Commit From AutoTrain
Browse files- .gitattributes +2 -0
- README.md +56 -0
- config.json +145 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +65 -0
- vocab.json +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.bin.* filter=lfs diff=lfs merge=lfs -text
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*.tar.gz filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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tags:
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- autotrain
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- text-classification
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language:
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- hi
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widget:
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- text: "I love AutoTrain 🤗"
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datasets:
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- neuralspace/autotrain-data-citizen_nlu_hindi
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co2_eq_emissions:
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emissions: 0.06283545088764929
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---
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# Model Trained Using AutoTrain
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- Problem type: Multi-class Classification
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- Model ID: 1370952776
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- CO2 Emissions (in grams): 0.0628
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## Validation Metrics
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- Loss: 0.101
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- Accuracy: 0.974
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- Macro F1: 0.974
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- Micro F1: 0.974
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- Weighted F1: 0.974
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- Macro Precision: 0.975
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- Micro Precision: 0.974
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- Weighted Precision: 0.975
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- Macro Recall: 0.973
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- Micro Recall: 0.974
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- Weighted Recall: 0.974
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## Usage
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You can use cURL to access this model:
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```
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$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoTrain"}' https://api-inference.huggingface.co/models/neuralspace/autotrain-citizen_nlu_hindi-1370952776
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```
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Or Python API:
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```
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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model = AutoModelForSequenceClassification.from_pretrained("neuralspace/autotrain-citizen_nlu_hindi-1370952776", use_auth_token=True)
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tokenizer = AutoTokenizer.from_pretrained("neuralspace/autotrain-citizen_nlu_hindi-1370952776", use_auth_token=True)
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inputs = tokenizer("I love AutoTrain", return_tensors="pt")
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outputs = model(**inputs)
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```
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config.json
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{
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"_name_or_path": "AutoTrain",
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"_num_labels": 55,
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "ContactRealPerson",
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"1": "Eligibility For BloodDonationWithComorbidities",
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"2": "EligibilityForBloodDonationAgeLimit",
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"3": "EligibilityForBloodDonationCovidGap",
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"4": "EligibilityForBloodDonationForPregnantWomen",
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"5": "EligibilityForBloodDonationGap",
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"6": "EligibilityForBloodDonationSTD",
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"7": "EligibilityForBloodReceiversBloodGroup",
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"8": "EligitbilityForVaccine",
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"9": "InquiryForCovidActiveCasesCount",
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"10": "InquiryForCovidDeathCount",
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"11": "InquiryForCovidPrevention",
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"12": "InquiryForCovidRecentCasesCount",
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"13": "InquiryForCovidTotalCasesCount",
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"14": "InquiryForDoctorConsultation",
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"15": "InquiryForQuarantinePeriod",
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"16": "InquiryForTravelRestrictions",
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"17": "InquiryForVaccinationRequirements",
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"18": "InquiryForVaccineCost",
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"19": "InquiryForVaccineCount",
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"20": "InquiryOfContact",
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"21": "InquiryOfCovidSymptoms",
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"22": "InquiryOfEmergencyContact",
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"23": "InquiryOfLocation",
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"24": "InquiryOfLockdownDetails",
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"25": "InquiryOfTiming",
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"26": "InquiryofBloodDonationRequirements",
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"27": "InquiryofBloodReceivalRequirements",
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"28": "InquiryofPostBloodDonationCareSchemes",
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"29": "InquiryofPostBloodDonationCertificate",
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"30": "InquiryofPostBloodDonationEffects",
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"31": "InquiryofPostBloodReceivalCareSchemes",
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"32": "InquiryofPostBloodReceivalEffects",
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"33": "InquiryofVaccinationAgeLimit",
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"34": "IntentForBloodDonationAppointment",
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"35": "IntentForBloodReceivalAppointment",
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"36": "ReportingAnimalAbuse",
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"37": "ReportingAnimalPoaching",
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"38": "ReportingChildAbuse",
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"39": "ReportingCyberCrime",
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"40": "ReportingDomesticViolence",
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"41": "ReportingDowry",
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"42": "ReportingDrugConsumption",
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"43": "ReportingDrugTrafficing",
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"44": "ReportingHitAndRun",
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"45": "ReportingMissingPerson",
