Instructions to use earino/ecbs5200-week3-decoder-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use earino/ecbs5200-week3-decoder-lora with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="earino/ecbs5200-week3-decoder-lora")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("earino/ecbs5200-week3-decoder-lora") model = AutoModelForSequenceClassification.from_pretrained("earino/ecbs5200-week3-decoder-lora") - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "Qwen2ForSequenceClassification" | |
| ], | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 151643, | |
| "dtype": "float32", | |
| "eos_token_id": 151643, | |
| "hidden_act": "silu", | |
| "hidden_size": 896, | |
| "id2label": { | |
| "0": "APR or interest rate", | |
| "1": "Advertising", | |
| "2": "Advertising and marketing", | |
| "3": "Advertising and marketing, including promotional offers", | |
| "4": "Advertising, marketing or disclosures", | |
| "5": "Application processing delay", | |
| "6": "Application, originator, mortgage broker", | |
| "7": "Applying for a mortgage", | |
| "8": "Applying for a mortgage or refinancing an existing mortgage", | |
| "9": "Arbitration", | |
| "10": "Attempts to collect debt not owed", | |
| "11": "Balance transfer fee", | |
| "12": "Bankruptcy", | |
| "13": "Billing disputes", | |
| "14": "Billing statement", | |
| "15": "Can't contact lender or servicer", | |
| "16": "Can't repay my loan", | |
| "17": "Can't stop withdrawals from your bank account", | |
| "18": "Cash advance fee", | |
| "19": "Charged bank acct wrong day or amt", | |
| "20": "Charged fees or interest you didn't expect", | |
| "21": "Closing on a mortgage", | |
| "22": "Closing your account", | |
| "23": "Communication tactics", | |
| "24": "Confusing or misleading advertising or marketing", | |
| "25": "Confusing or missing disclosures", | |
| "26": "Convenience checks", | |
| "27": "Credit card protection / Debt protection", | |
| "28": "Credit decision / Underwriting", | |
| "29": "Credit determination", | |
| "30": "Credit line increase/decrease", | |
| "31": "Credit monitoring or identity theft protection services", | |
| "32": "Credit reporting company's investigation", | |
| "33": "Customer service/Customer relations", | |
| "34": "Dealing with your lender or servicer", | |
| "35": "Delinquent account", | |
| "36": "Deposits and withdrawals", | |
| "37": "Disclosure verification of debt", | |
| "38": "Excessive fees", | |
| "39": "False statements or representation", | |
| "40": "Fees", | |
| "41": "Fees or interest", | |
| "42": "Forbearance / Workout plans", | |
| "43": "Fraud or scam", | |
| "44": "Getting a credit card", | |
| "45": "Getting a line of credit", | |
| "46": "Getting a loan or lease", | |
| "47": "Getting the loan", | |
| "48": "Identity theft protection or other monitoring services", | |
| "49": "Identity theft/Fraud/Embezzlement", | |
| "50": "Improper contact or sharing of info", | |
| "51": "Improper use of your report", | |
| "52": "Incorrect information on your report", | |
| "53": "Late fee", | |
| "54": "Loan modification,collection,foreclosure", | |
| "55": "Loan payment wasn't credited to your account", | |
| "56": "Loan servicing, payments, escrow account", | |
| "57": "Lost or stolen check", | |
| "58": "Lost or stolen money order", | |
| "59": "Making/receiving payments, sending money", | |
| "60": "Managing an account", | |
| "61": "Managing the loan or lease", | |
| "62": "Managing, opening, or closing your mobile wallet account", | |
| "63": "Money was not available when promised", | |
| "64": "Opening an account", | |
| "65": "Other", | |
| "66": "Other features, terms, or problems", | |
| "67": "Other fee", | |
| "68": "Other service problem", | |
| "69": "Other transaction problem", | |
| "70": "Overdraft, savings, or rewards features", | |
| "71": "Overlimit fee", | |
| "72": "Payment to acct not credited", | |
| "73": "Payoff process", | |
