Instructions to use simpliTax/category-bert-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use simpliTax/category-bert-base with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="simpliTax/category-bert-base")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("simpliTax/category-bert-base") model = AutoModelForSequenceClassification.from_pretrained("simpliTax/category-bert-base", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 1
Browse files- config.json +386 -0
- model.safetensors +3 -0
- training_args.bin +3 -0
config.json
ADDED
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@@ -0,0 +1,386 @@
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|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"BertForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"classifier_dropout": null,
|
| 7 |
+
"dtype": "float32",
|
| 8 |
+
"gradient_checkpointing": false,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.1,
|
| 11 |
+
"hidden_size": 768,
|
| 12 |
+
"id2label": {
|
| 13 |
+
"0": "Accommodation and subsistence",
|
| 14 |
+
"1": "Accrued income receivable",
|
| 15 |
+
"2": "Accrued operating expenses",
|
| 16 |
+
"3": "Accumulated amortisation - development costs",
|
| 17 |
+
"4": "Accumulated amortisation - other intangibles",
|
| 18 |
+
"5": "Accumulated amortisation - software",
|
| 19 |
+
"6": "Accumulated depreciation - buildings",
|
| 20 |
+
"7": "Accumulated depreciation - leasehold improvements",
|
| 21 |
+
"8": "Accumulated depreciation - motor vehicles",
|
| 22 |
+
"9": "Accumulated depreciation - plant and machinery",
|
| 23 |
+
"10": "Acquisition and integration costs",
|
| 24 |
+
"11": "Actuarial remeasurement movement",
|
| 25 |
+
"12": "Advertising expense",
|
| 26 |
+
"13": "Advertising revenue",
|
| 27 |
+
"14": "Allowance for expected credit losses",
|
| 28 |
+
"15": "Asset revaluation reserve",
|
| 29 |
+
"16": "Assets under construction",
|
| 30 |
+
"17": "Audit fees",
|
| 31 |
+
"18": "Bad debts written off",
|
| 32 |
+
"19": "Bank and borrowing interest",
|
| 33 |
+
"20": "Bank and transaction charges",
|
| 34 |
+
"21": "Bank clearing accounts",
|
| 35 |
+
"22": "Bank interest income",
|
| 36 |
+
"23": "Bank loans",
|
| 37 |
+
"24": "Bank overdrafts",
|
| 38 |
+
"25": "Bonus and commission payable",
|
| 39 |
+
"26": "Bonuses and commissions",
|
| 40 |
+
"27": "Brands and trademarks",
|
| 41 |
+
"28": "Buildings",
|
| 42 |
+
"29": "Business travel",
|
| 43 |
+
"30": "Capital contributions",
|
| 44 |
+
"31": "Capitalised development costs",
|
| 45 |
+
"32": "Card settlement accounts",
|
| 46 |
+
"33": "Cash at bank",
|
| 47 |
+
"34": "Cash in transit",
|
| 48 |
+
"35": "Cash on hand",
|
| 49 |
+
"36": "Cloud hosting and data services",
|
| 50 |
+
"37": "Commission revenue",
|
| 51 |
+
"38": "Computer equipment",
|
| 52 |
+
"39": "Current income tax expense",
|
| 53 |
+
"40": "Current income tax payable",
|
| 54 |
+
"41": "Current income tax receivable",
|
| 55 |
+
"42": "Customer advances and deposits",
|
| 56 |
+
"43": "Customer incentives",
|
| 57 |
+
"44": "Customer payables",
|
| 58 |
+
"45": "Customs and import duties",
|
| 59 |
+
"46": "Deferred income tax expense",
|
| 60 |
+
"47": "Deferred service revenue",
|
| 61 |
+
"48": "Deferred subscription revenue",
|
| 62 |
+
"49": "Deferred tax asset",
|
| 63 |
+
"50": "Deferred tax liability",
|
| 64 |
+
"51": "Delivery and logistics revenue",
|
| 65 |
+
"52": "Depreciation - buildings",
|
| 66 |
+
"53": "Depreciation - computer equipment",
|
| 67 |
+
"54": "Depreciation - furniture and fittings",
|
| 68 |
+
"55": "Depreciation - leasehold improvements",
|
| 69 |
+
"56": "Depreciation - motor vehicles",
|
| 70 |
+
"57": "Depreciation - plant and machinery",
|
| 71 |
+
"58": "Derivative assets",
|
| 72 |
+
"59": "Derivative liabilities",
|
| 73 |
+
"60": "Direct labour",
|
| 74 |
+
"61": "Dividends declared",
|
| 75 |
+
"62": "Employee loans receivable",
|
| 76 |
+
"63": "Employee receivables",
|
| 77 |
+
"64": "Employee reimbursements payable",
|
| 78 |
+
"65": "Employer payroll contributions",
|
| 79 |
+
"66": "Equity investments",
|
| 80 |
+
"67": "Expected credit loss expense",
|
| 81 |
+
"68": "Fair value gain or loss - derivatives",
|
| 82 |
+
"69": "Fair value gain or loss - investments",
|
| 83 |
+
"70": "Fair value reserve",
|
| 84 |
+
"71": "Financial assets at FVTPL",
|
| 85 |
+
"72": "Financial assets at amortised cost",
|
| 86 |
+
"73": "Finished goods inventory",
