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convnextv2-tiny-22k-384-0.0005-finetuned-spiderTraining50-200
zkdeng/convnextv2-tiny-22k-384-0.0005-finetuned-spiderTraining50-200
convnextv2-tiny-22k-384-0.0005-finetuned-spiderTraining50-200 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 19, 2024
- Updated
- Aug 19, 2024
- SHA
- 05c58a3e
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-384-0.0005-finetuned-spiderTraining50-200
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: 0.4034
- Accuracy: 0.8749
- Precision: 0.8766
- Recall: 0.8751
- F1: 0.8706
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: 0.0005
- 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 |
|---|---|---|---|---|---|---|---|
| 1.8317 | 1.0 | 125 | 1.6632 | 0.5325 | 0.6179 | 0.5325 | 0.5217 |
| 1.0516 | 2.0 | 250 | 0.9029 | 0.7477 | 0.7682 | 0.7483 | 0.7430 |
| 0.6797 | 3.0 | 375 | 0.5972 | 0.8208 | 0.8315 | 0.8163 | 0.8116 |
| 0.4844 | 4.0 | 500 | 0.4654 | 0.8579 | 0.8608 | 0.8595 | 0.8527 |
| 0.338 | 5.0 | 625 | 0.4034 | 0.8749 | 0.8766 | 0.8751 | 0.8706 |
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 19, 2024
- Updated
- Aug 19, 2024