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: 1.3145
- Accuracy: 0.8196
- Weighted f1: 0.8196
- Micro f1: 0.8196
- Macro f1: 0.8196
- Weighted recall: 0.8196
- Micro recall: 0.8196
- Macro recall: 0.8196
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 |
|---|---|---|---|---|---|---|---|---|---|---|
| 0.4869 | 1.0 | 276 | 0.4196 | 0.7942 | 0.7928 | 0.7942 | 0.7928 | 0.7942 | 0.7942 | 0.7942 |
| 0.3648 | 2.0 | 552 | 0.4001 | 0.8096 | 0.8093 | 0.8096 | 0.8093 | 0.8096 | 0.8096 | 0.8096 |
| 0.2675 | 3.0 | 828 | 0.4270 | 0.8114 | 0.8113 | 0.8114 | 0.8113 | 0.8114 | 0.8114 | 0.8114 |
| 0.1695 | 4.0 | 1104 | 0.4587 | 0.8223 | 0.8220 | 0.8223 | 0.8220 | 0.8223 | 0.8223 | 0.8223 |
| 0.0846 | 5.0 | 1380 | 0.6492 | 0.8119 | 0.8117 | 0.8119 | 0.8117 | 0.8119 | 0.8119 | 0.8119 |
| 0.0446 | 6.0 | 1656 | 0.8108 | 0.8128 | 0.8127 | 0.8128 | 0.8127 | 0.8128 | 0.8128 | 0.8128 |
| 0.0207 | 7.0 | 1932 | 1.1396 | 0.8110 | 0.8108 | 0.8110 | 0.8108 | 0.8110 | 0.8110 | 0.8110 |
| 0.0076 | 8.0 | 2208 | 1.2264 | 0.8128 | 0.8125 | 0.8128 | 0.8125 | 0.8128 | 0.8128 | 0.8128 |
| 0.0023 | 9.0 | 2484 | 1.2867 | 0.8164 | 0.8164 | 0.8164 | 0.8164 | 0.8164 | 0.8164 | 0.8164 |
| 0.0013 | 10.0 | 2760 | 1.3145 | 0.8196 | 0.8196 | 0.8196 | 0.8196 | 0.8196 | 0.8196 | 0.8196 |
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-tiny-distilled-patch16-224emotion_model_6feats_big
Base model
facebook/deit-tiny-distilled-patch16-224