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canine_deasciifier_final_0701_v8

This model is a fine-tuned version of google/canine-c on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0340
  • Precision: 0.9153
  • Recall: 0.9338
  • F1: 0.9244
  • Accuracy: 0.9918

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: 2e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 15

Training results

Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
No log 1.0 488 0.0903 0.6868 0.7578 0.7205 0.9660
0.2413 2.0 976 0.0562 0.8068 0.8466 0.8262 0.9800
0.0812 3.0 1464 0.0409 0.8669 0.8674 0.8672 0.9854
0.052 4.0 1952 0.0381 0.8664 0.8971 0.8815 0.9870
0.0377 5.0 2440 0.0370 0.8738 0.9038 0.8886 0.9877
0.0291 6.0 2928 0.0314 0.9071 0.9088 0.9079 0.9900
0.0234 7.0 3416 0.0340 0.8867 0.9191 0.9026 0.9892
0.0196 8.0 3904 0.0325 0.9030 0.9242 0.9135 0.9905
0.0158 9.0 4392 0.0319 0.9109 0.9266 0.9187 0.9911
0.0132 10.0 4880 0.0329 0.9087 0.9318 0.9201 0.9913
0.0113 11.0 5368 0.0331 0.9045 0.9315 0.9178 0.9910
0.0099 12.0 5856 0.0337 0.9088 0.9314 0.9200 0.9913
0.0083 13.0 6344 0.0346 0.9133 0.9357 0.9244 0.9917
0.0081 14.0 6832 0.0332 0.9167 0.9324 0.9245 0.9918
0.0071 15.0 7320 0.0340 0.9153 0.9338 0.9244 0.9918

Framework versions

  • Transformers 4.35.2
  • Pytorch 2.1.0+cu121
  • Datasets 2.16.1
  • Tokenizers 0.15.0
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