my_food_model
This model is a fine-tuned version of apple/mobilevit-small on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.0492
- Accuracy: 0.7236
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: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 25
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy |
---|---|---|---|---|
4.4987 | 1.0 | 592 | 4.4835 | 0.1002 |
3.6382 | 2.0 | 1184 | 3.4318 | 0.2707 |
2.9497 | 3.0 | 1776 | 2.5897 | 0.3945 |
2.586 | 4.0 | 2368 | 2.1261 | 0.4824 |
2.2806 | 5.0 | 2960 | 1.8201 | 0.5501 |
2.0928 | 6.0 | 3552 | 1.6291 | 0.5896 |
1.9839 | 7.0 | 4144 | 1.4954 | 0.6145 |
1.8465 | 8.0 | 4736 | 1.4209 | 0.6333 |
1.6939 | 9.0 | 5328 | 1.3486 | 0.6493 |
1.6212 | 10.0 | 5920 | 1.2959 | 0.6616 |
1.6672 | 11.0 | 6512 | 1.2299 | 0.6744 |
1.5973 | 12.0 | 7104 | 1.2018 | 0.6871 |
1.5419 | 13.0 | 7696 | 1.1750 | 0.6928 |
1.5003 | 14.0 | 8288 | 1.1297 | 0.7017 |
1.4908 | 15.0 | 8880 | 1.1184 | 0.7030 |
1.4033 | 16.0 | 9472 | 1.0983 | 0.7125 |
1.4015 | 17.0 | 10064 | 1.0832 | 0.7159 |
1.3651 | 18.0 | 10656 | 1.0728 | 0.7134 |
1.3698 | 19.0 | 11248 | 1.0678 | 0.7166 |
1.4136 | 20.0 | 11840 | 1.0541 | 0.7217 |
1.4679 | 21.0 | 12432 | 1.0542 | 0.7208 |
1.3328 | 22.0 | 13024 | 1.0466 | 0.7253 |
1.2773 | 23.0 | 13616 | 1.0655 | 0.7188 |
1.342 | 24.0 | 14208 | 1.0471 | 0.7236 |
1.3437 | 25.0 | 14800 | 1.0492 | 0.7236 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.0
- Datasets 3.0.1
- Tokenizers 0.20.0
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Base model
apple/mobilevit-small