4be5da4a13273b95662f7a02b0747bee
This model is a fine-tuned version of studio-ousia/mluke-base on the dair-ai/emotion [split] dataset. It achieves the following results on the evaluation set:
- Loss: 0.2213
- Data Size: 1.0
- Epoch Runtime: 48.6894
- Accuracy: 0.9304
- F1 Macro: 0.8766
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 | 1.8219 | 0 | 2.4193 | 0.0993 | 0.0601 |
| No log | 1 | 500 | 1.5722 | 0.0078 | 3.1785 | 0.3589 | 0.1389 |
| No log | 2 | 1000 | 1.5065 | 0.0156 | 4.0965 | 0.3503 | 0.0882 |
| No log | 3 | 1500 | 1.5120 | 0.0312 | 5.9046 | 0.4612 | 0.1780 |
| No log | 4 | 2000 | 1.1079 | 0.0625 | 7.0501 | 0.5842 | 0.2456 |
| 0.0678 | 5 | 2500 | 0.6385 | 0.125 | 9.8105 | 0.7828 | 0.6156 |
| 0.3896 | 6 | 3000 | 0.3752 | 0.25 | 15.5161 | 0.8695 | 0.8157 |
| 0.0379 | 7 | 3500 | 0.2447 | 0.5 | 26.9726 | 0.9138 | 0.8684 |
| 0.1801 | 8.0 | 4000 | 0.1651 | 1.0 | 49.3466 | 0.9289 | 0.8881 |
| 0.1285 | 9.0 | 4500 | 0.1754 | 1.0 | 49.2456 | 0.9254 | 0.8746 |
| 0.1204 | 10.0 | 5000 | 0.1674 | 1.0 | 48.8140 | 0.9340 | 0.8948 |
| 0.0959 | 11.0 | 5500 | 0.1805 | 1.0 | 46.6978 | 0.9259 | 0.8884 |
| 0.0903 | 12.0 | 6000 | 0.2213 | 1.0 | 48.6894 | 0.9304 | 0.8766 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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Model tree for contemmcm/4be5da4a13273b95662f7a02b0747bee
Base model
studio-ousia/mluke-base