opt-babylm2-clean-spacy-32k_seed-42_1e-3
This model was trained from scratch on the kanishka/babylm2-clean-spacy dataset. It achieves the following results on the evaluation set:
- Loss: 3.0380
- Accuracy: 0.4233
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.001
- train_batch_size: 32
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 32000
- num_epochs: 20.0
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy |
---|---|---|---|---|
3.26 | 1.0 | 15543 | 3.3136 | 0.3831 |
3.0629 | 2.0 | 31086 | 3.1530 | 0.3996 |
2.9355 | 3.0 | 46629 | 3.0425 | 0.4114 |
2.8499 | 4.0 | 62172 | 2.9935 | 0.4172 |
2.7951 | 5.0 | 77715 | 2.9681 | 0.4207 |
2.7489 | 6.0 | 93258 | 2.9527 | 0.4226 |
2.7031 | 7.0 | 108801 | 2.9438 | 0.4242 |
2.6642 | 8.0 | 124344 | 2.9425 | 0.4251 |
2.6242 | 9.0 | 139887 | 2.9441 | 0.4255 |
2.5991 | 10.0 | 155430 | 2.9460 | 0.4258 |
2.5731 | 11.0 | 170973 | 2.9496 | 0.4259 |
2.5387 | 12.0 | 186516 | 2.9571 | 0.4259 |
2.5106 | 13.0 | 202059 | 2.9727 | 0.4256 |
2.4846 | 14.0 | 217602 | 2.9750 | 0.4257 |
2.4638 | 15.0 | 233145 | 2.9852 | 0.4250 |
2.4351 | 16.0 | 248688 | 2.9968 | 0.4247 |
2.4119 | 17.0 | 264231 | 3.0044 | 0.4244 |
2.3894 | 18.0 | 279774 | 3.0132 | 0.4241 |
2.3569 | 19.0 | 295317 | 3.0270 | 0.4237 |
2.3375 | 20.0 | 310860 | 3.0380 | 0.4233 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.20.0
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Dataset used to train kanishka/opt-babylm2-clean-spacy-32k_seed-42_1e-3
Evaluation results
- Accuracy on kanishka/babylm2-clean-spacyself-reported0.423