4361db0dc3f1e2abb8614125784eb8f4
This model is a fine-tuned version of albert/albert-xlarge-v2 on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:
- Loss: 1.4830
- Data Size: 1.0
- Epoch Runtime: 561.3408
- Accuracy: 0.3853
- F1 Macro: 0.1112
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 | 1.5117 | 0 | 42.3669 | 0.3853 | 0.1118 |
| No log | 1 | 1973 | 1.5259 | 0.0078 | 46.9312 | 0.3853 | 0.1112 |
| 0.0337 | 2 | 3946 | 1.5430 | 0.0156 | 50.4087 | 0.3853 | 0.1112 |
| 1.5213 | 3 | 5919 | 1.4891 | 0.0312 | 58.5779 | 0.3853 | 0.1112 |
| 1.5089 | 4 | 7892 | 1.4878 | 0.0625 | 74.9769 | 0.3853 | 0.1112 |
| 1.4905 | 5 | 9865 | 1.4932 | 0.125 | 107.3085 | 0.3853 | 0.1112 |
| 1.4903 | 6 | 11838 | 1.4872 | 0.25 | 171.7574 | 0.3853 | 0.1112 |
| 1.4992 | 7 | 13811 | 1.4808 | 0.5 | 302.4082 | 0.3853 | 0.1112 |
| 1.5111 | 8.0 | 15784 | 1.4916 | 1.0 | 560.8772 | 0.3853 | 0.1112 |
| 1.4891 | 9.0 | 17757 | 1.4821 | 1.0 | 558.1286 | 0.3853 | 0.1112 |
| 1.4888 | 10.0 | 19730 | 1.4824 | 1.0 | 560.4277 | 0.3853 | 0.1112 |
| 1.4903 | 11.0 | 21703 | 1.4830 | 1.0 | 561.3408 | 0.3853 | 0.1112 |
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/4361db0dc3f1e2abb8614125784eb8f4
Base model
albert/albert-xlarge-v2