hushem_5x_deit_small_rms_0001_fold1

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

  • Loss: 1.0120
  • Accuracy: 0.8444

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: 1e-05
  • 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
0.7286 1.0 27 0.7253 0.7333
0.1535 2.0 54 0.7112 0.7333
0.0294 3.0 81 0.7268 0.7333
0.0088 4.0 108 0.6613 0.7778
0.002 5.0 135 0.6035 0.8
0.0011 6.0 162 0.5742 0.8444
0.0009 7.0 189 0.5650 0.8222
0.0006 8.0 216 0.5900 0.8444
0.0005 9.0 243 0.6288 0.8444
0.0004 10.0 270 0.6359 0.8444
0.0003 11.0 297 0.6555 0.8444
0.0003 12.0 324 0.6530 0.8444
0.0002 13.0 351 0.6624 0.8444
0.0002 14.0 378 0.6755 0.8444
0.0002 15.0 405 0.7042 0.8444
0.0002 16.0 432 0.7026 0.8444
0.0001 17.0 459 0.7218 0.8444
0.0001 18.0 486 0.7361 0.8444
0.0001 19.0 513 0.7477 0.8444
0.0001 20.0 540 0.7601 0.8444
0.0001 21.0 567 0.7574 0.8444
0.0001 22.0 594 0.7945 0.8444
0.0001 23.0 621 0.8035 0.8444
0.0001 24.0 648 0.8071 0.8444
0.0001 25.0 675 0.8201 0.8444
0.0 26.0 702 0.8263 0.8444
0.0 27.0 729 0.8414 0.8444
0.0 28.0 756 0.8501 0.8444
0.0 29.0 783 0.8628 0.8444
0.0 30.0 810 0.8618 0.8444
0.0 31.0 837 0.8808 0.8444
0.0 32.0 864 0.8998 0.8444
0.0 33.0 891 0.9078 0.8444
0.0 34.0 918 0.9219 0.8444
0.0 35.0 945 0.9258 0.8444
0.0 36.0 972 0.9286 0.8444
0.0 37.0 999 0.9396 0.8444
0.0 38.0 1026 0.9562 0.8444
0.0 39.0 1053 0.9622 0.8444
0.0 40.0 1080 0.9723 0.8444
0.0 41.0 1107 0.9820 0.8444
0.0 42.0 1134 0.9901 0.8444
0.0 43.0 1161 0.9932 0.8444
0.0 44.0 1188 0.9995 0.8444
0.0 45.0 1215 1.0030 0.8444
0.0 46.0 1242 1.0074 0.8444
0.0 47.0 1269 1.0103 0.8444
0.0 48.0 1296 1.0119 0.8444
0.0 49.0 1323 1.0120 0.8444
0.0 50.0 1350 1.0120 0.8444

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