Training in progress, epoch 1
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README.md
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---
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license: apache-2.0
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tags:
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- image-classification
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- vision
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- generated_from_trainer
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datasets:
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- beans
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metrics:
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- accuracy
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model-index:
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- name: vit-base-beans
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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: beans
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type: beans
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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: 0.9924812030075187
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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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# vit-base-beans
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This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the beans dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0689
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- Accuracy: 0.9925
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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: 2e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 1337
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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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- num_epochs: 5.0
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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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| 0.2977 | 1.0 | 130 | 0.2471 | 0.9549 |
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| 0.1946 | 2.0 | 260 | 0.1635 | 0.9474 |
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| 0.2001 | 3.0 | 390 | 0.1056 | 0.9699 |
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| 0.0826 | 4.0 | 520 | 0.0874 | 0.9850 |
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| 0.0827 | 5.0 | 650 | 0.0689 | 0.9925 |
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### Framework versions
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- Transformers 4.31.0.dev0
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- Pytorch 1.8.2
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- Datasets 2.12.0
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- Tokenizers 0.13.3
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all_results.json
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{
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"epoch": 5.0,
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"eval_accuracy": 0.9924812030075187,
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"eval_loss": 0.06893298774957657,
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"eval_runtime": 1.5527,
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"eval_samples_per_second": 85.66,
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"eval_steps_per_second": 10.949,
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"train_loss": 0.22661718891217159,
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"train_runtime": 210.11,
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"train_samples_per_second": 24.606,
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"train_steps_per_second": 3.094
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}
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config.json
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"patch_size": 14,
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"problem_type": "single_label_classification",
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"qkv_bias": true,
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"torch_dtype": "
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"transformers_version": "4.31.0.dev0"
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}
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"patch_size": 14,
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"problem_type": "single_label_classification",
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