|
| 87 |
+
"74": "Foreign currency translation reserve",
|
| 88 |
+
"75": "Foreign exchange gain or loss - operating",
|
| 89 |
+
"76": "Furniture and fittings",
|
| 90 |
+
"77": "Gain or loss on disposal of fixed assets",
|
| 91 |
+
"78": "IT support and maintenance",
|
| 92 |
+
"79": "Impairment - property, plant and equipment",
|
| 93 |
+
"80": "Impairment allowance - investments",
|
| 94 |
+
"81": "Impairment allowance - other assets",
|
| 95 |
+
"82": "Insurance expense",
|
| 96 |
+
"83": "Intercompany interest expense",
|
| 97 |
+
"84": "Intercompany interest income",
|
| 98 |
+
"85": "Intercompany interest payable",
|
| 99 |
+
"86": "Intercompany interest receivable",
|
| 100 |
+
"87": "Intercompany loan payables",
|
| 101 |
+
"88": "Intercompany loan receivables",
|
| 102 |
+
"89": "Intercompany other payables",
|
| 103 |
+
"90": "Intercompany other receivables",
|
| 104 |
+
"91": "Intercompany trade payables",
|
| 105 |
+
"92": "Intercompany trade receivables",
|
| 106 |
+
"93": "Inventory obsolescence allowance",
|
| 107 |
+
"94": "Inventory write-down",
|
| 108 |
+
"95": "Investments in subsidiaries",
|
| 109 |
+
"96": "Irrecoverable VAT and indirect taxes",
|
| 110 |
+
"97": "Lease interest expense",
|
| 111 |
+
"98": "Lease liabilities - equipment",
|
| 112 |
+
"99": "Lease liabilities - property",
|
| 113 |
+
"100": "Lease liabilities - vehicles",
|
| 114 |
+
"101": "Leasehold improvements",
|
| 115 |
+
"102": "Leave pay liability",
|
| 116 |
+
"103": "Legal and regulatory provisions",
|
| 117 |
+
"104": "Legal fees",
|
| 118 |
+
"105": "Licences and concessions",
|
| 119 |
+
"106": "Litigation and regulatory expense",
|
| 120 |
+
"107": "Loan interest income",
|
| 121 |
+
"108": "Local transport and mileage",
|
| 122 |
+
"109": "Loyalty programme liability",
|
| 123 |
+
"110": "Management consulting fees",
|
| 124 |
+
"111": "Marketing and promotion expense",
|
| 125 |
+
"112": "Medical and other employee benefits",
|
| 126 |
+
"113": "Merchandise inventory",
|
| 127 |
+
"114": "Merchant and payment processing costs",
|
| 128 |
+
"115": "Motor vehicles",
|
| 129 |
+
"116": "Office and administrative supplies",
|
| 130 |
+
"117": "Operating advances receivable",
|
| 131 |
+
"118": "Operating prepayments",
|
| 132 |
+
"119": "Ordinary share capital",
|
| 133 |
+
"120": "Other financial liabilities",
|
| 134 |
+
"121": "Other revenue deductions",
|
| 135 |
+
"122": "Other tangible fixed assets",
|
| 136 |
+
"123": "Payment processor clearing accounts",
|
| 137 |
+
"124": "Payroll clearing accounts",
|
| 138 |
+
"125": "Payroll payable",
|
| 139 |
+
"126": "Payroll tax expense",
|
| 140 |
+
"127": "Pension and benefit payable",
|
| 141 |
+
"128": "Pension and retirement costs",
|
| 142 |
+
"129": "Plant and machinery",
|
| 143 |
+
"130": "Postage and courier",
|
| 144 |
+
"131": "Prior-period income tax adjustment",
|
| 145 |
+
"132": "Product and merchandise cost",
|
| 146 |
+
"133": "Product sales revenue",
|
| 147 |
+
"134": "Property and municipal tax expense",
|
| 148 |
+
"135": "Provision expense",
|
| 149 |
+
"136": "Raw material consumption",
|
| 150 |
+
"137": "Rebates and incentives",
|
| 151 |
+
"138": "Rent and occupancy",
|
| 152 |
+
"139": "Repairs and maintenance",
|
| 153 |
+
"140": "Restricted cash",
|
| 154 |
+
"141": "Restructuring expense",
|
| 155 |
+
"142": "Restructuring provision",
|
| 156 |
+
"143": "Retained earnings",
|
| 157 |
+
"144": "Right-of-use assets - equipment",
|
| 158 |
+
"145": "Right-of-use assets - property",
|
| 159 |
+
"146": "Salaries and wages",
|
| 160 |
+
"147": "Sales commissions",
|
| 161 |
+
"148": "Sales discounts",
|
| 162 |
+
"149": "Sales returns and refunds",
|
| 163 |
+
"150": "Security and cleaning",
|
| 164 |
+
"151": "Security deposits",
|
| 165 |
+
"152": "Service revenue",
|
| 166 |
+
"153": "Share premium",
|
| 167 |
+
"154": "Share-based payment expense",
|
| 168 |
+
"155": "Share-based payment reserve",
|
| 169 |
+
"156": "Shareholder loans payable",
|
| 170 |
+
"157": "Shareholder loans receivable",
|
| 171 |
+
"158": "Software intangible assets",
|
| 172 |
+
"159": "Software subscriptions and licences",
|
| 173 |
+
"160": "Subscription and licence revenue",
|
| 174 |
+
"161": "Supplier advances",
|
| 175 |
+
"162": "Tax consulting fees",
|
| 176 |
+
"163": "Telecommunications",
|
| 177 |
+
"164": "Third-party loans receivable",
|
| 178 |
+
"165": "Trade payables",
|
| 179 |
+