| "74": "Privacy", | |
| "75": "Problem adding money", | |
| "76": "Problem caused by your funds being low", | |
| "77": "Problem getting a card or closing an account", | |
| "78": "Problem when making payments", | |
| "79": "Problem with a credit reporting company's investigation into an existing problem", | |
| "80": "Problem with a lender or other company charging your account", | |
| "81": "Problem with a purchase or transfer", | |
| "82": "Problem with a purchase shown on your statement", | |
| "83": "Problem with additional add-on products or services", | |
| "84": "Problem with customer service", | |
| "85": "Problem with fraud alerts or security freezes", | |
| "86": "Problem with the payoff process at the end of the loan", | |
| "87": "Problems at the end of the loan or lease", | |
| "88": "Problems when you are unable to pay", | |
| "89": "Received a loan you didn't apply for", | |
| "90": "Rewards", | |
| "91": "Sale of account", | |
| "92": "Settlement process and costs", | |
| "93": "Shopping for a line of credit", | |
| "94": "Shopping for a loan or lease", | |
| "95": "Struggling to pay your loan", | |
| "96": "Struggling to pay your mortgage", | |
| "97": "Taking out the loan or lease", | |
| "98": "Taking/threatening an illegal action", | |
| "99": "Threatened to contact someone or share information improperly", | |
| "100": "Took or threatened to take negative or legal action", | |
| "101": "Transaction issue", | |
| "102": "Trouble during payment process", | |
| "103": "Trouble using your card", | |
| "104": "Unable to get your credit report or credit score", | |
| "105": "Unauthorized transactions/trans. issues", | |
| "106": "Unexpected or other fees", | |
| "107": "Unsolicited issuance of credit card", | |
| "108": "Using a debit or ATM card", | |
| "109": "Vehicle was repossessed or sold the vehicle", | |
| "110": "Was approved for a loan, but didn't receive the money", | |
| "111": "Written notification about debt", | |
| "112": "Wrong amount charged or received" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 4864, | |
| "label2id": { | |
| "APR or interest rate": 0, | |
| "Advertising": 1, | |
| "Advertising and marketing": 2, | |
| "Advertising and marketing, including promotional offers": 3, | |
| "Advertising, marketing or disclosures": 4, | |
| "Application processing delay": 5, | |
| "Application, originator, mortgage broker": 6, | |
| "Applying for a mortgage": 7, | |
| "Applying for a mortgage or refinancing an existing mortgage": 8, | |
| "Arbitration": 9, | |
| "Attempts to collect debt not owed": 10, | |
| "Balance transfer fee": 11, | |
| "Bankruptcy": 12, | |
| "Billing disputes": 13, | |
| "Billing statement": 14, | |
| "Can't contact lender or servicer": 15, | |
| "Can't repay my loan": 16, | |
| "Can't stop withdrawals from your bank account": 17, | |
| "Cash advance fee": 18, | |
| "Charged bank acct wrong day or amt": 19, | |
| "Charged fees or interest you didn't expect": 20, | |
| "Closing on a mortgage": 21, | |
| "Closing your account": 22, | |
| "Communication tactics": 23, | |
| "Confusing or misleading advertising or marketing": 24, | |
| "Confusing or missing disclosures": 25, | |
| "Convenience checks": 26, | |
| "Credit card protection / Debt protection": 27, | |
| "Credit decision / Underwriting": 28, | |
| "Credit determination": 29, | |
| "Credit line increase/decrease": 30, | |
| "Credit monitoring or identity theft protection services": 31, | |
| "Credit reporting company's investigation": 32, | |
| "Customer service/Customer relations": 33, | |
| "Dealing with your lender or servicer": 34, | |
| "Delinquent account": 35, | |
| "Deposits and withdrawals": 36, | |
| "Disclosure verification of debt": 37, | |
| "Excessive fees": 38, | |
| "False statements or representation": 39, | |
| "Fees": 40, | |
| "Fees or interest": 41, | |
| "Forbearance / Workout plans": 42, | |
| "Fraud or scam": 43, | |
