Downloads · 30 days
4
16% of all-time downloads
data_laundry_overfit
faridlazuarda/data_laundry_overfit
data_laundry_overfit is a text classification model from faridlazuarda. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
All-time downloads
25
Public
Repo size
34.1 MB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin17.1 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Mar 4, 2024
- Updated
- Mar 4, 2024
- SHA
- df50960b
Try a prompt
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
data_laundry_overfit
This model is a fine-tuned version of on the massive dataset. It achieves the following results on the evaluation set:
- Loss: 0.2741
- F1: 0.8409
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: 0.001
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| 2.0152 | 0.5 | 719 | 1.6692 | 0.1490 |
| 1.2914 | 1.0 | 1438 | 1.1704 | 0.3762 |
| 0.9003 | 1.5 | 2157 | 0.8507 | 0.5577 |
| 0.7424 | 2.0 | 2876 | 0.7135 | 0.6170 |
| 0.6001 | 2.5 | 3595 | 0.5912 | 0.7081 |
| 0.5369 | 3.0 | 4314 | 0.5353 | 0.7263 |
| 0.4626 | 3.5 | 5033 | 0.4711 | 0.7571 |
| 0.4498 | 3.99 | 5752 | 0.4430 | 0.7475 |
| 0.402 | 4.49 | 6471 | 0.4032 | 0.7896 |
| 0.3815 | 4.99 | 7190 | 0.3814 | 0.7931 |
| 0.3454 | 5.49 | 7909 | 0.3721 | 0.8053 |
| 0.3409 | 5.99 | 8628 | 0.3462 | 0.8087 |
| 0.3101 | 6.49 | 9347 | 0.3301 | 0.8184 |
| 0.2946 | 6.99 | 10066 | 0.3154 | 0.8210 |
| 0.276 | 7.49 | 10785 | 0.3087 | 0.8243 |
| 0.2711 | 7.99 | 11504 | 0.2943 | 0.8355 |
| 0.2507 | 8.49 | 12223 | 0.2899 | 0.8330 |
| 0.2525 | 8.99 | 12942 | 0.2837 | 0.8372 |
| 0.237 | 9.49 | 13661 | 0.2767 | 0.8376 |
| 0.2316 | 9.99 | 14380 | 0.2741 | 0.8409 |
Framework versions
- Transformers 4.34.0.dev0
- Pytorch 2.0.1+cu117
- Datasets 2.14.5
- Tokenizers 0.14.0
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Mar 4, 2024
- Updated
- Mar 4, 2024