"166": "Trade receivables",
|
| 180 |
+
"167": "Unbilled receivables",
|
| 181 |
+
"168": "Unwinding of discount",
|
| 182 |
+
"169": "Utilities",
|
| 183 |
+
"170": "VAT and indirect tax payable",
|
| 184 |
+
"171": "VAT and indirect tax receivable",
|
| 185 |
+
"172": "Vehicle and fleet costs",
|
| 186 |
+
"173": "Warranty provision",
|
| 187 |
+
"174": "Withholding tax borne",
|
| 188 |
+
"175": "Withholding tax payable",
|
| 189 |
+
"176": "Withholding tax receivable",
|
| 190 |
+
"177": "Work in progress inventory"
|
| 191 |
+
},
|
| 192 |
+
"initializer_range": 0.02,
|
| 193 |
+
"intermediate_size": 3072,
|
| 194 |
+
"label2id": {
|
| 195 |
+
"Accommodation and subsistence": 0,
|
| 196 |
+
"Accrued income receivable": 1,
|
| 197 |
+
"Accrued operating expenses": 2,
|
| 198 |
+
"Accumulated amortisation - development costs": 3,
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"Product and merchandise cost": 132,
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"Product sales revenue": 133,
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"Property and municipal tax expense": 134,
|
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"Provision expense": 135,
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"Raw material consumption": 136,
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"Restructuring expense": 141,
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|
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|
| 350 |
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|
| 351 |
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|
| 352 |
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| 353 |
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|
| 354 |
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| 355 |
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|
| 357 |
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|
| 358 |
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| 359 |
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|
| 361 |
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|
| 362 |
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|
| 363 |
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|
| 364 |
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|
| 365 |
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|
| 366 |
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"VAT and indirect tax receivable": 171,
|
| 367 |
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"Vehicle and fleet costs": 172,
|
| 368 |
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|
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|
| 370 |
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|
| 371 |
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|
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|
| 373 |
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},
|
| 374 |
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"layer_norm_eps": 1e-12,
|
| 375 |
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"max_position_embeddings": 512,
|
| 376 |
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"model_type": "bert",
|
| 377 |
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"num_attention_heads": 12,
|
| 378 |
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"num_hidden_layers": 12,
|
| 379 |
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"pad_token_id": 0,
|
| 380 |
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"position_embedding_type": "absolute",
|
| 381 |
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"problem_type": "single_label_classification",
|
| 382 |
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"transformers_version": "5.0.0.dev0",
|
| 383 |
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"type_vocab_size": 2,
|
| 384 |
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"use_cache": false,
|
| 385 |
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"vocab_size": 30522
|
| 386 |
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}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:2eda22f000e5fd829e0fa56cb533f50d1a9fc47349549fe0dd6f6e4af3a242f3
|
| 3 |
+
size 438500024
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:d1c2af47d6f9343905afcc7cd1bace5b88a17f7feaf18cda9cc65ae6dfc1c50b
|
| 3 |
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size 5265
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