92968cf61803cd02d245adf8e3723b73

This model is a fine-tuned version of facebook/opt-2.7b on the nyu-mll/glue [cola] dataset. It achieves the following results on the evaluation set:

  • Loss: 0.9233
  • Data Size: 1.0
  • Epoch Runtime: 72.4859
  • Accuracy: 0.6309
  • F1 Macro: 0.5545
  • Rouge1: 0.6299
  • Rouge2: 0.0
  • Rougel: 0.6304
  • Rougelsum: 0.6309

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 0.7377 0 3.1043 0.6680 0.4573 0.6689 0.0 0.6680 0.6670
No log 1 267 0.7526 0.0078 4.5345 0.5771 0.5342 0.5762 0.0 0.5771 0.5771
No log 2 534 0.7467 0.0156 8.4896 0.4424 0.4417 0.4404 0.0 0.4434 0.4434
No log 3 801 0.8867 0.0312 13.9387 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
No log 4 1068 0.6943 0.0625 18.1450 0.5400 0.5059 0.5405 0.0 0.5400 0.5400
0.0443 5 1335 0.7981 0.125 26.5780 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
0.6449 6 1602 0.6380 0.25 34.0990 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
0.6254 7 1869 0.6229 0.5 47.4375 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
0.6234 8.0 2136 0.6131 1.0 74.3336 0.6875 0.4304 0.6875 0.0 0.6875 0.6875
0.5826 9.0 2403 0.6235 1.0 69.3182 0.6494 0.5696 0.6484 0.0 0.6494 0.6484
0.5103 10.0 2670 0.6738 1.0 74.7504 0.6729 0.5538 0.6729 0.0 0.6738 0.6729
0.3934 11.0 2937 0.7409 1.0 69.1825 0.6611 0.5464 0.6606 0.0 0.6611 0.6611
0.3562 12.0 3204 0.9233 1.0 72.4859 0.6309 0.5545 0.6299 0.0 0.6304 0.6309

Framework versions

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