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canine_vowelizer_0706_v4
Buseak/canine_vowelizer_0706_v4
canine_vowelizer_0706_v4 is a token classification model from Buseak. Use it when you need labels on individual words, such as names. 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. --
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At a glance
- Task
- Token Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- canine
- Access
- Public
- Created
- Jul 25, 2023
- Updated
- Jul 25, 2023
- SHA
- acc5dcdd
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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. -->
canine_vowelizer_0706_v4
This model is a fine-tuned version of google/canine-s on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1450
- Precision: 1.0000
- Recall: 1.0
- F1: 1.0000
- Accuracy: 0.9775
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: 4
- eval_batch_size: 4
- seed: 42
- 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 | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.1088 | 1.0 | 1951 | 0.1144 | 0.9999 | 1.0 | 1.0000 | 0.9628 |
| 0.1009 | 2.0 | 3902 | 0.1023 | 0.9999 | 1.0 | 1.0000 | 0.9657 |
| 0.0917 | 3.0 | 5853 | 0.0985 | 1.0000 | 1.0 | 1.0000 | 0.9690 |
| 0.0757 | 4.0 | 7804 | 0.0928 | 1.0000 | 1.0000 | 1.0000 | 0.9712 |
| 0.0635 | 5.0 | 9755 | 0.0932 | 0.9999 | 1.0 | 1.0000 | 0.9725 |
| 0.0542 | 6.0 | 11706 | 0.0943 | 0.9999 | 1.0000 | 1.0000 | 0.9735 |
| 0.0453 | 7.0 | 13657 | 0.0980 | 1.0000 | 1.0000 | 1.0000 | 0.9738 |
| 0.0369 | 8.0 | 15608 | 0.1037 | 1.0000 | 1.0 | 1.0000 | 0.9750 |
| 0.0308 | 9.0 | 17559 | 0.1056 | 1.0000 | 1.0000 | 1.0000 | 0.9747 |
| 0.0275 | 10.0 | 19510 | 0.1138 | 1.0000 | 1.0 | 1.0000 | 0.9757 |
| 0.0222 | 11.0 | 21461 | 0.1187 | 1.0000 | 1.0 | 1.0000 | 0.9757 |
| 0.0185 | 12.0 | 23412 | 0.1201 | 1.0000 | 1.0000 | 1.0000 | 0.9761 |
| 0.0166 | 13.0 | 25363 | 0.1239 | 1.0000 | 1.0000 | 1.0000 | 0.9764 |
| 0.0146 | 14.0 | 27314 | 0.1302 | 1.0000 | 1.0 | 1.0000 | 0.9768 |
| 0.0112 | 15.0 | 29265 | 0.1351 | 1.0000 | 1.0000 | 1.0000 | 0.9768 |
| 0.0104 | 16.0 | 31216 | 0.1386 | 1.0000 | 1.0 | 1.0000 | 0.9769 |
| 0.0092 | 17.0 | 33167 | 0.1379 | 1.0000 | 1.0 | 1.0000 | 0.9771 |
| 0.0079 | 18.0 | 35118 | 0.1453 | 1.0000 | 1.0 | 1.0000 | 0.9771 |
| 0.0071 | 19.0 | 37069 | 0.1444 | 1.0000 | 1.0 | 1.0000 | 0.9775 |
| 0.0067 | 20.0 | 39020 | 0.1450 | 1.0000 | 1.0 | 1.0000 | 0.9775 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.0
- Tokenizers 0.13.3
- Task
- Token Classification
- Library
- transformers
- Type
- canine
- License
- apache-2.0
- Created
- Jul 25, 2023
- Updated
- Jul 25, 2023