deit-tiny-distilled-patch16-224emotion_model_6feats_big
This model is a fine-tuned version of facebook/deit-tiny-distilled-patch16-224 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.6607
- Accuracy: 0.7031
- Weighted f1: 0.7028
- Micro f1: 0.7031
- Macro f1: 0.7028
- Weighted recall: 0.7031
- Micro recall: 0.7031
- Macro recall: 0.7031
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: 64
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Weighted f1 | Micro f1 | Macro f1 | Weighted recall | Micro recall | Macro recall |
|---|---|---|---|---|---|---|---|---|---|---|
| 1.0633 | 1.0 | 186 | 0.8655 | 0.6282 | 0.6167 | 0.6282 | 0.6167 | 0.6282 | 0.6282 | 0.6282 |
| 0.723 | 2.0 | 372 | 0.7833 | 0.6937 | 0.6882 | 0.6937 | 0.6882 | 0.6937 | 0.6937 | 0.6937 |
| 0.5016 | 3.0 | 558 | 0.7876 | 0.6997 | 0.6987 | 0.6997 | 0.6987 | 0.6997 | 0.6997 | 0.6997 |
| 0.2934 | 4.0 | 744 | 0.9076 | 0.6970 | 0.6968 | 0.6970 | 0.6968 | 0.6970 | 0.6970 | 0.6970 |
| 0.1372 | 5.0 | 930 | 1.0583 | 0.7031 | 0.7026 | 0.7031 | 0.7026 | 0.7031 | 0.7031 | 0.7031 |
| 0.051 | 6.0 | 1116 | 1.2828 | 0.6984 | 0.6994 | 0.6984 | 0.6994 | 0.6984 | 0.6984 | 0.6984 |
| 0.0209 | 7.0 | 1302 | 1.5236 | 0.6876 | 0.6836 | 0.6876 | 0.6836 | 0.6876 | 0.6876 | 0.6876 |
| 0.0092 | 8.0 | 1488 | 1.6393 | 0.6957 | 0.6944 | 0.6957 | 0.6944 | 0.6957 | 0.6957 | 0.6957 |
| 0.0055 | 9.0 | 1674 | 1.6533 | 0.7045 | 0.7040 | 0.7045 | 0.7040 | 0.7045 | 0.7045 | 0.7045 |
| 0.0029 | 10.0 | 1860 | 1.6607 | 0.7031 | 0.7028 | 0.7031 | 0.7028 | 0.7031 | 0.7031 | 0.7031 |
Framework versions
- Transformers 4.57.1
- Pytorch 2.8.0+cu126
- Datasets 4.0.0
- Tokenizers 0.22.1
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Model tree for Ganaa614/deit-emotion_model_6feats_small
Base model
facebook/deit-tiny-distilled-patch16-224