Ghiffari4869 commited on
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End of training

Browse files
README.md CHANGED
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  ---
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- license: mit
 
 
 
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  datasets:
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- - Ghiffari4869/pipefail
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- language:
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- - en
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  metrics:
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  - accuracy
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- library_name: transformers
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- pipeline_tag: image-classification
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- tags:
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- - not-for-all-audiences
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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: pipe-failure_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: 1.0
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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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+ # pipe-failure_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: 0.0255
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+ - Accuracy: 1.0
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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: 20
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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 | 15 | 0.0516 | 0.9867 |
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+ | No log | 2.0 | 30 | 0.0441 | 0.9867 |
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+ | No log | 3.0 | 45 | 0.0497 | 0.9733 |
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+ | No log | 4.0 | 60 | 0.0464 | 0.9867 |
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+ | No log | 5.0 | 75 | 0.0677 | 0.9867 |
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+ | No log | 6.0 | 90 | 0.0208 | 1.0 |
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+ | No log | 7.0 | 105 | 0.0183 | 1.0 |
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+ | No log | 8.0 | 120 | 0.0943 | 0.9733 |
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+ | No log | 9.0 | 135 | 0.0216 | 1.0 |
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+ | No log | 10.0 | 150 | 0.0148 | 1.0 |
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+ | No log | 11.0 | 165 | 0.0144 | 1.0 |
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+ | No log | 12.0 | 180 | 0.0188 | 1.0 |
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+ | No log | 13.0 | 195 | 0.0602 | 0.9867 |
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+ | No log | 14.0 | 210 | 0.0882 | 0.9733 |
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+ | No log | 15.0 | 225 | 0.0314 | 0.9867 |
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+ | No log | 16.0 | 240 | 0.0127 | 1.0 |
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+ | No log | 17.0 | 255 | 0.0119 | 1.0 |
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+ | No log | 18.0 | 270 | 0.0117 | 1.0 |
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+ | No log | 19.0 | 285 | 0.0114 | 1.0 |
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+ | No log | 20.0 | 300 | 0.0131 | 1.0 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.38.2
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+ - Pytorch 2.2.1+cu121
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+ - Datasets 2.18.0
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+ - Tokenizers 0.15.2
config.json CHANGED
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  "hidden_size": 768,
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  "id2label": {
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  "0": "burst",
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- "1": "welding flaws"
 
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  },
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  "image_size": 224,
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  "initializer_range": 0.02,
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  "intermediate_size": 3072,
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  "label2id": {
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  "burst": "0",
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- "welding flaws": "1"
 
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  },
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  "layer_norm_eps": 1e-12,
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  "model_type": "vit",
 
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  "hidden_size": 768,
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  "id2label": {
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  "0": "burst",
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+ "1": "rust",
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+ "2": "weld defect"
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  },
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  "image_size": 224,
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  "initializer_range": 0.02,
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  "intermediate_size": 3072,
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  "label2id": {
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  "burst": "0",
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+ "rust": "1",
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+ "weld defect": "2"
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  },
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  "layer_norm_eps": 1e-12,
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  "model_type": "vit",
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