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code/FAA2/FAA2.ipynb
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... | @@ -104,20 +104,20 @@ def dict_to_namedtuple(d): | ... | @@ -104,20 +104,20 @@ def dict_to_namedtuple(d): |
104 | 104 | ||
105 | def parse_args(kwargs): | 105 | def parse_args(kwargs): |
106 | # combine with default args | 106 | # combine with default args |
107 | - kwargs['dataset'] = kwargs['dataset'] if 'dataset' in kwargs else 'cifar10' | 107 | + kwargs['dataset'] = kwargs['dataset'] if 'dataset' in kwargs else 'BraTS' |
108 | - kwargs['network'] = kwargs['network'] if 'network' in kwargs else 'resnet_cifar10' | 108 | + kwargs['network'] = kwargs['network'] if 'network' in kwargs else 'resnet50' |
109 | kwargs['optimizer'] = kwargs['optimizer'] if 'optimizer' in kwargs else 'adam' | 109 | kwargs['optimizer'] = kwargs['optimizer'] if 'optimizer' in kwargs else 'adam' |
110 | - kwargs['learning_rate'] = kwargs['learning_rate'] if 'learning_rate' in kwargs else 0.1 | 110 | + kwargs['learning_rate'] = kwargs['learning_rate'] if 'learning_rate' in kwargs else 0.0001 |
111 | kwargs['seed'] = kwargs['seed'] if 'seed' in kwargs else None | 111 | kwargs['seed'] = kwargs['seed'] if 'seed' in kwargs else None |
112 | kwargs['use_cuda'] = kwargs['use_cuda'] if 'use_cuda' in kwargs else True | 112 | kwargs['use_cuda'] = kwargs['use_cuda'] if 'use_cuda' in kwargs else True |
113 | kwargs['use_cuda'] = kwargs['use_cuda'] and torch.cuda.is_available() | 113 | kwargs['use_cuda'] = kwargs['use_cuda'] and torch.cuda.is_available() |
114 | kwargs['num_workers'] = kwargs['num_workers'] if 'num_workers' in kwargs else 4 | 114 | kwargs['num_workers'] = kwargs['num_workers'] if 'num_workers' in kwargs else 4 |
115 | - kwargs['print_step'] = kwargs['print_step'] if 'print_step' in kwargs else 2000 | 115 | + kwargs['print_step'] = kwargs['print_step'] if 'print_step' in kwargs else 500 |
116 | - kwargs['val_step'] = kwargs['val_step'] if 'val_step' in kwargs else 2000 | 116 | + kwargs['val_step'] = kwargs['val_step'] if 'val_step' in kwargs else 500 |
117 | kwargs['scheduler'] = kwargs['scheduler'] if 'scheduler' in kwargs else 'exp' | 117 | kwargs['scheduler'] = kwargs['scheduler'] if 'scheduler' in kwargs else 'exp' |
118 | kwargs['batch_size'] = kwargs['batch_size'] if 'batch_size' in kwargs else 128 | 118 | kwargs['batch_size'] = kwargs['batch_size'] if 'batch_size' in kwargs else 128 |
119 | kwargs['start_step'] = kwargs['start_step'] if 'start_step' in kwargs else 0 | 119 | kwargs['start_step'] = kwargs['start_step'] if 'start_step' in kwargs else 0 |
120 | - kwargs['max_step'] = kwargs['max_step'] if 'max_step' in kwargs else 64000 | 120 | + kwargs['max_step'] = kwargs['max_step'] if 'max_step' in kwargs else 6500 |
121 | kwargs['fast_auto_augment'] = kwargs['fast_auto_augment'] if 'fast_auto_augment' in kwargs else False | 121 | kwargs['fast_auto_augment'] = kwargs['fast_auto_augment'] if 'fast_auto_augment' in kwargs else False |
122 | kwargs['augment_path'] = kwargs['augment_path'] if 'augment_path' in kwargs else None | 122 | kwargs['augment_path'] = kwargs['augment_path'] if 'augment_path' in kwargs else None |
123 | 123 | ... | ... |
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