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hushem_40x_deit_small_adamax_00001_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: 1.3015
  • 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
0.238 1.0 215 0.7567 0.6667
0.0267 2.0 430 0.5445 0.7778
0.0051 3.0 645 0.6144 0.8
0.0012 4.0 860 0.6615 0.8
0.0005 5.0 1075 0.6553 0.8
0.0003 6.0 1290 0.6621 0.8222
0.0003 7.0 1505 0.6958 0.8222
0.0002 8.0 1720 0.7076 0.8222
0.0001 9.0 1935 0.7375 0.8222
0.0001 10.0 2150 0.7327 0.8222
0.0001 11.0 2365 0.7423 0.8222
0.0001 12.0 2580 0.7689 0.8
0.0001 13.0 2795 0.7876 0.8
0.0 14.0 3010 0.7990 0.8
0.0 15.0 3225 0.8203 0.8
0.0 16.0 3440 0.8447 0.8
0.0 17.0 3655 0.8558 0.8
0.0 18.0 3870 0.8774 0.8
0.0 19.0 4085 0.8896 0.8
0.0 20.0 4300 0.8965 0.8
0.0 21.0 4515 0.9254 0.8
0.0 22.0 4730 0.9318 0.8
0.0 23.0 4945 0.9571 0.8
0.0 24.0 5160 0.9711 0.8222
0.0 25.0 5375 0.9833 0.8222
0.0 26.0 5590 0.9915 0.8222
0.0 27.0 5805 1.0134 0.8222
0.0 28.0 6020 1.0327 0.8222
0.0 29.0 6235 1.0249 0.8222
0.0 30.0 6450 1.0679 0.8222
0.0 31.0 6665 1.0896 0.8222
0.0 32.0 6880 1.0990 0.8222
0.0 33.0 7095 1.1103 0.8222
0.0 34.0 7310 1.1167 0.8222
0.0 35.0 7525 1.1494 0.8222
0.0 36.0 7740 1.1474 0.8444
0.0 37.0 7955 1.1611 0.8444
0.0 38.0 8170 1.2104 0.8222
0.0 39.0 8385 1.1969 0.8444
0.0 40.0 8600 1.2127 0.8222
0.0 41.0 8815 1.2186 0.8444
0.0 42.0 9030 1.2356 0.8444
0.0 43.0 9245 1.2578 0.8444
0.0 44.0 9460 1.2543 0.8444
0.0 45.0 9675 1.2707 0.8222
0.0 46.0 9890 1.2807 0.8444
0.0 47.0 10105 1.2891 0.8444
0.0 48.0 10320 1.3057 0.8222
0.0 49.0 10535 1.3045 0.8444
0.0 50.0 10750 1.3015 0.8444

Framework versions

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