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# SQL_Tuning_runpod

This model is a fine-tuned version of [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0452
- Bleu: 44.1094
- Gen Len: 18.9135

## 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: 0.0001
- train_batch_size: 16
- eval_batch_size: 16
- 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 | Bleu    | Gen Len |
|:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|
| 0.2746        | 0.08  | 1000  | 0.1082          | 42.9089 | 18.9275 |
| 0.1472        | 0.15  | 2000  | 0.0852          | 43.3232 | 18.9021 |
| 0.1233        | 0.23  | 3000  | 0.0736          | 43.5297 | 18.915  |
| 0.1121        | 0.31  | 4000  | 0.0662          | 43.6957 | 18.9164 |
| 0.1           | 0.39  | 5000  | 0.0611          | 43.8882 | 18.9131 |
| 0.092         | 0.46  | 6000  | 0.0576          | 43.9239 | 18.9136 |
| 0.0874        | 0.54  | 7000  | 0.0531          | 43.8973 | 18.9138 |
| 0.0824        | 0.62  | 8000  | 0.0515          | 43.9284 | 18.911  |
| 0.0788        | 0.69  | 9000  | 0.0495          | 43.9772 | 18.9131 |
| 0.0765        | 0.77  | 10000 | 0.0472          | 44.057  | 18.9152 |
| 0.0723        | 0.85  | 11000 | 0.0463          | 44.0788 | 18.915  |
| 0.0708        | 0.93  | 12000 | 0.0452          | 44.1094 | 18.9135 |


### Framework versions

- Transformers 4.33.3
- Pytorch 2.1.0.dev20230322+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "metrics": ["bleu"], "base_model": "google/flan-t5-base", "model-index": [{"name": "SQL_Tuning_runpod", "results": []}]}
transformers pytorch t5 text2text-generation generated_from_trainer base_model:google/flan-t5-base license:apache-2.0 autotrain_compatible endpoints_compatible text-generation-inference region:us