faq_ask_twijfel_ontwikkeling": 138,
+    "faq_ask_twijfel_praktisch": 139,
+    "faq_ask_twijfel_vaccins_zelf": 140,
+    "faq_ask_twijfel_vrijheid": 141,
+    "faq_ask_uit_flacon": 142,
+    "faq_ask_uitnodiging_afspraak_kwijt": 143,
+    "faq_ask_uitnodiging_na_vaccinatie": 144,
+    "faq_ask_vaccin_doorgeven": 145,
+    "faq_ask_vaccin_immuunsysteem": 146,
+    "faq_ask_vaccin_variant": 147,
+    "faq_ask_vaccinatiecentrum": 148,
+    "faq_ask_vaccine_covid_gehad": 149,
+    "faq_ask_vaccine_covid_gehad_effect": 150,
+    "faq_ask_vakantie": 151,
+    "faq_ask_veelgestelde_vragen": 152,
+    "faq_ask_vegan": 153,
+    "faq_ask_verplicht": 154,
+    "faq_ask_verschillen": 155,
+    "faq_ask_vrijwillig_Janssen": 156,
+    "faq_ask_vrijwilliger": 157,
+    "faq_ask_waar_en_wanneer": 158,
+    "faq_ask_waarom": 159,
+    "faq_ask_waarom_niet_verplicht": 160,
+    "faq_ask_waarom_ouderen_eerst": 161,
+    "faq_ask_waarom_twee_prikken": 162,
+    "faq_ask_waarom_twijfel": 163,
+    "faq_ask_wanneer_algemene_bevolking": 164,
+    "faq_ask_wanneer_iedereen_gevaccineerd": 165,
+    "faq_ask_wat_is_corona": 166,
+    "faq_ask_wat_is_rna": 167,
+    "faq_ask_wat_is_vaccin": 168,
+    "faq_ask_wat_na_vaccinatie": 169,
+    "faq_ask_welk_vaccin_krijg_ik": 170,
+    "faq_ask_welke_vaccin": 171,
+    "faq_ask_wie_ben_ik": 172,
+    "faq_ask_wie_doet_inenting": 173,
+    "faq_ask_wie_is_risicopatient": 174,
+    "faq_ask_wie_nu": 175,
+    "faq_ask_wilsonbekwaam": 176,
+    "faq_ask_zwanger": 177,
+    "get_started": 178,
+    "nlu_fallback": 179,
+    "test": 180
+  },
+  "layer_norm_eps": 1e-12,
+  "max_length": 192,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 3,
+  "padding": "max_length",
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "transformers_version": "4.8.0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30073
+}

pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57d501ce0435fc565c8e84a2c021fbdcd8e7471d9caf928d566939ccbcf64bcb
+size 437190509

sample_input.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab485011c402c9848d930e7ad41cbaef1336faf3dd1c8fc8adfd0eb44752014b
+size 5920

special_tokens_map.json

@@ -0,0 +1 @@
+{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}

tokenizer_config.json

@@ -0,0 +1 @@
+{"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": "/root/.cache/huggingface/transformers/adb82a117c09b0f8768357de8e836a9e0610730782f82edc49dd0020c48f1d03.dd8bd9bfd3664b530ea4e645105f557769387b3da9f79bdb55ed556bdd80611d", "name_or_path": "AutoNLP", "do_basic_tokenize": true, "never_split": null, "tokenizer_class": "BertTokenizer"}