a39387657b0f0048084516e0a839ebe4
This model is a fine-tuned version of albert/albert-xxlarge-v1 on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 0.4551
- Data Size: 1.0
- Epoch Runtime: 172.6730
- Accuracy: 0.8969
- F1 Macro: 0.8970
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 | 3.6239 | 0 | 12.8569 | 0.0572 | 0.0223 |
| No log | 1 | 499 | 3.2262 | 0.0078 | 14.4292 | 0.0673 | 0.0452 |
| 0.0342 | 2 | 998 | 3.0433 | 0.0156 | 15.6355 | 0.0837 | 0.0493 |
| 0.0569 | 3 | 1497 | 2.8048 | 0.0312 | 18.3091 | 0.1391 | 0.1006 |
| 0.0977 | 4 | 1996 | 1.1012 | 0.0625 | 23.4193 | 0.6154 | 0.5845 |
| 0.9091 | 5 | 2495 | 0.7378 | 0.125 | 33.3894 | 0.7616 | 0.7626 |
| 0.5309 | 6 | 2994 | 0.5493 | 0.25 | 53.2089 | 0.8286 | 0.8234 |
| 0.4167 | 7 | 3493 | 0.5161 | 0.5 | 93.1672 | 0.8427 | 0.8445 |
| 0.3747 | 8.0 | 3992 | 0.4342 | 1.0 | 173.1241 | 0.8664 | 0.8683 |
| 0.2874 | 9.0 | 4491 | 0.3747 | 1.0 | 172.7754 | 0.8858 | 0.8863 |
| 0.1809 | 10.0 | 4990 | 0.4115 | 1.0 | 172.8040 | 0.8873 | 0.8851 |
| 0.153 | 11.0 | 5489 | 0.4343 | 1.0 | 172.8686 | 0.8909 | 0.8910 |
| 0.1285 | 12.0 | 5988 | 0.4603 | 1.0 | 172.7868 | 0.8962 | 0.8966 |
| 0.101 | 13.0 | 6487 | 0.4551 | 1.0 | 172.6730 | 0.8969 | 0.8970 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.1
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Model tree for contemmcm/a39387657b0f0048084516e0a839ebe4
Base model
albert/albert-xxlarge-v1