6b5671fa58dfcf87f1e0395d2fbaa316

This model is a fine-tuned version of facebook/opt-125m on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5226
  • Data Size: 1.0
  • Epoch Runtime: 53.5998
  • Accuracy: 0.8871
  • F1 Macro: 0.8873

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 3.1454 0 4.6086 0.0575 0.0313
No log 1 499 3.0989 0.0078 5.0792 0.0701 0.0459
0.0313 2 998 2.8638 0.0156 5.3439 0.1346 0.0952
0.0529 3 1497 1.4615 0.0312 6.4227 0.5209 0.4721
0.0684 4 1996 0.7903 0.0625 7.9412 0.7205 0.7079
0.783 5 2495 0.6778 0.125 11.1595 0.7863 0.7890
0.5063 6 2994 0.5992 0.25 17.2904 0.8145 0.8114
0.3918 7 3493 0.4005 0.5 29.6062 0.8662 0.8669
0.2969 8.0 3992 0.3616 1.0 53.8036 0.8808 0.8808
0.2446 9.0 4491 0.3890 1.0 53.8079 0.8783 0.8771
0.136 10.0 4990 0.4394 1.0 53.7154 0.8823 0.8807
0.1189 11.0 5489 0.4702 1.0 54.3447 0.8833 0.8834
0.1124 12.0 5988 0.5226 1.0 53.5998 0.8871 0.8873

Framework versions

  • Transformers 4.57.0
  • Pytorch 2.8.0+cu128
  • Datasets 4.3.0
  • Tokenizers 0.22.1
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