End of training

README.md

@@ -0,0 +1,106 @@
+---
+library_name: transformers
+license: cc-by-nc-sa-4.0
+base_model: microsoft/layoutlmv3-base
+tags:
+- generated_from_trainer
+datasets:
+- layoutlmv3
+metrics:
+- precision
+- recall
+- f1
+- accuracy
+model-index:
+- name: layoutlm-CC-7
+  results:
+  - task:
+      name: Token Classification
+      type: token-classification
+    dataset:
+      name: layoutlmv3
+      type: layoutlmv3
+      config: FormsDataset
+      split: test
+      args: FormsDataset
+    metrics:
+    - name: Precision
+      type: precision
+      value: 0.12529002320185614
+    - name: Recall
+      type: recall
+      value: 0.20224719101123595
+    - name: F1
+      type: f1
+      value: 0.15472779369627507
+    - name: Accuracy
+      type: accuracy
+      value: 0.19654427645788336
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# layoutlm-CC-7
+
+This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on the layoutlmv3 dataset.
+It achieves the following results on the evaluation set:
+- Loss: 4.1612
+- Precision: 0.1253
+- Recall: 0.2022
+- F1: 0.1547
+- Accuracy: 0.1965
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 3e-05
+- train_batch_size: 16
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- num_epochs: 15
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
+| 4.8141        | 1.0   | 1    | 4.7205          | 0.0921    | 0.1311 | 0.1082 | 0.0821   |
+| 4.7028        | 2.0   | 2    | 4.6365          | 0.1414    | 0.2022 | 0.1664 | 0.1425   |
+| 4.6011        | 3.0   | 3    | 4.5617          | 0.1230    | 0.2022 | 0.1530 | 0.1274   |
+| 4.5126        | 4.0   | 4    | 4.4931          | 0.1174    | 0.2022 | 0.1486 | 0.1231   |
+| 4.4376        | 5.0   | 5    | 4.4390          | 0.1166    | 0.2022 | 0.1479 | 0.1166   |
+| 4.3778        | 6.0   | 6    | 4.3926          | 0.1166    | 0.2022 | 0.1479 | 0.1188   |
+| 4.3224        | 7.0   | 7    | 4.3454          | 0.1166    | 0.2022 | 0.1479 | 0.1210   |
+| 4.2658        | 8.0   | 8    | 4.3058          | 0.1166    | 0.2022 | 0.1479 | 0.1253   |
+| 4.2182        | 9.0   | 9    | 4.2708          | 0.1179    | 0.2022 | 0.1490 | 0.1425   |
+| 4.1796        | 10.0  | 10   | 4.2415          | 0.1208    | 0.2022 | 0.1513 | 0.1641   |
+| 4.1423        | 11.0  | 11   | 4.2165          | 0.1222    | 0.2022 | 0.1523 | 0.1728   |
+| 4.1197        | 12.0  | 12   | 4.1951          | 0.1230    | 0.2022 | 0.1530 | 0.1793   |
+| 4.0976        | 13.0  | 13   | 4.1782          | 0.1241    | 0.2022 | 0.1538 | 0.1922   |
+| 4.0801        | 14.0  | 14   | 4.1669          | 0.1253    | 0.2022 | 0.1547 | 0.1965   |
+| 4.0627        | 15.0  | 15   | 4.1612          | 0.1253    | 0.2022 | 0.1547 | 0.1965   |
+
+
+### Framework versions
+
+- Transformers 4.47.0.dev0
+- Pytorch 2.5.1+cu121
+- Datasets 3.1.0
+- Tokenizers 0.20.3

