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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Base model
google/flan-t5-base