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convnextv2-tiny-22k-384-finetuned-spiderTraining5-100
zkdeng/convnextv2-tiny-22k-384-finetuned-spiderTraining5-100
convnextv2-tiny-22k-384-finetuned-spiderTraining5-100 is a machine learning model from zkdeng. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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
- License
- apache-2.0
- Model type
- convnextv2
- Access
- Public
- Created
- Aug 8, 2024
- Updated
- Aug 19, 2024
- SHA
- 8b8c690d
Base models
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. -->
convnextv2-tiny-22k-384-finetuned-spiderTraining5-100
This model is a fine-tuned version of facebook/convnextv2-tiny-22k-384 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.7208
- Accuracy: 0.88
- Precision: 0.8822
- Recall: 0.8936
- F1: 0.8805
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: 3e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| No log | 0.96 | 6 | 1.3602 | 0.52 | 0.5198 | 0.5390 | 0.5169 |
| 1.4377 | 1.92 | 12 | 1.0444 | 0.78 | 0.7903 | 0.7869 | 0.7804 |
| 1.4377 | 2.88 | 18 | 0.8560 | 0.86 | 0.8636 | 0.8736 | 0.8598 |
| 0.9338 | 4.0 | 25 | 0.7443 | 0.86 | 0.8636 | 0.8736 | 0.8598 |
| 0.7051 | 4.8 | 30 | 0.7208 | 0.88 | 0.8822 | 0.8936 | 0.8805 |
Framework versions
- Transformers 4.33.3
- Pytorch 2.0.1+cu117
- Datasets 2.14.5
- Tokenizers 0.13.3
- Type
- convnextv2
- License
- apache-2.0
- Created
- Aug 8, 2024
- Updated
- Aug 19, 2024