Model save
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README.md
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---
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base_model: openai/clip-vit-base-patch32
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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: ktp-crop-clip
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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: 0.9864864864864865
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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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# ktp-crop-clip
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This model is a fine-tuned version of [openai/clip-vit-base-patch32](https://huggingface.co/openai/clip-vit-base-patch32) on the imagefolder dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1223
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- Accuracy: 0.9865
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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: 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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- 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: 20
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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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| No log | 0.96 | 6 | 0.8954 | 0.5270 |
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| 0.7112 | 1.92 | 12 | 0.6729 | 0.5405 |
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| 0.7112 | 2.88 | 18 | 0.6407 | 0.7297 |
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| 0.4413 | 4.0 | 25 | 0.1279 | 0.9459 |
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| 0.0935 | 4.96 | 31 | 0.1436 | 0.9730 |
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| 0.0935 | 5.92 | 37 | 0.0021 | 1.0 |
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| 0.0697 | 6.88 | 43 | 0.2862 | 0.9459 |
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| 0.161 | 8.0 | 50 | 0.0843 | 0.9595 |
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| 0.161 | 8.96 | 56 | 0.2255 | 0.9459 |
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| 0.0061 | 9.92 | 62 | 0.4678 | 0.9054 |
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| 0.0061 | 10.88 | 68 | 0.3299 | 0.9189 |
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| 0.0309 | 12.0 | 75 | 0.5189 | 0.9189 |
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| 0.0025 | 12.96 | 81 | 0.0850 | 0.9865 |
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| 0.0025 | 13.92 | 87 | 0.0720 | 0.9865 |
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| 0.0042 | 14.88 | 93 | 0.0745 | 0.9865 |
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| 0.0002 | 16.0 | 100 | 0.0869 | 0.9865 |
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| 0.0002 | 16.96 | 106 | 0.0895 | 0.9865 |
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| 0.0001 | 17.92 | 112 | 0.1127 | 0.9865 |
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| 0.0001 | 18.88 | 118 | 0.1219 | 0.9865 |
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| 0.0 | 19.2 | 120 | 0.1223 | 0.9865 |
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### Framework versions
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- Transformers 4.41.2
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- Pytorch 2.1.2
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- Datasets 2.19.2
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- Tokenizers 0.19.1
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model.safetensors
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runs/Jul03_08-10-40_199eb666e01e/events.out.tfevents.1719994251.199eb666e01e.34.4
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