Update config.json
Browse files- config.json +44 -2
config.json
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"model_name": "Densenet169_pnuemonia_binaryclassification",
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"architecture": "densenet169",
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"task": "image-classification",
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"model_name": "Densenet169_pnuemonia_binaryclassification",
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"architecture": "densenet169",
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"task": "image-classification",
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"num_labels": 2,
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"label2id": {
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"Normal": 0,
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"Pneumonia": 1
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},
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"id2label": {
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"0": "Normal",
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"1": "Pneumonia"
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},
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"input_size": [224, 224],
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"pretrained": true,
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"weights": "models.DenseNet169_Weights.DEFAULT",
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"classifier_dropout": 0.4,
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"batch_size": 128,
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"epochs": 30,
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"optimizer": "Lion",
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"scheduler": "OneCycleLR",
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"learning_rate": {
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"features_lr": 7e-5,
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"classifier_lr": 1e-4
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},
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"loss_function": "FocalLoss",
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"focal_loss_params": {
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"alpha": 2.5,
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"gamma": 2
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},
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"augmentation": {
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"resize": [224, 224],
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"random_flip": 0.3,
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"random_affine": {
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"degrees": [-15, 15],
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"translate": [0.1, 0.1],
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"scale": [0.85, 1.15]
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},
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"random_color_jitter": {
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"brightness": 0.2,
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"contrast": 0.2
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},
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"random_blur": 0.2,
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"random_erasing": 0.1
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},
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"early_stopping_patience": 7,
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"device": "cuda"
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}
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