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flan-t5-base-sql

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

  • Loss: 0.2463

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: 2e-06
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 1

Training results

Training Loss Epoch Step Validation Loss
36.07 0.032 100 28.3961
17.6704 0.064 200 7.5753
5.1571 0.096 300 4.2162
3.7573 0.128 400 2.9984
2.7831 0.16 500 1.7788
2.0308 0.192 600 1.2800
1.5731 0.224 700 0.9554
1.2735 0.256 800 0.7648
1.0347 0.288 900 0.6471
0.886 0.32 1000 0.5424
0.757 0.352 1100 0.4848
0.6731 0.384 1200 0.4293
0.6222 0.416 1300 0.3904
0.55 0.448 1400 0.3609
0.5226 0.48 1500 0.3372
0.4802 0.512 1600 0.3218
0.4653 0.544 1700 0.3076
0.4419 0.576 1800 0.2948
0.4252 0.608 1900 0.2865
0.4009 0.64 2000 0.2780
0.3977 0.672 2100 0.2716
0.3919 0.704 2200 0.2670
0.3788 0.736 2300 0.2618
0.3674 0.768 2400 0.2574
0.359 0.8 2500 0.2543
0.3477 0.832 2600 0.2524
0.3555 0.864 2700 0.2503
0.3461 0.896 2800 0.2482
0.3454 0.928 2900 0.2470
0.3526 0.96 3000 0.2464
0.3464 0.992 3100 0.2463

Framework versions

  • Transformers 4.44.0
  • Pytorch 2.3.1.post300
  • Datasets 2.21.0
  • Tokenizers 0.19.1
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