Initial Commit
Browse files- README.md +24 -16
- config.json +1 -1
- pytorch_model.bin +3 -0
- training_args.bin +2 -2
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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- Loss:
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- Accuracy: 0.
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## Model description
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size:
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- eval_batch_size: 32
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- seed: 42
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- gradient_accumulation_steps:
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- total_train_batch_size: 32
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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### Framework versions
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- Transformers 4.
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- Pytorch 2.1.
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- Datasets 2.
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- Tokenizers 0.
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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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- Loss: 0.9762
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- Accuracy: 0.8739
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## Model description
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 16
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- eval_batch_size: 32
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 32
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:-----:|:---------------:|:--------:|
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| 1.5564 | 1.0 | 3273 | 1.2134 | 0.8580 |
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| 1.0321 | 2.0 | 6547 | 1.2086 | 0.8484 |
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| 0.7719 | 3.0 | 9820 | 1.0734 | 0.8658 |
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| 0.6442 | 4.0 | 13094 | 1.0303 | 0.8708 |
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| 0.5748 | 5.0 | 16367 | 1.0708 | 0.8697 |
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| 0.5294 | 6.0 | 19641 | 1.0210 | 0.8699 |
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| 0.4891 | 7.0 | 22914 | 0.9795 | 0.8763 |
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| 0.4704 | 8.0 | 26188 | 0.9826 | 0.8750 |
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| 0.4382 | 9.0 | 29461 | 0.9420 | 0.8726 |
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| 0.4238 | 10.0 | 32735 | 1.0060 | 0.8724 |
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| 0.4066 | 11.0 | 36008 | 0.9511 | 0.8788 |
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| 0.3885 | 12.0 | 39282 | 0.9843 | 0.8741 |
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| 0.3793 | 13.0 | 42555 | 0.9625 | 0.8763 |
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| 0.3663 | 14.0 | 45829 | 0.9639 | 0.8768 |
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| 0.3575 | 15.0 | 49102 | 0.9728 | 0.8761 |
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| 0.3498 | 16.0 | 52376 | 0.9762 | 0.8739 |
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### Framework versions
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- Transformers 4.33.3
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- Pytorch 2.1.1
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- Datasets 2.14.5
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- Tokenizers 0.13.3
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config.json
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.
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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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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.33.3",
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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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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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size 267862062
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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size 4664
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