config.json

@@ -0,0 +1,294 @@
+{
+  "_name_or_path": "microsoft/layoutlmv3-base",
+  "architectures": [
+    "LayoutLMv3ForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "coordinate_size": 128,
+  "eos_token_id": 2,
+  "has_relative_attention_bias": true,
+  "has_spatial_attention_bias": true,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "0",
+    "1": "B-AMOUNT_FINANCED",
+    "2": "B-AVERAGE_BANK_BALANCE",
+    "3": "B-COMPANY_ADDRESS",
+    "4": "B-COMPANY_CITY",
+    "5": "B-COMPANY_NAME",
+    "6": "B-COMPANY_PHONE",
+    "7": "B-COMPANY_STATE",
+    "8": "B-COMPANY_ZIP",
+    "9": "B-CONTACT_EMAIL",
+    "10": "B-CONTACT_NAME",
+    "11": "B-CONTACT_PHONE_NUM",
+    "12": "B-EQUIPMENT",
+    "13": "B-EQUIPMENT_ADDRESS",
+    "14": "B-EQUIPMENT_CITY",
+    "15": "B-EQUIPMENT_STATE",
+    "16": "B-EQUIPMENT_ZIP",
+    "17": "B-FEDERAL_TAX_ID",
+    "18": "B-Header",
+    "19": "B-NUMBER_EMPLOYEES",
+    "20": "B-NUM_YEARS_IN_BUSINESS",
+    "21": "B-PRINCIPAL_1_ADDRESS",
+    "22": "B-PRINCIPAL_1_CITY",
+    "23": "B-PRINCIPAL_1_EMAIL",
+    "24": "B-PRINCIPAL_1_NAME",
+    "25": "B-PRINCIPAL_1_OWNERSHIP",
+    "26": "B-PRINCIPAL_1_SSN",
+    "27": "B-PRINCIPAL_1_STATE",
+    "28": "B-PRINCIPAL_1_TITLE",
+    "29": "B-PRINCIPAL_1_ZIP",
+    "30": "B-PRINCIPAL_2_ADDRESS",
+    "31": "B-PRINCIPAL_2_CITY",
+    "32": "B-PRINCIPAL_2_EMAIL",
+    "33": "B-PRINCIPAL_2_NAME",
+    "34": "B-PRINCIPAL_2_OWNERSHIP",
+    "35": "B-PRINCIPAL_2_SSN",
+    "36": "B-PRINCIPAL_2_STATE",
+    "37": "B-PRINCIPAL_2_TITLE",
+    "38": "B-PRINCIPAL_2_ZIP",
+    "39": "B-QUESTION_AMOUNT_FINANCED",
+    "40": "B-QUESTION_AVERAGE_BANK_BALANCE",
+    "41": "B-QUESTION_COMPANY_ADDRESS",
+    "42": "B-QUESTION_COMPANY_CITY",
+    "43": "B-QUESTION_COMPANY_NAME",
+    "44": "B-QUESTION_COMPANY_PHONE",
+    "45": "B-QUESTION_COMPANY_STATE",
+    "46": "B-QUESTION_COMPANY_ZIP",
+    "47": "B-QUESTION_CONTACT_EMAIL",
+    "48": "B-QUESTION_CONTACT_NAME",
+    "49": "B-QUESTION_CONTACT_PHONE_NUM",
+    "50": "B-QUESTION_EQUIPMENT",
+    "51": "B-QUESTION_EQUIPMENT_ADDRESS",
+    "52": "B-QUESTION_EQUIPMENT_CITY",
+    "53": "B-QUESTION_EQUIPMENT_STATE",
+    "54": "B-QUESTION_EQUIPMENT_ZIP",
+    "55": "B-QUESTION_FEDERAL_TAX_ID",
+    "56": "B-QUESTION_NUMBER_EMPLOYEES",
+    "57": "B-QUESTION_NUM_YEARS_IN_BUSINESS",
+    "58": "B-QUESTION_PRINCIPAL_1_ADDRESS",
+    "59": "B-QUESTION_PRINCIPAL_1_CITY",
+    "60": "B-QUESTION_PRINCIPAL_1_EMAIL",
+    "61": "B-QUESTION_PRINCIPAL_1_NAME",
+    "62": "B-QUESTION_PRINCIPAL_1_OWNERSHIP",
+    "63": "B-QUESTION_PRINCIPAL_1_SSN",
+    "64": "B-QUESTION_PRINCIPAL_1_STATE",
+    "65": "B-QUESTION_PRINCIPAL_1_TITLE",
+    "66": "B-QUESTION_PRINCIPAL_1_ZIP",
+    "67": "B-QUESTION_PRINCIPAL_2_ADDRESS",
+    "68": "B-QUESTION_PRINCIPAL_2_CITY",
+    "69": "B-QUESTION_PRINCIPAL_2_EMAIL",
+    "70": "B-QUESTION_PRINCIPAL_2_NAME",
+    "71": "B-QUESTION_PRINCIPAL_2_OWNERSHIP",
+    "72": "B-QUESTION_PRINCIPAL_2_SSN",
+    "73": "B-QUESTION_PRINCIPAL_2_STATE",
+    "74": "B-QUESTION_PRINCIPAL_2_TITLE",
+    "75": "B-QUESTION_PRINCIPAL_2_ZIP",
+    "76": "B-QUESTION_SALES_REP_NAME",
+    "77": "B-QUESTION_YEARS_CUSTOMER",
+    "78": "B-SALES_REP_NAME",
+    "79": "B-YEARS_CUSTOMER",
+    "80": "I-AVERAGE_BANK_BALANCE",
+    "81": "I-COMPANY_ADDRESS",
+    "82": "I-COMPANY_NAME",
+    "83": "I-COMPANY_PHONE",
