metadata
license: apache-2.0
base_model: google/flan-t5-small
tags:
- generated_from_trainer
model-index:
- name: multiclass_vulnerability_classifier
results: []
multiclass_vulnerability_classifier
This model is a fine-tuned version of google/flan-t5-small on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.0699
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-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| No log | 1.0 | 41 | 30.4020 |
| No log | 2.0 | 82 | 9.8970 |
| No log | 3.0 | 123 | 5.3734 |
| No log | 4.0 | 164 | 4.3631 |
| No log | 5.0 | 205 | 3.9439 |
| No log | 6.0 | 246 | 3.5538 |
| No log | 7.0 | 287 | 3.1623 |
| No log | 8.0 | 328 | 2.7757 |
| No log | 9.0 | 369 | 2.4235 |
| No log | 10.0 | 410 | 2.1290 |
| No log | 11.0 | 451 | 1.8848 |
| No log | 12.0 | 492 | 1.6854 |
| 8.4834 | 13.0 | 533 | 1.5165 |
| 8.4834 | 14.0 | 574 | 1.3829 |
| 8.4834 | 15.0 | 615 | 1.2813 |
| 8.4834 | 16.0 | 656 | 1.2007 |
| 8.4834 | 17.0 | 697 | 1.1428 |
| 8.4834 | 18.0 | 738 | 1.1028 |
| 8.4834 | 19.0 | 779 | 1.0779 |
| 8.4834 | 20.0 | 820 | 1.0699 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1