felixshier
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Upload TFBertForSequenceClassification
Browse files- README.md +10 -11
- tf_model.h5 +1 -1
README.md
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This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/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.
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- Validation Loss: 0.
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- Train F1: 0.
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- Epoch:
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## Model description
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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':
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- training_precision: float32
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### Training results
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| Train Loss | Validation Loss | Train F1 | Epoch |
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|:----------:|:---------------:|:--------:|:-----:|
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| 0.1644 | 0.7249 | 0.7388 | 5 |
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### Framework versions
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This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/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: 0.1172
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- Validation Loss: 0.5493
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- Train F1: 0.8137
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- Epoch: 4
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## Model description
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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': 4030, '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 | Train F1 | Epoch |
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|:----------:|:---------------:|:--------:|:-----:|
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| 0.5556 | 0.4472 | 0.7965 | 0 |
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| 0.3877 | 0.4268 | 0.8107 | 1 |
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| 0.2931 | 0.4459 | 0.8165 | 2 |
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| 0.1734 | 0.5071 | 0.8223 | 3 |
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| 0.1172 | 0.5493 | 0.8137 | 4 |
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### Framework versions
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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size 438223128
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version https://git-lfs.github.com/spec/v1
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size 438223128
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