working

This model is a fine-tuned version of microsoft/phi-1_5 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4965

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: 0.0002
  • train_batch_size: 6
  • eval_batch_size: 6
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 24
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 2
  • num_epochs: 50
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss
3.9692 0.95 5 3.7663
3.8826 1.9 10 3.6222
3.7248 2.86 15 3.4342
2.8804 4.0 21 3.1608
3.1948 4.95 26 2.8958
2.9136 5.9 31 2.6167
2.5989 6.86 36 2.2949
1.869 8.0 42 1.8694
1.8586 8.95 47 1.5201
1.5399 9.9 52 1.2544
1.3188 10.86 57 1.1105
0.9827 12.0 63 0.9700
1.0818 12.95 68 0.8830
0.9514 13.9 73 0.8180
0.903 14.86 78 0.7661
0.6992 16.0 84 0.7211
0.7744 16.95 89 0.6985
0.7585 17.9 94 0.6771
0.7381 18.86 99 0.6627
0.5829 20.0 105 0.6441
0.6846 20.95 110 0.6344
0.6616 21.9 115 0.6242
0.622 22.86 120 0.6125
0.512 24.0 126 0.6008
0.5945 24.95 131 0.5926
0.5956 25.9 136 0.5843
0.5672 26.86 141 0.5782
0.4526 28.0 147 0.5681
0.5338 28.95 152 0.5603
0.5228 29.9 157 0.5548
0.5295 30.86 162 0.5474
0.4214 32.0 168 0.5435
0.4929 32.95 173 0.5363
0.4764 33.9 178 0.5330
0.4804 34.86 183 0.5274
0.3795 36.0 189 0.5230
0.4529 36.95 194 0.5176
0.4614 37.9 199 0.5139
0.4334 38.86 204 0.5110
0.3623 40.0 210 0.5072
0.4472 40.95 215 0.5059
0.4261 41.9 220 0.5024
0.4203 42.86 225 0.5017
0.3447 44.0 231 0.4982
0.4222 44.95 236 0.4977
0.4143 45.9 241 0.4970
0.4103 46.86 246 0.4966
0.3427 47.62 250 0.4965

Framework versions

  • PEFT 0.10.0
  • Transformers 4.38.2
  • Pytorch 2.1.2
  • Datasets 2.1.0
  • Tokenizers 0.15.2
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