2bb0db9bd915dc8f565ccf36b9bc1817

This model is a fine-tuned version of facebook/opt-350m on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6564
  • Data Size: 1.0
  • Epoch Runtime: 142.7291
  • Accuracy: 0.8952
  • F1 Macro: 0.8928

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 5.0934 0 10.6609 0.0451 0.0183
No log 1 499 4.2240 0.0078 11.8500 0.0902 0.0354
0.0483 2 998 2.8545 0.0156 12.6976 0.1447 0.0917
0.0583 3 1497 1.3402 0.0312 15.5551 0.5587 0.5131
0.057 4 1996 1.0782 0.0625 19.9243 0.6628 0.6383
0.9432 5 2495 0.9467 0.125 28.3133 0.7155 0.7131
0.616 6 2994 0.6047 0.25 45.2688 0.8087 0.8045
0.4779 7 3493 0.5300 0.5 77.7799 0.8425 0.8400
0.337 8.0 3992 0.3920 1.0 142.1769 0.8773 0.8771
0.276 9.0 4491 0.3966 1.0 142.5086 0.8770 0.8738
0.1872 10.0 4990 0.5704 1.0 142.5976 0.8700 0.8689
0.1943 11.0 5489 0.5666 1.0 142.9747 0.8695 0.8693
0.1588 12.0 5988 0.6564 1.0 142.7291 0.8952 0.8928

Framework versions

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