ea96bf44b885bcc965b11fa9df05f605

This model is a fine-tuned version of facebook/opt-6.7b on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:

  • Loss: 1.7487
  • Data Size: 1.0
  • Epoch Runtime: 3333.0640
  • Accuracy: 0.6055
  • F1 Macro: 0.5165

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: 5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 4
  • total_train_batch_size: 32
  • total_eval_batch_size: 32
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: constant
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Data Size Epoch Runtime Accuracy F1 Macro
No log 0 0 2.1502 0 114.1259 0.1655 0.1370
No log 1 1973 1.5965 0.0078 139.3757 0.3851 0.1112
0.0404 2 3946 1.4728 0.0156 175.3895 0.4078 0.2422
1.317 3 5919 1.1682 0.0312 231.5945 0.5148 0.2601
1.0922 4 7892 1.1238 0.0625 331.9087 0.5316 0.4798
0.9894 5 9865 1.0522 0.125 537.8990 0.5864 0.4304
0.9374 6 11838 0.9147 0.25 916.3391 0.6244 0.4894
0.9207 7 13811 0.9228 0.5 1723.0874 0.6134 0.5441
0.8026 8.0 15784 0.8901 1.0 3324.4810 0.6342 0.5411
0.6815 9.0 17757 0.9666 1.0 3324.3755 0.6260 0.5288
0.4927 10.0 19730 1.0969 1.0 3320.1430 0.6149 0.5481
0.338 11.0 21703 1.5839 1.0 3325.9031 0.6123 0.5236
0.2528 12.0 23676 1.7487 1.0 3333.0640 0.6055 0.5165

Framework versions

  • Transformers 4.57.0
  • Pytorch 2.8.0+cu128
  • Datasets 4.2.0
  • Tokenizers 0.22.1
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Evaluation results