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hushem_40x_deit_tiny_adamax_001_fold1

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: 2.2164
  • Accuracy: 0.7778

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
0.1419 1.0 215 1.1495 0.6667
0.2513 2.0 430 1.6987 0.6667
0.0735 3.0 645 1.5261 0.7556
0.0999 4.0 860 1.1841 0.7556
0.0224 5.0 1075 1.9099 0.7556
0.0347 6.0 1290 1.5424 0.7778
0.0153 7.0 1505 2.1022 0.7111
0.0692 8.0 1720 2.1279 0.6667
0.032 9.0 1935 1.4685 0.8
0.012 10.0 2150 1.8478 0.7333
0.0122 11.0 2365 2.0002 0.7333
0.0062 12.0 2580 1.8733 0.8
0.0592 13.0 2795 1.7430 0.7778
0.0 14.0 3010 1.4594 0.8
0.0388 15.0 3225 2.5836 0.6889
0.0003 16.0 3440 2.4594 0.6889
0.0001 17.0 3655 1.4002 0.8222
0.0004 18.0 3870 2.8500 0.6667
0.0028 19.0 4085 2.8669 0.6889
0.0 20.0 4300 1.9979 0.7556
0.0 21.0 4515 1.9762 0.7778
0.0 22.0 4730 1.9694 0.7778
0.0 23.0 4945 1.9654 0.7778
0.0 24.0 5160 1.9624 0.7778
0.0 25.0 5375 1.9616 0.7778
0.0 26.0 5590 1.9605 0.8
0.0 27.0 5805 1.9607 0.8
0.0 28.0 6020 1.9631 0.7778
0.0 29.0 6235 1.9640 0.7778
0.0 30.0 6450 1.9713 0.7778
0.0 31.0 6665 1.9756 0.7778
0.0 32.0 6880 1.9854 0.7778
0.0 33.0 7095 1.9940 0.7778
0.0 34.0 7310 2.0033 0.7778
0.0 35.0 7525 2.0146 0.7778
0.0 36.0 7740 2.0257 0.7778
0.0 37.0 7955 2.0418 0.7778
0.0 38.0 8170 2.0556 0.7778
0.0 39.0 8385 2.0718 0.7778
0.0 40.0 8600 2.0881 0.7778
0.0 41.0 8815 2.1047 0.7778
0.0 42.0 9030 2.1211 0.7778
0.0 43.0 9245 2.1375 0.7778
0.0 44.0 9460 2.1536 0.7778
0.0 45.0 9675 2.1694 0.7778
0.0 46.0 9890 2.1838 0.7778
0.0 47.0 10105 2.1973 0.7778
0.0 48.0 10320 2.2074 0.7778
0.0 49.0 10535 2.2141 0.7778
0.0 50.0 10750 2.2164 0.7778

Framework versions

  • Transformers 4.32.1
  • Pytorch 2.1.1+cu121
  • Datasets 2.12.0
  • Tokenizers 0.13.2
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Evaluation results