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hushem_40x_deit_small_adamax_001_fold4

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: 0.4103
  • Accuracy: 0.9286

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
0.2795 1.0 219 0.2659 0.9286
0.1364 2.0 438 0.4367 0.8810
0.0634 3.0 657 0.4289 0.8571
0.0114 4.0 876 1.3297 0.8095
0.0408 5.0 1095 0.4920 0.9286
0.0457 6.0 1314 0.6322 0.8810
0.0085 7.0 1533 0.2933 0.9286
0.0007 8.0 1752 0.2944 0.9286
0.0151 9.0 1971 0.7354 0.9048
0.012 10.0 2190 0.5037 0.9048
0.0001 11.0 2409 0.1997 0.9286
0.0025 12.0 2628 0.6953 0.8810
0.0005 13.0 2847 0.8257 0.8571
0.0385 14.0 3066 0.0513 0.9762
0.0 15.0 3285 0.4499 0.9286
0.0013 16.0 3504 0.7163 0.9048
0.0 17.0 3723 0.5066 0.8810
0.0 18.0 3942 0.3335 0.9524
0.0 19.0 4161 0.3359 0.9524
0.0 20.0 4380 0.3399 0.9524
0.0 21.0 4599 0.3444 0.9524
0.0 22.0 4818 0.3491 0.9524
0.0 23.0 5037 0.3534 0.9286
0.0 24.0 5256 0.3577 0.9286
0.0 25.0 5475 0.3622 0.9286
0.0 26.0 5694 0.3663 0.9286
0.0 27.0 5913 0.3700 0.9286
0.0 28.0 6132 0.3737 0.9286
0.0 29.0 6351 0.3774 0.9286
0.0 30.0 6570 0.3807 0.9286
0.0 31.0 6789 0.3834 0.9286
0.0 32.0 7008 0.3865 0.9286
0.0 33.0 7227 0.3891 0.9286
0.0 34.0 7446 0.3914 0.9286
0.0 35.0 7665 0.3939 0.9286
0.0 36.0 7884 0.3958 0.9286
0.0 37.0 8103 0.3979 0.9286
0.0 38.0 8322 0.3998 0.9286
0.0 39.0 8541 0.4013 0.9286
0.0 40.0 8760 0.4028 0.9286
0.0 41.0 8979 0.4041 0.9286
0.0 42.0 9198 0.4053 0.9286
0.0 43.0 9417 0.4061 0.9286
0.0 44.0 9636 0.4071 0.9286
0.0 45.0 9855 0.4081 0.9286
0.0 46.0 10074 0.4089 0.9286
0.0 47.0 10293 0.4095 0.9286
0.0 48.0 10512 0.4099 0.9286
0.0 49.0 10731 0.4102 0.9286
0.0 50.0 10950 0.4103 0.9286

Framework versions

  • Transformers 4.32.1
  • Pytorch 2.1.0+cu121
  • Datasets 2.12.0
  • Tokenizers 0.13.2
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