kasrahabib
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Browse files- README.md +68 -0
- config.json +49 -0
- logs/train/events.out.tfevents.1734300060.iste.2589967.0.v2 +3 -0
- logs/validation/events.out.tfevents.1734300604.iste.2589967.1.v2 +3 -0
- special_tokens_map.json +7 -0
- tf_model.h5 +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +55 -0
- vocab.txt +0 -0
README.md
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---
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license: apache-2.0
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base_model: google-bert/bert-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: kasrahabib/bert-base-uncased-finetuned-iso29148-sward-on-promise-km-labels-nf-subclasses-cls
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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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# kasrahabib/bert-base-uncased-finetuned-iso29148-sward-on-promise-km-labels-nf-subclasses-cls
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This model is a fine-tuned version of [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-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: 0.0007
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- Validation Loss: 1.0381
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- Epoch: 14
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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': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 123615, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False}
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- training_precision: float32
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### Training results
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| Train Loss | Validation Loss | Epoch |
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|:----------:|:---------------:|:-----:|
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| 0.7510 | 0.5526 | 0 |
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| 0.3329 | 0.5541 | 1 |
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| 0.1715 | 0.6226 | 2 |
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| 0.1029 | 0.6412 | 3 |
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| 0.0699 | 0.7550 | 4 |
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| 0.0500 | 0.7140 | 5 |
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| 0.0372 | 0.7635 | 6 |
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| 0.0250 | 0.8047 | 7 |
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| 0.0205 | 0.8339 | 8 |
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| 0.0126 | 0.8673 | 9 |
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| 0.0096 | 0.9238 | 10 |
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| 0.0068 | 0.9350 | 11 |
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| 0.0029 | 1.0098 | 12 |
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| 0.0016 | 1.0402 | 13 |
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| 0.0007 | 1.0381 | 14 |
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### Framework versions
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- Transformers 4.42.3
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- TensorFlow 2.15.0
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- Datasets 2.19.1
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "google-bert/bert-base-uncased",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"gradient_checkpointing": false,
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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": "A",
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"1": "FT",
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"2": "L",
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"3": "LF",
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"4": "MN",
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"5": "O",
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"6": "PE",
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"7": "SC",
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"8": "SE",
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"9": "US"
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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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"A": 0,
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"FT": 1,
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"L": 2,
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"LF": 3,
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"MN": 4,
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"O": 5,
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"PE": 6,
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"SC": 7,
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"SE": 8,
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"US": 9
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"transformers_version": "4.42.3",
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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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}
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logs/train/events.out.tfevents.1734300060.iste.2589967.0.v2
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version https://git-lfs.github.com/spec/v1
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oid sha256:42a6b12e889d533291cd2536b6a628fc1a186660342df4427f0be4fe87c2ae38
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size 3531333
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logs/validation/events.out.tfevents.1734300604.iste.2589967.1.v2
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version https://git-lfs.github.com/spec/v1
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oid sha256:676bb116390bb7741e5002565e0b6ddc139944c8c4192448faedbb581c64eddb
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size 2430
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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 sha256:27c16ea5c38fc77d8c1d9cc241088a5d7b31319d31bf7e6bdfc37745bcb96c3b
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size 438247736
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"100": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"101": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"102": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"103": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"clean_up_tokenization_spaces": true,
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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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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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vocab.txt
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