han745
Browse files- README.md +62 -0
- config.json +34 -0
- model.safetensors +3 -0
- preprocessor_config.json +22 -0
- runs/Oct08_06-07-30_e4c42b7966c2/events.out.tfevents.1728367653.e4c42b7966c2.183.0 +3 -0
- training_args.bin +3 -0
README.md
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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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- LMH
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- 3_class
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- ViT
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- generated_from_trainer
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model-index:
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- name: ViT_beans
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results: []
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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_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: 0.7275
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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: 64
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- eval_batch_size: 64
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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: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| No log | 1.0 | 17 | 0.8169 |
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| No log | 2.0 | 34 | 0.7275 |
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### Framework versions
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- Transformers 4.44.2
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- Pytorch 2.4.1+cu121
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- Datasets 3.0.1
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "google/vit-base-patch16-224-in21k",
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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": "angular_leaf_spot",
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"1": "bean_rust",
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"2": "healthy"
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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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"angular_leaf_spot": "0",
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"bean_rust": "1",
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"healthy": "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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"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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"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": "4.44.2"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d01eb103fe24558b9664cdf9fc641bdb5c53ecc594e98d4407d4d76f22dd70de
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size 343227052
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preprocessor_config.json
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{
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"do_normalize": true,
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"do_rescale": true,
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"do_resize": true,
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"image_mean": [
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0.5,
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0.5,
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0.5
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],
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"image_processor_type": "ViTFeatureExtractor",
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"image_std": [
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0.5,
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0.5,
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0.5
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],
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"resample": 2,
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"rescale_factor": 0.00392156862745098,
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"size": {
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"height": 224,
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"width": 224
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}
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}
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runs/Oct08_06-07-30_e4c42b7966c2/events.out.tfevents.1728367653.e4c42b7966c2.183.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:4c15a16cdbbe7c9632c163f9a09016f594fd6eab3eb6e41f69e1a13325081658
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size 5833
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:4ce3080f3c6f34c1de9f51baa873013f5375054f9c670bdc38d1281b49631893
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size 5176
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