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hushem_5x_deit_tiny_adamax_001_fold3

This model is a fine-tuned version of facebook/deit-tiny-patch16-224 on the imagefolder dataset. It achieves the following results on the evaluation set:

  • Loss: 1.8507
  • Accuracy: 0.7209

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: 0.001
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Accuracy
1.4597 1.0 28 1.3552 0.3256
1.2609 2.0 56 0.9015 0.6744
1.1559 3.0 84 2.3181 0.3256
1.0822 4.0 112 1.6592 0.4186
1.0553 5.0 140 0.9222 0.4651
0.9651 6.0 168 0.7306 0.7442
0.9771 7.0 196 0.7827 0.6279
0.9016 8.0 224 0.9874 0.5581
0.8187 9.0 252 1.0233 0.5349
0.8405 10.0 280 0.6414 0.7674
0.7808 11.0 308 0.6637 0.6977
0.8152 12.0 336 0.5374 0.8605
0.8044 13.0 364 0.5684 0.7442
0.7275 14.0 392 0.6622 0.8140
0.6931 15.0 420 0.7767 0.7209
0.691 16.0 448 0.5520 0.7674
0.7585 17.0 476 0.6770 0.7674
0.6303 18.0 504 0.6834 0.7442
0.6578 19.0 532 0.7776 0.6977
0.4934 20.0 560 1.1067 0.7442
0.5397 21.0 588 0.7250 0.7674
0.5586 22.0 616 0.9824 0.6047
0.4808 23.0 644 0.9582 0.7442
0.4823 24.0 672 0.9114 0.6279
0.4124 25.0 700 1.1614 0.7209
0.3991 26.0 728 1.3579 0.6279
0.5138 27.0 756 1.5915 0.6512
0.3857 28.0 784 0.6799 0.8140
0.3797 29.0 812 1.1771 0.7907
0.3781 30.0 840 0.9809 0.7674
0.3225 31.0 868 0.7120 0.8140
0.3017 32.0 896 0.9984 0.7674
0.2468 33.0 924 1.0271 0.7674
0.1651 34.0 952 1.2194 0.7674
0.254 35.0 980 1.2984 0.7907
0.1644 36.0 1008 1.3708 0.7674
0.1972 37.0 1036 1.6461 0.7209
0.1252 38.0 1064 1.8473 0.7442
0.1252 39.0 1092 1.5823 0.7209
0.4334 40.0 1120 1.7311 0.7209
0.1029 41.0 1148 1.7390 0.7674
0.0992 42.0 1176 1.6959 0.7907
0.0993 43.0 1204 1.9237 0.7442
0.0435 44.0 1232 1.8569 0.7442
0.054 45.0 1260 1.8007 0.7907
0.0678 46.0 1288 1.8496 0.7442
0.0576 47.0 1316 1.8145 0.7442
0.0232 48.0 1344 1.8497 0.7209
0.0393 49.0 1372 1.8507 0.7209
0.0213 50.0 1400 1.8507 0.7209

Framework versions

  • Transformers 4.35.2
  • Pytorch 2.1.0+cu118
  • Datasets 2.15.0
  • Tokenizers 0.15.0
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Evaluation results