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"46": "ReportingMissingPets",
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"47": "ReportingMissingVehicle",
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"48": "ReportingMurder",
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"49": "ReportingPropertyTakeOver",
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"50": "ReportingSexualAssault",
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"51": "ReportingTheft",
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"52": "ReportingTresspassing",
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"53": "ReportingVehicleAccident",
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"54": "StatusOfFIR"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"ContactRealPerson": 0,
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"Eligibility For BloodDonationWithComorbidities": 1,
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"EligibilityForBloodDonationAgeLimit": 2,
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"EligibilityForBloodDonationCovidGap": 3,
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"EligibilityForBloodDonationForPregnantWomen": 4,
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"EligibilityForBloodDonationGap": 5,
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"EligibilityForBloodDonationSTD": 6,
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"EligibilityForBloodReceiversBloodGroup": 7,
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"EligitbilityForVaccine": 8,
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"InquiryForCovidActiveCasesCount": 9,
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"InquiryForCovidDeathCount": 10,
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"InquiryForCovidPrevention": 11,
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"InquiryForCovidRecentCasesCount": 12,
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"InquiryForCovidTotalCasesCount": 13,
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"InquiryForDoctorConsultation": 14,
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"InquiryForQuarantinePeriod": 15,
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"InquiryForTravelRestrictions": 16,
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"InquiryForVaccinationRequirements": 17,
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"InquiryForVaccineCost": 18,
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"InquiryForVaccineCount": 19,
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"InquiryOfContact": 20,
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"InquiryOfCovidSymptoms": 21,
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"InquiryOfEmergencyContact": 22,
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"InquiryOfLocation": 23,
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"InquiryOfLockdownDetails": 24,
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"InquiryOfTiming": 25,
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"InquiryofBloodDonationRequirements": 26,
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"InquiryofBloodReceivalRequirements": 27,
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"InquiryofPostBloodDonationCareSchemes": 28,
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"InquiryofPostBloodDonationCertificate": 29,
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"InquiryofPostBloodDonationEffects": 30,
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"InquiryofPostBloodReceivalCareSchemes": 31,
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"InquiryofPostBloodReceivalEffects": 32,
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"InquiryofVaccinationAgeLimit": 33,
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"IntentForBloodDonationAppointment": 34,
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"IntentForBloodReceivalAppointment": 35,
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"ReportingAnimalAbuse": 36,
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"ReportingAnimalPoaching": 37,
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"ReportingChildAbuse": 38,
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"ReportingCyberCrime": 39,
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"ReportingDomesticViolence": 40,
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"ReportingDowry": 41,
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"ReportingDrugConsumption": 42,
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"ReportingDrugTrafficing": 43,
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"ReportingHitAndRun": 44,
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"ReportingMissingPerson": 45,
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"ReportingMissingPets": 46,
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"ReportingMissingVehicle": 47,
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"ReportingMurder": 48,
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"ReportingPropertyTakeOver": 49,
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"ReportingSexualAssault": 50,
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"ReportingTheft": 51,
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"ReportingTresspassing": 52,
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"ReportingVehicleAccident": 53,
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"StatusOfFIR": 54
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},
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"layer_norm_eps": 1e-05,
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"max_length": 128,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 6,
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"pad_token_id": 1,
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"padding": "max_length",
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.20.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 52000
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}
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merges.txt
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:88119e84266bb0eb2f31b47d021758705c28e4df0ee5f036efbc44c192121732
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size 334011693
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"bos_token": {
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"__type": "AddedToken",
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"__type": "AddedToken",
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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16 |
+
"rstrip": false,
|
17 |
+
"single_word": false
|
18 |
+
},
|
19 |
+
"eos_token": {
|
20 |
+
"__type": "AddedToken",
|
21 |
+
"content": "</s>",
|
22 |
+
"lstrip": false,
|
23 |
+
"normalized": true,
|
24 |
+
"rstrip": false,
|
25 |
+
"single_word": false
|
26 |
+
},
|
27 |
+
"errors": "replace",
|
28 |
+
"mask_token": {
|
29 |
+
"__type": "AddedToken",
|
30 |
+
"content": "<mask>",
|
31 |
+
"lstrip": true,
|
32 |
+
"normalized": true,
|
33 |
+
"rstrip": false,
|
34 |
+
"single_word": false
|
35 |
+
},
|
36 |
+
"max_len": 512,
|
37 |
+
"name_or_path": "AutoTrain",
|
38 |
+
"pad_token": {
|
39 |
+
"__type": "AddedToken",
|
40 |
+
"content": "<pad>",
|
41 |
+
"lstrip": false,
|
42 |
+
"normalized": true,
|
43 |
+
"rstrip": false,
|
44 |
+
"single_word": false
|
45 |
+
},
|
46 |
+
"sep_token": {
|
47 |
+
"__type": "AddedToken",
|
48 |
+
"content": "</s>",
|
49 |
+
"lstrip": false,
|
50 |
+
"normalized": true,
|
51 |
+
"rstrip": false,
|
52 |
+
"single_word": false
|
53 |
+
},
|
54 |
+
"special_tokens_map_file": null,
|
55 |
+
"tokenizer_class": "RobertaTokenizer",
|
56 |
+
"trim_offsets": true,
|
57 |
+
"unk_token": {
|
58 |
+
"__type": "AddedToken",
|
59 |
+
"content": "<unk>",
|
60 |
+
"lstrip": false,
|
61 |
+
"normalized": true,
|
62 |
+
"rstrip": false,
|
63 |
+
"single_word": false
|
64 |
+
}
|
65 |
+
}
|
vocab.json
ADDED
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|
|