Training in progress epoch 0
Browse files- README.md +57 -0
- config.json +33 -0
- logs/train/events.out.tfevents.1659347501.9d626a554d06.58.0.v2 +3 -0
- logs/validation/events.out.tfevents.1659349719.9d626a554d06.58.1.v2 +3 -0
- special_tokens_map.json +7 -0
- tf_model.h5 +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +14 -0
- vocab.txt +0 -0
README.md
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---
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license: apache-2.0
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tags:
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- generated_from_keras_callback
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model-index:
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- name: Tarkan/distilbert-base-uncased-finetuned-ner
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results: []
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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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# Tarkan/distilbert-base-uncased-finetuned-ner
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-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: 0.1737
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- Validation Loss: 0.0799
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- Train Precision: 0.7422
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- Train Recall: 0.8296
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- Train F1: 0.7835
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- Train Accuracy: 0.9746
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- Epoch: 0
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 678, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
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- training_precision: float32
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### Training results
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| Train Loss | Validation Loss | Train Precision | Train Recall | Train F1 | Train Accuracy | Epoch |
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|:----------:|:---------------:|:---------------:|:------------:|:--------:|:--------------:|:-----:|
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| 0.1737 | 0.0799 | 0.7422 | 0.8296 | 0.7835 | 0.9746 | 0 |
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### Framework versions
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- Transformers 4.21.0
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- TensorFlow 2.8.2
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- Datasets 2.4.0
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- Tokenizers 0.12.1
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config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForTokenClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "O",
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"1": "B-Disease",
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"2": "I-Disease"
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},
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"initializer_range": 0.02,
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"label2id": {
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"B-Disease": 1,
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"I-Disease": 2,
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"O": 0
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},
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"transformers_version": "4.21.0",
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"vocab_size": 30522
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}
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logs/train/events.out.tfevents.1659347501.9d626a554d06.58.0.v2
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version https://git-lfs.github.com/spec/v1
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oid sha256:56aa82404c97d2b0fd61e9669ab50b7bface842c566bc84deae54b53ed3a1897
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size 1625882
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logs/validation/events.out.tfevents.1659349719.9d626a554d06.58.1.v2
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version https://git-lfs.github.com/spec/v1
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oid sha256:6ef7702d78cd4cdb87fd29d1da791eec75f4f5065bf341c12617d7dae994c9d3
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size 194
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:391b153356d793c1dc0a04972c990ef363ae64179be0e7bc3382f697f361bb6d
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size 265588072
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tokenizer.json
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tokenizer_config.json
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{
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"cls_token": "[CLS]",
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"do_lower_case": true,
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"name_or_path": "distilbert-base-uncased",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"special_tokens_map_file": null,
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "DistilBertTokenizer",
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"unk_token": "[UNK]"
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}
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vocab.txt
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