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End of training

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README.md ADDED
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+ ---
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+ library_name: transformers
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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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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: etsy-room-classifier
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+ results: []
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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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+ # etsy-room-classifier
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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 an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.0884
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+ - Accuracy: 0.75
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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: 1e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 16
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+ - seed: 2025
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+ - distributed_type: multi-GPU
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+ - gradient_accumulation_steps: 4
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+ - total_train_batch_size: 64
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_ratio: 0.1
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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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+ | 1.7984 | 1.0 | 12 | 1.7703 | 0.2 |
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+ | 1.7678 | 2.0 | 24 | 1.7096 | 0.45 |
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+ | 1.6943 | 3.0 | 36 | 1.6088 | 0.525 |
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+ | 1.6284 | 4.0 | 48 | 1.5027 | 0.575 |
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+ | 1.4732 | 5.0 | 60 | 1.4243 | 0.55 |
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+ | 1.4102 | 6.0 | 72 | 1.3879 | 0.55 |
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+ | 1.3583 | 7.0 | 84 | 1.3096 | 0.625 |
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+ | 1.2844 | 8.0 | 96 | 1.2460 | 0.675 |
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+ | 1.2383 | 9.0 | 108 | 1.1915 | 0.7 |
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+ | 1.1613 | 10.0 | 120 | 1.1863 | 0.65 |
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+ | 1.1508 | 11.0 | 132 | 1.1619 | 0.775 |
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+ | 1.0836 | 12.0 | 144 | 1.1397 | 0.8 |
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+ | 1.115 | 13.0 | 156 | 1.1122 | 0.75 |
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+ | 1.0829 | 14.0 | 168 | 1.0820 | 0.8 |
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+ | 1.0483 | 15.0 | 180 | 1.0884 | 0.75 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.54.1
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+ - Pytorch 2.3.1+cu121
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+ - Datasets 2.19.1
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+ - Tokenizers 0.21.4
config.json ADDED
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+ {
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+ "architectures": [
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+ "ViTForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "encoder_stride": 16,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "bathroom",
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+ "1": "bedroom",
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+ "2": "hallway",
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+ "3": "kitchen",
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+ "4": "other",
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+ "5": "toilet"
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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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+ "bathroom": "0",
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+ "bedroom": "1",
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+ "hallway": "2",
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+ "kitchen": "3",
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+ "other": "4",
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+ "toilet": "5"
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "model_type": "vit",
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+ "num_attention_heads": 12,
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+ "num_channels": 3,
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+ "num_hidden_layers": 12,
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+ "patch_size": 16,
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+ "pooler_act": "tanh",
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+ "pooler_output_size": 768,
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+ "problem_type": "single_label_classification",
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+ "qkv_bias": true,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.54.1"
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+ }
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