1d8adfba175c877c0d15fc4289d7458e

This model is a fine-tuned version of meta-llama/Llama-3.2-3B on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:

  • Loss: 4.7187
  • Data Size: 1.0
  • Epoch Runtime: 1051.5190
  • Accuracy: 0.6387
  • F1 Macro: 0.5707

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 8.6758 0 67.8584 0.2345 0.1423
No log 1 1973 6.4235 0.0078 76.1140 0.2948 0.1473
0.2409 2 3946 6.2780 0.0156 85.0401 0.3853 0.1112
4.943 3 5919 4.6684 0.0312 103.7921 0.5096 0.3337
4.3992 4 7892 3.9270 0.0625 134.8878 0.5967 0.4505
3.6998 5 9865 3.5557 0.125 199.0520 0.6336 0.5083
3.6085 6 11838 3.6052 0.25 321.6011 0.6284 0.4421
3.5503 7 13811 3.2257 0.5 568.6083 0.6653 0.5589
3.2269 8.0 15784 3.2006 1.0 1056.6024 0.6601 0.5812
2.6516 9.0 17757 3.4675 1.0 1049.3552 0.6547 0.5335
2.296 10.0 19730 3.5568 1.0 1053.2807 0.6335 0.5846
1.7596 11.0 21703 4.1567 1.0 1053.0386 0.6430 0.5651
1.4382 12.0 23676 4.7187 1.0 1051.5190 0.6387 0.5707

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