End of training
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README.md
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---
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license: apache-2.0
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base_model: microsoft/swinv2-base-patch4-window8-256
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tags:
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- generated_from_trainer
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datasets:
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- imagefolder
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metrics:
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- accuracy
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model-index:
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- name: swinv2-base-patch4-window8-256-Kaggle_test_20231120
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results:
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- task:
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name: Image Classification
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type: image-classification
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dataset:
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name: imagefolder
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type: imagefolder
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config: default
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split: validation
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args: default
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.936830835117773
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# swinv2-base-patch4-window8-256-Kaggle_test_20231120
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This model is a fine-tuned version of [microsoft/swinv2-base-patch4-window8-256](https://huggingface.co/microsoft/swinv2-base-patch4-window8-256) on the imagefolder dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1843
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- Accuracy: 0.9368
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0001
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 64
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 0.2115 | 0.99 | 44 | 0.1843 | 0.9368 |
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| 0.1445 | 1.99 | 88 | 0.1849 | 0.9368 |
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| 0.109 | 2.98 | 132 | 0.1720 | 0.9368 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu118
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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all_results.json
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{
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"epoch": 2.98,
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"eval_accuracy": 0.936830835117773,
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"eval_loss": 0.18430249392986298,
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"eval_runtime": 26.2491,
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"eval_samples_per_second": 35.582,
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"eval_steps_per_second": 2.248
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}
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eval_results.json
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{
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"epoch": 2.98,
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"eval_accuracy": 0.936830835117773,
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"eval_loss": 0.18430249392986298,
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"eval_runtime": 26.2491,
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"eval_samples_per_second": 35.582,
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"eval_steps_per_second": 2.248
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}
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model.safetensors
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runs/Nov20_09-41-11_2c0579f8ed20/events.out.tfevents.1700473281.2c0579f8ed20.1161.12
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runs/Nov20_09-41-11_2c0579f8ed20/events.out.tfevents.1700473977.2c0579f8ed20.1161.13
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