Downloads · 30 days
6
2% of all-time downloads
ikitracs_mitigation
ilaria-oneofftech/ikitracs_mitigation
ikitracs_mitigation is a text classification model from ilaria-oneofftech. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
All-time downloads
338
Public
Repo size
11 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin438 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- mpnet
- Access
- Public
- Created
- May 29, 2023
- Updated
- May 29, 2023
- SHA
- e03bfb44
Try a prompt
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. -->
ikitracs_mitigation
This model is a fine-tuned version of sentence-transformers/all-mpnet-base-v2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.7245
- F1-score: 0.2177
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: 9.24e-05
- train_batch_size: 3
- eval_batch_size: 3
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 6
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 300
- num_epochs: 8
Training results
| Training Loss | Epoch | Step | Validation Loss | F1-score |
|---|---|---|---|---|
| 1.2983 | 1.0 | 207 | 1.0239 | 0.1101 |
| 1.0475 | 2.0 | 414 | 0.9027 | 0.1449 |
| 0.9095 | 3.0 | 621 | 0.8214 | 0.1646 |
| 0.7996 | 4.0 | 828 | 0.8772 | 0.1629 |
| 0.6585 | 5.0 | 1035 | 0.7504 | 0.2025 |
| 0.5473 | 6.0 | 1242 | 0.8324 | 0.2144 |
| 0.4423 | 7.0 | 1449 | 0.6799 | 0.2176 |
| 0.3741 | 8.0 | 1656 | 0.7245 | 0.2177 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.1+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- mpnet
- License
- apache-2.0
- Created
- May 29, 2023
- Updated
- May 29, 2023