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Upload TFLayoutLMForTokenClassification

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  1. README.md +61 -0
  2. config.json +43 -0
  3. tf_model.h5 +3 -0
README.md ADDED
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+ ---
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+ license: mit
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+ base_model: microsoft/layoutlm-base-uncased
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+ tags:
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+ - generated_from_keras_callback
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+ model-index:
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+ - name: layoutlm-funsd-tf
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information Keras had access to. You should
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+ probably proofread and complete it, then remove this comment. -->
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+
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+ # layoutlm-funsd-tf
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+
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+ This model is a fine-tuned version of [microsoft/layoutlm-base-uncased](https://huggingface.co/microsoft/layoutlm-base-uncased) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Train Loss: 0.2620
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+ - Validation Loss: 0.6632
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+ - Epoch: 7
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - optimizer: {'inner_optimizer': {'module': 'transformers.optimization_tf', 'class_name': 'AdamWeightDecay', 'config': {'name': 'AdamWeightDecay', 'learning_rate': 2.9999999242136255e-05, 'decay': 0.0, 'beta_1': 0.8999999761581421, 'beta_2': 0.9990000128746033, 'epsilon': 1e-07, 'amsgrad': False, 'weight_decay_rate': 0.01}, 'registered_name': 'AdamWeightDecay'}, 'dynamic': True, 'initial_scale': 32768.0, 'dynamic_growth_steps': 2000}
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+ - training_precision: mixed_float16
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+
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+ ### Training results
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+
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+ | Train Loss | Validation Loss | Epoch |
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+ |:----------:|:---------------:|:-----:|
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+ | 1.7551 | 1.4766 | 0 |
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+ | 1.2034 | 0.8819 | 1 |
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+ | 0.7697 | 0.7089 | 2 |
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+ | 0.5653 | 0.6289 | 3 |
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+ | 0.4428 | 0.6143 | 4 |
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+ | 0.3687 | 0.6385 | 5 |
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+ | 0.3122 | 0.6999 | 6 |
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+ | 0.2620 | 0.6632 | 7 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.40.1
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+ - TensorFlow 2.15.0
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+ - Datasets 2.19.0
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+ - Tokenizers 0.19.1
config.json ADDED
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+ {
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+ "_name_or_path": "microsoft/layoutlm-base-uncased",
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+ "architectures": [
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+ "LayoutLMForTokenClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "O",
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+ "1": "B-HEADER",
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+ "2": "I-HEADER",
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+ "3": "B-QUESTION",
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+ "4": "I-QUESTION",
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+ "5": "B-ANSWER",
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+ "6": "I-ANSWER"
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+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "B-ANSWER": 5,
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+ "B-HEADER": 1,
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+ "B-QUESTION": 3,
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+ "I-ANSWER": 6,
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+ "I-HEADER": 2,
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+ "I-QUESTION": 4,
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+ "O": 0
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "max_2d_position_embeddings": 1024,
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+ "max_position_embeddings": 512,
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+ "model_type": "layoutlm",
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "output_past": true,
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+ "pad_token_id": 0,
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+ "position_embedding_type": "absolute",
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+ "transformers_version": "4.40.1",
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+ "type_vocab_size": 2,
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+ "use_cache": true,
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+ "vocab_size": 30522
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+ }
tf_model.h5 ADDED
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