acb1a7ea85ac9779d2da7d5853fe0f82
This model is a fine-tuned version of google-bert/bert-base-german-dbmdz-cased on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:
- Loss: 0.9231
- Data Size: 1.0
- Epoch Runtime: 107.2634
- Accuracy: 0.6672
- F1 Macro: 0.5926
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: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Data Size | Epoch Runtime | Accuracy | F1 Macro |
|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 1.6855 | 0 | 7.3280 | 0.1815 | 0.1099 |
| No log | 1 | 1973 | 1.5024 | 0.0078 | 8.6292 | 0.3036 | 0.1516 |
| 0.0318 | 2 | 3946 | 1.3125 | 0.0156 | 8.7919 | 0.4701 | 0.2408 |
| 1.192 | 3 | 5919 | 1.1183 | 0.0312 | 10.4265 | 0.5381 | 0.3511 |
| 1.0552 | 4 | 7892 | 1.0130 | 0.0625 | 13.7176 | 0.5757 | 0.4726 |
| 0.9694 | 5 | 9865 | 0.9311 | 0.125 | 19.9050 | 0.6147 | 0.4945 |
| 0.9042 | 6 | 11838 | 0.8656 | 0.25 | 32.9112 | 0.6429 | 0.5302 |
| 0.8763 | 7 | 13811 | 0.8349 | 0.5 | 57.9569 | 0.6461 | 0.5643 |
| 0.7884 | 8.0 | 15784 | 0.8012 | 1.0 | 108.7645 | 0.6646 | 0.5911 |
| 0.7013 | 9.0 | 17757 | 0.8179 | 1.0 | 107.0642 | 0.6765 | 0.5908 |
| 0.6005 | 10.0 | 19730 | 0.8713 | 1.0 | 107.7805 | 0.6511 | 0.5953 |
| 0.5411 | 11.0 | 21703 | 0.9613 | 1.0 | 109.1855 | 0.6551 | 0.5817 |
| 0.4842 | 12.0 | 23676 | 0.9231 | 1.0 | 107.2634 | 0.6672 | 0.5926 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.2.0
- Tokenizers 0.22.1
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Model tree for contemmcm/acb1a7ea85ac9779d2da7d5853fe0f82
Base model
google-bert/bert-base-german-dbmdz-cased