End of training
Browse files- README.md +96 -0
- config.json +8 -0
- runs/Dec24_15-56-42_86f59ffbd25a/events.out.tfevents.1703433408.86f59ffbd25a.1423.30 +2 -2
- runs/Dec24_15-56-42_86f59ffbd25a/events.out.tfevents.1703433408.86f59ffbd25a.1423.31 +2 -2
- runs/Dec24_15-56-42_86f59ffbd25a/events.out.tfevents.1703433454.86f59ffbd25a.1423.32 +3 -0
- runs/Dec24_15-56-42_86f59ffbd25a/events.out.tfevents.1703433454.86f59ffbd25a.1423.33 +3 -0
README.md
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---
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license: mit
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base_model: prajjwal1/bert-tiny
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: INT03
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# INT03
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This model is a fine-tuned version of [prajjwal1/bert-tiny](https://huggingface.co/prajjwal1/bert-tiny) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0169
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- Accuracy: 1.0
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- F1: 1.0
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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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- learning_rate: 5e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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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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- num_epochs: 20
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
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| No log | 0.0 | 50 | 0.6888 | 0.62 | 0.5657 |
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| No log | 0.01 | 100 | 0.6817 | 0.66 | 0.5965 |
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| No log | 0.01 | 150 | 0.6004 | 0.86 | 0.8553 |
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| No log | 0.02 | 200 | 0.4136 | 0.87 | 0.8651 |
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| No log | 0.02 | 250 | 0.3550 | 0.89 | 0.8889 |
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| No log | 0.03 | 300 | 0.3241 | 0.89 | 0.8889 |
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| No log | 0.03 | 350 | 0.3144 | 0.89 | 0.8889 |
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| No log | 0.04 | 400 | 0.3146 | 0.89 | 0.8889 |
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| No log | 0.04 | 450 | 0.2985 | 0.89 | 0.8889 |
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| 0.5219 | 0.05 | 500 | 0.2604 | 0.92 | 0.92 |
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| 0.5219 | 0.05 | 550 | 0.2242 | 0.92 | 0.9202 |
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| 0.5219 | 0.06 | 600 | 0.1976 | 0.92 | 0.9197 |
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| 0.5219 | 0.06 | 650 | 0.1800 | 0.93 | 0.9302 |
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| 0.5219 | 0.07 | 700 | 0.1685 | 0.93 | 0.9302 |
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| 0.5219 | 0.07 | 750 | 0.1706 | 0.93 | 0.9303 |
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| 0.5219 | 0.08 | 800 | 0.1532 | 0.93 | 0.9303 |
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| 0.5219 | 0.08 | 850 | 0.1411 | 0.93 | 0.9303 |
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| 0.5219 | 0.09 | 900 | 0.1070 | 0.98 | 0.9799 |
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| 0.5219 | 0.09 | 950 | 0.0970 | 0.96 | 0.9601 |
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| 0.2869 | 0.1 | 1000 | 0.0775 | 0.96 | 0.9601 |
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| 0.2869 | 0.1 | 1050 | 0.0789 | 0.97 | 0.9701 |
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| 0.2869 | 0.11 | 1100 | 0.0546 | 0.98 | 0.98 |
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| 0.2869 | 0.11 | 1150 | 0.0789 | 0.98 | 0.9800 |
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| 0.2869 | 0.12 | 1200 | 0.0425 | 0.99 | 0.9900 |
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| 0.2869 | 0.12 | 1250 | 0.0443 | 0.99 | 0.9900 |
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| 0.2869 | 0.13 | 1300 | 0.0340 | 0.99 | 0.9900 |
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| 0.2869 | 0.13 | 1350 | 0.0649 | 0.97 | 0.9700 |
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| 0.2869 | 0.14 | 1400 | 0.0241 | 1.0 | 1.0 |
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| 0.2869 | 0.14 | 1450 | 0.0215 | 1.0 | 1.0 |
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| 0.1754 | 0.15 | 1500 | 0.0146 | 1.0 | 1.0 |
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| 0.1754 | 0.15 | 1550 | 0.0125 | 1.0 | 1.0 |
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| 0.1754 | 0.16 | 1600 | 0.0122 | 1.0 | 1.0 |
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| 0.1754 | 0.16 | 1650 | 0.0110 | 1.0 | 1.0 |
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| 0.1754 | 0.17 | 1700 | 0.0092 | 1.0 | 1.0 |
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| 0.1754 | 0.17 | 1750 | 0.0117 | 1.0 | 1.0 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.16.0
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- Tokenizers 0.15.0
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config.json
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 128,
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"initializer_range": 0.02,
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"intermediate_size": 512,
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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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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 128,
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"id2label": {
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"0": "Taken",
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"1": "Not Taken"
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},
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"initializer_range": 0.02,
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"intermediate_size": 512,
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"label2id": {
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"Not Taken": 1,
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"Taken": 0
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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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runs/Dec24_15-56-42_86f59ffbd25a/events.out.tfevents.1703433408.86f59ffbd25a.1423.30
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