63a98eda63e5fbc2cdec5b0564ea1a23

This model is a fine-tuned version of facebook/opt-350m on the nyu-mll/glue [stsb] dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6123
  • Data Size: 1.0
  • Epoch Runtime: 29.0491
  • Mse: 0.6126
  • Mae: 0.5883
  • R2: 0.7260

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 Mse Mae R2
No log 0 0 25.4457 0 2.9664 25.4477 4.5155 -10.3837
No log 1 179 18.6834 0.0078 3.3274 18.6837 3.8334 -7.3579
No log 2 358 2.5488 0.0156 3.4913 2.5497 1.3295 -0.1406
No log 3 537 3.2142 0.0312 4.4894 3.2148 1.4542 -0.4381
No log 4 716 1.3107 0.0625 5.5536 1.3111 0.9318 0.4135
No log 5 895 1.0700 0.125 7.2865 1.0703 0.8595 0.5212
0.2005 6 1074 0.7364 0.25 10.4542 0.7369 0.6970 0.6704
0.8128 7 1253 0.6802 0.5 16.9874 0.6803 0.6656 0.6957
0.6184 8.0 1432 0.6413 1.0 29.6578 0.6416 0.6342 0.7130
0.372 9.0 1611 0.5367 1.0 28.9502 0.5370 0.5762 0.7598
0.2577 10.0 1790 0.5563 1.0 28.4188 0.5564 0.5878 0.7511
0.1893 11.0 1969 0.5885 1.0 29.1525 0.5887 0.6265 0.7366
0.1601 12.0 2148 0.7057 1.0 28.6711 0.7058 0.6645 0.6843
0.1365 13.0 2327 0.6123 1.0 29.0491 0.6126 0.5883 0.7260

Framework versions

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