Upload RobertaForSequenceClassification

README.md

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+---
+library_name: transformers
+tags: []
+---
+
+# Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+[More Information Needed]
+
+### Recommendations
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+[More Information Needed]
+
+### Training Procedure 
+
+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+
+#### Speeds, Sizes, Times [optional]
+
+<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+
+[More Information Needed]
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Dataset Card if possible. -->
+
+[More Information Needed]
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+[More Information Needed]
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+<!-- Relevant interpretability work for the model goes here -->
+
+[More Information Needed]
+
+## Environmental Impact
+
+<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]
+
+

config.json

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+{
+  "_name_or_path": "mrm8488/distilroberta-finetuned-banking77",
+  "architectures": [
+    "RobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "activate_my_card",
+    "1": "age_limit",
+    "2": "apple_pay_or_google_pay",
+    "3": "atm_support",
+    "4": "automatic_top_up",
+    "5": "balance_not_updated_after_bank_transfer",
+    "6": "balance_not_updated_after_cheque_or_cash_deposit",
+    "7": "beneficiary_not_allowed",
+    "8": "cancel_transfer",
+    "9": "card_about_to_expire",
+    "10": "card_acceptance",
+    "11": "card_arrival",
+    "12": "card_delivery_estimate",
+    "13": "card_linking",
+    "14": "card_not_working",
+    "15": "card_payment_fee_charged",
+    "16": "card_payment_not_recognised",
+    "17": "card_payment_wrong_exchange_rate",
+    "18": "card_swallowed",
+    "19": "cash_withdrawal_charge",
+    "20": "cash_withdrawal_not_recognised",
+    "21": "change_pin",
+    "22": "compromised_card",
+    "23": "contactless_not_working",
+    "24": "country_support",
+    "25": "declined_card_payment",
+    "26": "declined_cash_withdrawal",
+    "27": "declined_transfer",
+    "28": "direct_debit_payment_not_recognised",
+    "29": "disposable_card_limits",
+    "30": "edit_personal_details",
+    "31": "exchange_charge",
+    "32": "exchange_rate",
+    "33": "exchange_via_app",
+    "34": "extra_charge_on_statement",
+    "35": "failed_transfer",
+    "36": "fiat_currency_support",
+    "37": "get_disposable_virtual_card",
+    "38": "get_physical_card",
+    "39": "getting_spare_card",
+    "40": "getting_virtual_card",
+    "41": "lost_or_stolen_card",
+    "42": "lost_or_stolen_phone",
+    "43": "order_physical_card",
+    "44": "passcode_forgotten",
+    "45": "pending_card_payment",
+    "46": "pending_cash_withdrawal",
+    "47": "pending_top_up",
+    "48": "pending_transfer",
+    "49": "pin_blocked",
+    "50": "receiving_money",
+    "51": "Refund_not_showing_up",
+    "52": "request_refund",
+    "53": "reverted_card_payment?",
+    "54": "supported_cards_and_currencies",
+    "55": "terminate_account",
+    "56": "top_up_by_bank_transfer_charge",
+    "57": "top_up_by_card_charge",
+    "58": "top_up_by_cash_or_cheque",
+    "59": "top_up_failed",
+    "60": "top_up_limits",
+    "61": "top_up_reverted",
+    "62": "topping_up_by_card",
+    "63": "transaction_charged_twice",
+    "64": "transfer_fee_charged",
+    "65": "transfer_into_account",
+    "66": "transfer_not_received_by_recipient",
+    "67": "transfer_timing",
+    "68": "unable_to_verify_identity",
+    "69": "verify_my_identity",
+    "70": "verify_source_of_funds",
+    "71": "verify_top_up",
+    "72": "virtual_card_not_working",
+    "73": "visa_or_mastercard",
+    "74": "why_verify_identity",
+    "75": "wrong_amount_of_cash_received",
+    "76": "wrong_exchange_rate_for_cash_withdrawal"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Refund_not_showing_up": 51,
+    "activate_my_card": 0,
+    "age_limit": 1,
+    "apple_pay_or_google_pay": 2,
+    "atm_support": 3,
+    "automatic_top_up": 4,
+    "balance_not_updated_after_bank_transfer": 5,
+    "balance_not_updated_after_cheque_or_cash_deposit": 6,
+    "beneficiary_not_allowed": 7,
+    "cancel_transfer": 8,
+    "card_about_to_expire": 9,
+    "card_acceptance": 10,
+    "card_arrival": 11,
+    "card_delivery_estimate": 12,
+    "card_linking": 13,
+    "card_not_working": 14,
+    "card_payment_fee_charged": 15,
+    "card_payment_not_recognised": 16,
+    "card_payment_wrong_exchange_rate": 17,
+    "card_swallowed": 18,
+    "cash_withdrawal_charge": 19,
+    "cash_withdrawal_not_recognised": 20,
+    "change_pin": 21,
+    "compromised_card": 22,
+    "contactless_not_working": 23,
+    "country_support": 24,
+    "declined_card_payment": 25,
+    "declined_cash_withdrawal": 26,
+    "declined_transfer": 27,
+    "direct_debit_payment_not_recognised": 28,
+    "disposable_card_limits": 29,
+    "edit_personal_details": 30,
+    "exchange_charge": 31,
+    "exchange_rate": 32,
+    "exchange_via_app": 33,
+    "extra_charge_on_statement": 34,
+    "failed_transfer": 35,
+    "fiat_currency_support": 36,
+    "get_disposable_virtual_card": 37,
+    "get_physical_card": 38,
+    "getting_spare_card": 39,
+    "getting_virtual_card": 40,
+    "lost_or_stolen_card": 41,
+    "lost_or_stolen_phone": 42,
+    "order_physical_card": 43,
+    "passcode_forgotten": 44,
+    "pending_card_payment": 45,
+    "pending_cash_withdrawal": 46,
+    "pending_top_up": 47,
+    "pending_transfer": 48,
+    "pin_blocked": 49,
+    "receiving_money": 50,
+    "request_refund": 52,
+    "reverted_card_payment?": 53,
+    "supported_cards_and_currencies": 54,
+    "terminate_account": 55,
+    "top_up_by_bank_transfer_charge": 56,
+    "top_up_by_card_charge": 57,
+    "top_up_by_cash_or_cheque": 58,
+    "top_up_failed": 59,
+    "top_up_limits": 60,
+    "top_up_reverted": 61,
+    "topping_up_by_card": 62,
+    "transaction_charged_twice": 63,
+    "transfer_fee_charged": 64,
+    "transfer_into_account": 65,
+    "transfer_not_received_by_recipient": 66,
+    "transfer_timing": 67,
+    "unable_to_verify_identity": 68,
+    "verify_my_identity": 69,
+    "verify_source_of_funds": 70,
+    "verify_top_up": 71,
+    "virtual_card_not_working": 72,
+    "visa_or_mastercard": 73,
+    "why_verify_identity": 74,
+    "wrong_amount_of_cash_received": 75,
+    "wrong_exchange_rate_for_cash_withdrawal": 76
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.39.1",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

model.safetensors

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+size 328722980