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End of training

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: google/vit-base-patch16-224-in21k
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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: vit-emotion_classification
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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: train
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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: 0.59375
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+ ---
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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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+
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+ # vit-emotion_classification
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+
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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 imagefolder dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.2112
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+ - Accuracy: 0.5938
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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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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+ - 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: 15
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|
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+ | No log | 1.0 | 40 | 1.8928 | 0.375 |
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+ | No log | 2.0 | 80 | 1.5709 | 0.375 |
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+ | No log | 3.0 | 120 | 1.4385 | 0.4938 |
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+ | No log | 4.0 | 160 | 1.3183 | 0.5437 |
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+ | No log | 5.0 | 200 | 1.2514 | 0.5813 |
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+ | No log | 6.0 | 240 | 1.2412 | 0.5563 |
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+ | No log | 7.0 | 280 | 1.2048 | 0.5875 |
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+ | No log | 8.0 | 320 | 1.1530 | 0.6188 |
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+ | No log | 9.0 | 360 | 1.1870 | 0.55 |
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+ | No log | 10.0 | 400 | 1.2160 | 0.5563 |
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+ | No log | 11.0 | 440 | 1.1182 | 0.5563 |
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+ | No log | 12.0 | 480 | 1.1162 | 0.5938 |
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+ | 1.0857 | 13.0 | 520 | 1.0960 | 0.6312 |
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+ | 1.0857 | 14.0 | 560 | 1.1724 | 0.55 |
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+ | 1.0857 | 15.0 | 600 | 1.1100 | 0.625 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.37.2
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+ - Pytorch 2.1.0+cu121
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+ - Datasets 2.17.0
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+ - Tokenizers 0.15.2
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