End of training

README.md

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+---
+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: test
+  results:
+  - task:
+      name: Token Classification
+      type: token-classification
+    dataset:
+      name: layoutlmv3
+      type: layoutlmv3
+      config: InvoiceExtraction
+      split: test
+      args: InvoiceExtraction
+    metrics:
+    - name: Precision
+      type: precision
+      value: 0.0
+    - name: Recall
+      type: recall
+      value: 0.0
+    - name: F1
+      type: f1
+      value: 0.0
+    - name: Accuracy
+      type: accuracy
+      value: 0.5128205128205128
+---
+
+<!-- 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. -->
+
+# test
+
+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: 0.9486
+- Precision: 0.0
+- Recall: 0.0
+- F1: 0.0
+- Accuracy: 0.5128
+
+## 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: 0.00011
+- train_batch_size: 2
+- eval_batch_size: 2
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- training_steps: 400
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1  | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:---:|:--------:|
+| No log        | 2.5   | 20   | 0.7043          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 5.0   | 40   | 0.7151          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 7.5   | 60   | 0.7281          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 10.0  | 80   | 0.6951          | 0.0       | 0.0    | 0.0 | 0.4872   |
+| No log        | 12.5  | 100  | 0.6935          | 0.0       | 0.0    | 0.0 | 0.4872   |
+| No log        | 15.0  | 120  | 0.6931          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 17.5  | 140  | 0.6928          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 20.0  | 160  | 0.6933          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 22.5  | 180  | 0.6975          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 25.0  | 200  | 0.6941          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 27.5  | 220  | 0.7119          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 30.0  | 240  | 0.7286          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 32.5  | 260  | 0.8273          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 35.0  | 280  | 0.8763          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 37.5  | 300  | 0.9891          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 40.0  | 320  | 0.9989          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 42.5  | 340  | 0.9440          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 45.0  | 360  | 0.9805          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 47.5  | 380  | 0.9449          | 0.0       | 0.0    | 0.0 | 0.5128   |
+| No log        | 50.0  | 400  | 0.9486          | 0.0       | 0.0    | 0.0 | 0.5128   |
+
+
+### Framework versions
+
+- Transformers 4.45.0.dev0
+- Pytorch 2.4.1+cu121
+- Datasets 2.21.0
+- Tokenizers 0.19.1

config.json

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+{
+  "_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": "forgery",
+    "1": "not_forgery"
+  },
+  "initializer_range": 0.02,
+  "input_size": 224,
+  "intermediate_size": 3072,
+  "label2id": {
+    "forgery": 0,
+    "not_forgery": 1
+  },
+  "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": "4.45.0.dev0",
+  "type_vocab_size": 1,
+  "visual_embed": true,
+  "vocab_size": 50265
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:02a12f284c687b2b9069765f877ae2c1ee71d4d9ef336bba539a9395b7ee0744
+size 501340144

preprocessor_config.json

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+{
+  "apply_ocr": false,
+  "do_normalize": true,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_processor_type": "LayoutLMv3ImageProcessor",
+  "image_std": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "ocr_lang": null,
+  "processor_class": "LayoutLMv3Processor",
+  "resample": 2,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "height": 224,
+    "width": 224
+  },
+  "tesseract_config": ""
+}

runs/Sep21_05-38-13_29a492fafaa0/events.out.tfevents.1726897094.29a492fafaa0.416.0

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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
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "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
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "apply_ocr": false,
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "cls_token_box": [
+    0,
+    0,
+    0,
+    0
+  ],
+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "model_max_length": 512,
+  "only_label_first_subword": true,
+  "pad_token": "<pad>",
+  "pad_token_box": [
+    0,
+    0,
+    0,
+    0
+  ],
+  "pad_token_label": -100,
+  "processor_class": "LayoutLMv3Processor",
+  "sep_token": "</s>",
+  "sep_token_box": [
+    0,
+    0,
+    0,
+    0
+  ],
+  "tokenizer_class": "LayoutLMv3Tokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

training_args.bin

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