| "Getting a credit card": 44, | |
| "Getting a line of credit": 45, | |
| "Getting a loan or lease": 46, | |
| "Getting the loan": 47, | |
| "Identity theft protection or other monitoring services": 48, | |
| "Identity theft/Fraud/Embezzlement": 49, | |
| "Improper contact or sharing of info": 50, | |
| "Improper use of your report": 51, | |
| "Incorrect information on your report": 52, | |
| "Late fee": 53, | |
| "Loan modification,collection,foreclosure": 54, | |
| "Loan payment wasn't credited to your account": 55, | |
| "Loan servicing, payments, escrow account": 56, | |
| "Lost or stolen check": 57, | |
| "Lost or stolen money order": 58, | |
| "Making/receiving payments, sending money": 59, | |
| "Managing an account": 60, | |
| "Managing the loan or lease": 61, | |
| "Managing, opening, or closing your mobile wallet account": 62, | |
| "Money was not available when promised": 63, | |
| "Opening an account": 64, | |
| "Other": 65, | |
| "Other features, terms, or problems": 66, | |
| "Other fee": 67, | |
| "Other service problem": 68, | |
| "Other transaction problem": 69, | |
| "Overdraft, savings, or rewards features": 70, | |
| "Overlimit fee": 71, | |
| "Payment to acct not credited": 72, | |
| "Payoff process": 73, | |
| "Privacy": 74, | |
| "Problem adding money": 75, | |
| "Problem caused by your funds being low": 76, | |
| "Problem getting a card or closing an account": 77, | |
| "Problem when making payments": 78, | |
| "Problem with a credit reporting company's investigation into an existing problem": 79, | |
| "Problem with a lender or other company charging your account": 80, | |
| "Problem with a purchase or transfer": 81, | |
| "Problem with a purchase shown on your statement": 82, | |
| "Problem with additional add-on products or services": 83, | |
| "Problem with customer service": 84, | |
| "Problem with fraud alerts or security freezes": 85, | |
| "Problem with the payoff process at the end of the loan": 86, | |
| "Problems at the end of the loan or lease": 87, | |
| "Problems when you are unable to pay": 88, | |
| "Received a loan you didn't apply for": 89, | |
| "Rewards": 90, | |
| "Sale of account": 91, | |
| "Settlement process and costs": 92, | |
| "Shopping for a line of credit": 93, | |
| "Shopping for a loan or lease": 94, | |
| "Struggling to pay your loan": 95, | |
| "Struggling to pay your mortgage": 96, | |
| "Taking out the loan or lease": 97, | |
| "Taking/threatening an illegal action": 98, | |
| "Threatened to contact someone or share information improperly": 99, | |
| "Took or threatened to take negative or legal action": 100, | |
| "Transaction issue": 101, | |
| "Trouble during payment process": 102, | |
| "Trouble using your card": 103, | |
| "Unable to get your credit report or credit score": 104, | |
| "Unauthorized transactions/trans. issues": 105, | |
| "Unexpected or other fees": 106, | |
| "Unsolicited issuance of credit card": 107, | |
| "Using a debit or ATM card": 108, | |
| "Vehicle was repossessed or sold the vehicle": 109, | |
| "Was approved for a loan, but didn't receive the money": 110, | |
| "Written notification about debt": 111, | |
| "Wrong amount charged or received": 112 | |
| }, | |
| "layer_types": [ | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention" | |
| ], | |
| "max_position_embeddings": 32768, | |
| "max_window_layers": 24, | |
| "model_type": "qwen2", | |
| "num_attention_heads": 14, | |
| "num_hidden_layers": 24, | |
| "num_key_value_heads": 2, | |
| "pad_token_id": 151643, | |
| "problem_type": "single_label_classification", | |
| "rms_norm_eps": 1e-06, | |
| "rope_parameters": { | |
| "rope_theta": 1000000.0, | |
| "rope_type": "default" | |
| }, | |
| "sliding_window": null, | |
| "tie_word_embeddings": true, | |
| "transformers_version": "5.0.0", | |
| "use_cache": false, | |
| "use_mrope": false, | |
| "use_sliding_window": false, | |
| "vocab_size": 151936 | |
| } | |