hushem_40x_deit_tiny_sgd_0001_fold4

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: 1.0643
  • Accuracy: 0.5952

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: 0.0001
  • 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
1.4577 1.0 219 1.6228 0.1667
1.3428 2.0 438 1.5859 0.1429
1.3515 3.0 657 1.5534 0.1667
1.3164 4.0 876 1.5241 0.1905
1.262 5.0 1095 1.5001 0.1905
1.2747 6.0 1314 1.4781 0.1905
1.2005 7.0 1533 1.4587 0.1905
1.2174 8.0 1752 1.4397 0.2143
1.1711 9.0 1971 1.4197 0.2143
1.1443 10.0 2190 1.4007 0.2619
1.1123 11.0 2409 1.3821 0.2857
1.164 12.0 2628 1.3642 0.4048
1.0774 13.0 2847 1.3471 0.3810
1.1066 14.0 3066 1.3290 0.3810
1.055 15.0 3285 1.3135 0.4286
1.0496 16.0 3504 1.2984 0.4048
1.112 17.0 3723 1.2838 0.4286
1.0058 18.0 3942 1.2696 0.4286
1.0363 19.0 4161 1.2563 0.4286
1.0446 20.0 4380 1.2431 0.4286
1.0301 21.0 4599 1.2308 0.4286
1.0066 22.0 4818 1.2182 0.4524
0.9188 23.0 5037 1.2068 0.4524
0.9729 24.0 5256 1.1969 0.5238
0.9215 25.0 5475 1.1858 0.5238
0.9604 26.0 5694 1.1753 0.5476
0.9173 27.0 5913 1.1663 0.5714
0.9314 28.0 6132 1.1573 0.5714
0.8654 29.0 6351 1.1486 0.5714
0.9372 30.0 6570 1.1410 0.5714
0.9028 31.0 6789 1.1331 0.5714
0.9732 32.0 7008 1.1254 0.5714
0.9146 33.0 7227 1.1186 0.5714
0.8712 34.0 7446 1.1126 0.5714
0.8981 35.0 7665 1.1068 0.5714
0.8626 36.0 7884 1.1011 0.5714
0.884 37.0 8103 1.0956 0.5714
0.9119 38.0 8322 1.0906 0.5714
0.8378 39.0 8541 1.0862 0.5714
0.8095 40.0 8760 1.0823 0.5952
0.9067 41.0 8979 1.0785 0.5952
0.874 42.0 9198 1.0755 0.5714
0.8784 43.0 9417 1.0728 0.5714
0.8408 44.0 9636 1.0704 0.5714
0.8315 45.0 9855 1.0684 0.5714
0.8598 46.0 10074 1.0667 0.5714
0.8452 47.0 10293 1.0654 0.5952
0.863 48.0 10512 1.0647 0.5952
0.8292 49.0 10731 1.0643 0.5952
0.7869 50.0 10950 1.0643 0.5952

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