đ flyswot_iiif
This model is a fine - tuned version of [facebook/convnext - base - 224 - 22k](https://huggingface.co/facebook/convnext - base - 224 - 22k), which can potentially provide more accurate results for specific tasks.
đ Quick Start
This model is a fine - tuned version of [facebook/convnext - base - 224 - 22k](https://huggingface.co/facebook/convnext - base - 224 - 22k) on the None dataset.
It achieves the following results on the evaluation set:
đ Documentation
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: 64
- eval_batch_size: 64
- seed: 666
- optimizer: Adam with betas=(0.9,0.999) and epsilon = 1e - 08
- lr_scheduler_type: linear
- num_epochs: 8
- mixed_precision_training: Native AMP
- label_smoothing_factor: 0.1
Training results
| Training Loss |
Epoch |
Step |
Validation Loss |
F1 |
| 8.5184 |
0.26 |
500 |
7.9280 |
0.0005 |
| 7.7409 |
0.52 |
1000 |
7.5824 |
0.0007 |
| 7.4649 |
0.78 |
1500 |
7.3841 |
0.0010 |
| 7.3285 |
1.04 |
2000 |
7.2652 |
0.0012 |
| 7.1404 |
1.3 |
2500 |
7.1559 |
0.0014 |
| 7.0322 |
1.56 |
3000 |
7.0551 |
0.0016 |
| 6.9197 |
1.82 |
3500 |
6.9449 |
0.0019 |
| 6.7822 |
2.09 |
4000 |
6.8773 |
0.0018 |
| 6.6506 |
2.35 |
4500 |
6.7980 |
0.0020 |
| 6.5811 |
2.61 |
5000 |
6.7382 |
0.0022 |
| 6.538 |
2.87 |
5500 |
6.6582 |
0.0022 |
| 6.4136 |
3.13 |
6000 |
6.6013 |
0.0024 |
| 6.3325 |
3.39 |
6500 |
6.5369 |
0.0024 |
| 6.2566 |
3.65 |
7000 |
6.4875 |
0.0025 |
| 6.2285 |
3.91 |
7500 |
6.4342 |
0.0027 |
| 6.1281 |
4.17 |
8000 |
6.4066 |
0.0027 |
| 6.0762 |
4.43 |
8500 |
6.3674 |
0.0027 |
| 6.0309 |
4.69 |
9000 |
6.3336 |
0.0027 |
| 6.0123 |
4.95 |
9500 |
6.2932 |
0.0030 |
| 5.9089 |
5.21 |
10000 |
6.2835 |
0.0029 |
| 5.8901 |
5.47 |
10500 |
6.2481 |
0.0030 |
| 5.86 |
5.74 |
11000 |
6.2295 |
0.0030 |
| 5.8586 |
6.0 |
11500 |
6.2068 |
0.0033 |
| 5.7768 |
6.26 |
12000 |
6.1937 |
0.0031 |
| 5.7591 |
6.52 |
12500 |
6.1916 |
0.0032 |
| 5.7443 |
6.78 |
13000 |
6.1579 |
0.0033 |
| 5.7125 |
7.04 |
13500 |
6.1478 |
0.0033 |
| 5.6751 |
7.3 |
14000 |
6.1379 |
0.0035 |
| 5.6648 |
7.56 |
14500 |
6.1304 |
0.0035 |
| 5.6644 |
7.82 |
15000 |
6.1280 |
0.0034 |
Framework versions
- Transformers 4.17.0.dev0
- Pytorch 1.10.0+cu111
- Datasets 1.18.3
- Tokenizers 0.11.6
đ License
The model is licensed under Apache - 2.0.
| Property |
Details |
| Model Type |
flyswot_iiif |
| Base Model |
facebook/convnext - base - 224 - 22k |
| Metrics |
F1 |
| License |
Apache - 2.0 |
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