+    "84": "I-CONTACT_EMAIL",
+    "85": "I-CONTACT_NAME",
+    "86": "I-CONTACT_PHONE_NUM",
+    "87": "I-EQUIPMENT",
+    "88": "I-EQUIPMENT_ADDRESS",
+    "89": "I-FEDERAL_TAX_ID",
+    "90": "I-PRINCIPAL_1_ADDRESS",
+    "91": "I-PRINCIPAL_1_EMAIL",
+    "92": "I-PRINCIPAL_1_NAME",
+    "93": "I-PRINCIPAL_1_SSN",
+    "94": "I-PRINCIPAL_1_TITLE",
+    "95": "I-PRINCIPAL_2_ADDRESS",
+    "96": "I-PRINCIPAL_2_EMAIL",
+    "97": "I-PRINCIPAL_2_NAME",
+    "98": "I-PRINCIPAL_2_SSN",
+    "99": "I-PRINCIPAL_2_TITLE",
+    "100": "I-QUESTION_AMOUNT_FINANCED",
+    "101": "I-QUESTION_AVERAGE_BANK_BALANCE",
+    "102": "I-QUESTION_COMPANY_ADDRESS",
+    "103": "I-QUESTION_COMPANY_NAME",
+    "104": "I-QUESTION_COMPANY_PHONE",
+    "105": "I-QUESTION_CONTACT_EMAIL",
+    "106": "I-QUESTION_CONTACT_NAME",
+    "107": "I-QUESTION_CONTACT_PHONE_NUM",
+    "108": "I-QUESTION_EQUIPMENT",
+    "109": "I-QUESTION_EQUIPMENT_ADDRESS",
+    "110": "I-QUESTION_FEDERAL_TAX_ID",
+    "111": "I-QUESTION_NUMBER_EMPLOYEES",
+    "112": "I-QUESTION_NUM_YEARS_IN_BUSINESS",
+    "113": "I-QUESTION_PRINCIPAL_1_ADDRESS",
+    "114": "I-QUESTION_PRINCIPAL_1_EMAIL",
+    "115": "I-QUESTION_PRINCIPAL_1_OWNERSHIP",
+    "116": "I-QUESTION_PRINCIPAL_1_SSN",
+    "117": "I-QUESTION_PRINCIPAL_2_ADDRESS",
+    "118": "I-QUESTION_PRINCIPAL_2_EMAIL",
+    "119": "I-QUESTION_PRINCIPAL_2_OWNERSHIP",
+    "120": "I-QUESTION_PRINCIPAL_2_SSN",
+    "121": "I-QUESTION_SALES_REP_NAME",
+    "122": "I-QUESTION_YEARS_CUSTOMER",
+    "123": "I-SALES_REP_NAME",
+    "124": "I-YEARS_CUSTOMER"
+  },
+  "initializer_range": 0.02,
+  "input_size": 224,
+  "intermediate_size": 3072,
+  "label2id": {
+    "0": 0,
+    "B-AMOUNT_FINANCED": 1,
+    "B-AVERAGE_BANK_BALANCE": 2,
+    "B-COMPANY_ADDRESS": 3,
+    "B-COMPANY_CITY": 4,
+    "B-COMPANY_NAME": 5,
+    "B-COMPANY_PHONE": 6,
+    "B-COMPANY_STATE": 7,
+    "B-COMPANY_ZIP": 8,
+    "B-CONTACT_EMAIL": 9,
+    "B-CONTACT_NAME": 10,
+    "B-CONTACT_PHONE_NUM": 11,
+    "B-EQUIPMENT": 12,
+    "B-EQUIPMENT_ADDRESS": 13,
+    "B-EQUIPMENT_CITY": 14,
+    "B-EQUIPMENT_STATE": 15,
+    "B-EQUIPMENT_ZIP": 16,
+    "B-FEDERAL_TAX_ID": 17,
+    "B-Header": 18,
+    "B-NUMBER_EMPLOYEES": 19,
+    "B-NUM_YEARS_IN_BUSINESS": 20,
+    "B-PRINCIPAL_1_ADDRESS": 21,
+    "B-PRINCIPAL_1_CITY": 22,
+    "B-PRINCIPAL_1_EMAIL": 23,
+    "B-PRINCIPAL_1_NAME": 24,
+    "B-PRINCIPAL_1_OWNERSHIP": 25,
+    "B-PRINCIPAL_1_SSN": 26,
+    "B-PRINCIPAL_1_STATE": 27,
+    "B-PRINCIPAL_1_TITLE": 28,
+    "B-PRINCIPAL_1_ZIP": 29,
+    "B-PRINCIPAL_2_ADDRESS": 30,
+    "B-PRINCIPAL_2_CITY": 31,
+    "B-PRINCIPAL_2_EMAIL": 32,
+    "B-PRINCIPAL_2_NAME": 33,
+    "B-PRINCIPAL_2_OWNERSHIP": 34,
+    "B-PRINCIPAL_2_SSN": 35,
+    "B-PRINCIPAL_2_STATE": 36,
+    "B-PRINCIPAL_2_TITLE": 37,
+    "B-PRINCIPAL_2_ZIP": 38,
+    "B-QUESTION_AMOUNT_FINANCED": 39,
+    "B-QUESTION_AVERAGE_BANK_BALANCE": 40,
+    "B-QUESTION_COMPANY_ADDRESS": 41,
+    "B-QUESTION_COMPANY_CITY": 42,
+    "B-QUESTION_COMPANY_NAME": 43,
+    "B-QUESTION_COMPANY_PHONE": 44,
+    "B-QUESTION_COMPANY_STATE": 45,
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+    "B-QUESTION_CONTACT_NAME": 48,
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+    "B-QUESTION_EQUIPMENT_CITY": 52,
+    "B-QUESTION_EQUIPMENT_STATE": 53,
+    "B-QUESTION_EQUIPMENT_ZIP": 54,
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+    "B-QUESTION_NUM_YEARS_IN_BUSINESS": 57,
