2fb00c07af9fde77ada4fac5b6f761bd

This model is a fine-tuned version of facebook/opt-350m on the fancyzhx/dbpedia_14 dataset. It achieves the following results on the evaluation set:

  • Loss: 2.7835
  • Data Size: 1.0
  • Epoch Runtime: 2352.1868
  • Accuracy: 0.0714
  • F1 Macro: 0.0095
  • Rouge1: 0.0714
  • Rouge2: 0.0
  • Rougel: 0.0715
  • Rougelsum: 0.0715

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 Rouge1 Rouge2 Rougel Rougelsum
No log 0 0 5.9935 0 92.1383 0.0704 0.0156 0.0703 0.0 0.0703 0.0704
0.1969 1 17500 0.1958 0.0078 109.8444 0.9605 0.9609 0.9605 0.0 0.9605 0.9605
0.1439 2 35000 0.1381 0.0156 127.6806 0.9698 0.9699 0.9698 0.0 0.9698 0.9698
0.1262 3 52500 0.1211 0.0312 164.6352 0.9748 0.9747 0.9748 0.0 0.9748 0.9749
0.0971 4 70000 0.1028 0.0625 235.5978 0.9786 0.9786 0.9786 0.0 0.9786 0.9786
0.1033 5 87500 0.0981 0.125 392.0049 0.9818 0.9818 0.9818 0.0 0.9818 0.9818
0.0807 6 105000 0.0891 0.25 673.8544 0.9798 0.9798 0.9799 0.0 0.9798 0.9798
0.0005 7 122500 0.0998 0.5 1267.1619 0.9811 0.9811 0.9811 0.0 0.9811 0.9811
0.1446 8.0 140000 0.1645 1.0 2428.5318 0.9708 0.9707 0.9708 0.0 0.9707 0.9708
2.6426 9.0 157500 2.6406 1.0 2361.4716 0.0714 0.0095 0.0715 0.0 0.0714 0.0715
2.6383 10.0 175000 2.7835 1.0 2352.1868 0.0714 0.0095 0.0714 0.0 0.0715 0.0715

Framework versions

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