flan-t5-large-train_r_aug-tqa

This model is a fine-tuned version of google/flan-t5-large on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6242
  • Model Preparation Time: 0.0137
  • Gen Len: 45.6732

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: 2
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 2
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 8
  • total_eval_batch_size: 16
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 3.0

Training results

Training Loss Epoch Step Validation Loss Model Preparation Time Gen Len
0.8038 0.1659 1000 0.6971 0.0137 44.2541
0.8712 0.3319 2000 0.6793 0.0137 47.4154
0.7521 0.4978 3000 0.6684 0.0137 41.3979
0.6859 0.6638 4000 0.6545 0.0137 45.1304
0.7234 0.8297 5000 0.6476 0.0137 45.7875
0.7439 0.9957 6000 0.6396 0.0137 40.4657
0.6351 1.1616 7000 0.6441 0.0137 42.3456
0.6851 1.3276 8000 0.6383 0.0137 43.8663
0.6932 1.4935 9000 0.6330 0.0137 45.9931
0.6506 1.6595 10000 0.6318 0.0137 42.6188
0.6577 1.8254 11000 0.6277 0.0137 45.5687
0.6659 1.9914 12000 0.6242 0.0137 45.6732
0.5711 2.1573 13000 0.6308 0.0137 45.9669
0.5918 2.3233 14000 0.6282 0.0137 44.9547
0.6076 2.4892 15000 0.6291 0.0137 43.6648
0.5828 2.6552 16000 0.6272 0.0137 43.8111
0.6006 2.8211 17000 0.6256 0.0137 44.7149
0.554 2.9871 18000 0.6251 0.0137 44.5414

Framework versions

  • Transformers 4.47.0
  • Pytorch 2.4.0
  • Datasets 3.1.0
  • Tokenizers 0.21.0
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