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+    "B-QUESTION_PRINCIPAL_1_EMAIL": 60,
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+    "I-COMPANY_NAME": 82,
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+    "I-CONTACT_EMAIL": 84,
+    "I-CONTACT_NAME": 85,
+    "I-CONTACT_PHONE_NUM": 86,
+    "I-EQUIPMENT": 87,
+    "I-EQUIPMENT_ADDRESS": 88,
+    "I-FEDERAL_TAX_ID": 89,
+    "I-PRINCIPAL_1_ADDRESS": 90,
+    "I-PRINCIPAL_1_EMAIL": 91,
+    "I-PRINCIPAL_1_NAME": 92,
+    "I-PRINCIPAL_1_SSN": 93,
+    "I-PRINCIPAL_1_TITLE": 94,
+    "I-PRINCIPAL_2_ADDRESS": 95,
+    "I-PRINCIPAL_2_EMAIL": 96,
+    "I-PRINCIPAL_2_NAME": 97,
+    "I-PRINCIPAL_2_SSN": 98,
+    "I-PRINCIPAL_2_TITLE": 99,
+    "I-QUESTION_AMOUNT_FINANCED": 100,
+    "I-QUESTION_AVERAGE_BANK_BALANCE": 101,
+    "I-QUESTION_COMPANY_ADDRESS": 102,
+    "I-QUESTION_COMPANY_NAME": 103,
+    "I-QUESTION_COMPANY_PHONE": 104,
+    "I-QUESTION_CONTACT_EMAIL": 105,
+    "I-QUESTION_CONTACT_NAME": 106,
+    "I-QUESTION_CONTACT_PHONE_NUM": 107,
+    "I-QUESTION_EQUIPMENT": 108,
+    "I-QUESTION_EQUIPMENT_ADDRESS": 109,
+    "I-QUESTION_FEDERAL_TAX_ID": 110,
+    "I-QUESTION_NUMBER_EMPLOYEES": 111,
+    "I-QUESTION_NUM_YEARS_IN_BUSINESS": 112,
+    "I-QUESTION_PRINCIPAL_1_ADDRESS": 113,
+    "I-QUESTION_PRINCIPAL_1_EMAIL": 114,
+    "I-QUESTION_PRINCIPAL_1_OWNERSHIP": 115,
+    "I-QUESTION_PRINCIPAL_1_SSN": 116,
+    "I-QUESTION_PRINCIPAL_2_ADDRESS": 117,
+    "I-QUESTION_PRINCIPAL_2_EMAIL": 118,
+    "I-QUESTION_PRINCIPAL_2_OWNERSHIP": 119,
+    "I-QUESTION_PRINCIPAL_2_SSN": 120,
+    "I-QUESTION_SALES_REP_NAME": 121,
+    "I-QUESTION_YEARS_CUSTOMER": 122,
+    "I-SALES_REP_NAME": 123,
+    "I-YEARS_CUSTOMER": 124
+  },
+  "layer_norm_eps": 1e-05,
+  "max_2d_position_embeddings": 1024,
+  "max_position_embeddings": 514,
+  "max_rel_2d_pos": 256,
+  "max_rel_pos": 128,
+  "model_type": "layoutlmv3",
+  "num_attention_heads": 12,
+  "num_channels": 3,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "patch_size": 16,
+  "rel_2d_pos_bins": 64,
+  "rel_pos_bins": 32,
+  "second_input_size": 112,
+  "shape_size": 128,
+  "text_embed": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.47.0.dev0",
+  "type_vocab_size": 1,
+  "visual_embed": true,
+  "vocab_size": 50265
+}

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preprocessor_config.json

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special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
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+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
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+  "mask_token": {
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+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
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+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
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+      "lstrip": false,
+      "normalized": true,
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+      "single_word": false,
+      "special": true
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+    "3": {
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+      "lstrip": false,
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+  "unk_token": "<unk>"
+}

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