| 1 |  |  | #!/usr/bin/env python | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  | """Tests for Image.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | import copy | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | import sys | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | import tempfile | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | from pathlib import Path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | import nibabel as nib | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  | import numpy as np | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | import pytest | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | import torch | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | import torchio as tio | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | from ..utils import TorchioTestCase | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | class TestImage(TorchioTestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |     """Tests for `Image`.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |     def test_image_not_found(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |         with pytest.raises(FileNotFoundError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |             tio.ScalarImage('nopath') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |     @pytest.mark.skipif(sys.platform == 'win32', reason='Path not valid') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |     def test_wrong_path_value(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |         with pytest.raises(RuntimeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |             tio.ScalarImage('~&./@#"!?X7=+') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |     def test_wrong_path_type(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |         with pytest.raises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |             tio.ScalarImage(5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |     def test_wrong_affine(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |         with pytest.raises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |             tio.ScalarImage(5, affine=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |     def test_tensor_flip(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |         sample_input = torch.ones((4, 30, 30, 30)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |         tio.RandomFlip()(sample_input) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |     def test_tensor_affine(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |         sample_input = torch.ones((4, 10, 10, 10)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |         tio.RandomAffine()(sample_input) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     def test_wrong_scalar_image_type(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |         data = torch.ones((1, 10, 10, 10)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |         with pytest.raises(ValueError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |             tio.ScalarImage(tensor=data, type=tio.LABEL) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |     def test_wrong_label_map_type(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |         data = torch.ones((1, 10, 10, 10)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |         with pytest.raises(ValueError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |             tio.LabelMap(tensor=data, type=tio.INTENSITY) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |     def test_no_input(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         with pytest.raises(ValueError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |             tio.ScalarImage() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |     def test_bad_key(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         with pytest.raises(ValueError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |             tio.ScalarImage(path='', data=5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |     def test_repr(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         subject = tio.Subject( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |             t1=tio.ScalarImage(self.get_image_path('repr_test')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |         assert 'memory' not in repr(subject['t1']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |         subject.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |         assert 'memory' in repr(subject['t1']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |     def test_data_tensor(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |         subject = copy.deepcopy(self.sample_subject) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |         subject.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |         assert subject.t1.data is subject.t1.tensor | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 77 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 78 |  |  |     def test_bad_affine(self): | 
            
                                                                        
                            
            
                                    
            
            
                | 79 |  |  |         with pytest.raises(ValueError): | 
            
                                                                        
                            
            
                                    
            
            
                | 80 |  |  |             tio.ScalarImage(tensor=torch.rand(1, 2, 3, 4), affine=np.eye(3)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |     def test_nans_tensor(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |         tensor = np.random.rand(1, 2, 3, 4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |         tensor[0, 0, 0, 0] = np.nan | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |         with pytest.warns(RuntimeWarning): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |             image = tio.ScalarImage(tensor=tensor, check_nans=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |         image.set_check_nans(False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |     def test_get_center(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |         tensor = torch.rand(1, 3, 3, 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |         image = tio.ScalarImage(tensor=tensor) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |         ras = image.get_center() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |         lps = image.get_center(lps=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |         assert ras == (1, 1, 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |         assert lps == (-1, -1, 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |     def test_with_list_of_missing_files(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |         with pytest.raises(FileNotFoundError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |             tio.ScalarImage(path=['nopath', 'error']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |     def test_with_sequences_of_paths(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |         shape = (5, 5, 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |         path1 = self.get_image_path('path1', shape=shape) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |         path2 = self.get_image_path('path2', shape=shape) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |         paths_tuple = path1, path2 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |         paths_list = list(paths_tuple) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |         for sequence in (paths_tuple, paths_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |             image = tio.ScalarImage(path=sequence) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |             assert image.shape == (2, 5, 5, 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |             assert image[tio.STEM] == ['path1', 'path2'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |     def test_with_a_list_of_images_with_different_shapes(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |         path1 = self.get_image_path('path1', shape=(5, 5, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |         path2 = self.get_image_path('path2', shape=(7, 5, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |         image = tio.ScalarImage(path=[path1, path2]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |         with pytest.raises(RuntimeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |             image.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |     def test_with_a_list_of_images_with_different_affines(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |         path1 = self.get_image_path('path1', spacing=(1, 1, 1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |         path2 = self.get_image_path('path2', spacing=(1, 2, 1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |         image = tio.ScalarImage(path=[path1, path2]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |         with pytest.warns(RuntimeWarning): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |             image.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |     def test_with_a_list_of_2d_paths(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |         shape = (5, 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |         path1 = self.get_image_path('path1', shape=shape, suffix='.nii') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |         path2 = self.get_image_path('path2', shape=shape, suffix='.img') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |         path3 = self.get_image_path('path3', shape=shape, suffix='.hdr') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |         image = tio.ScalarImage(path=[path1, path2, path3]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |         assert image.shape == (3, 5, 6, 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |         assert image[tio.STEM] == ['path1', 'path2', 'path3'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |     def test_axis_name_2d(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |         path = self.get_image_path('im2d', shape=(5, 6)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |         image = tio.ScalarImage(path) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |         height_idx = image.axis_name_to_index('t') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |         width_idx = image.axis_name_to_index('l') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |         assert image.height == image.shape[height_idx] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |         assert image.width == image.shape[width_idx] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |     def test_different_shape(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |         path_1 = self.get_image_path('im_shape1', shape=(5, 5, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |         path_2 = self.get_image_path('im_shape2', shape=(7, 5, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |         image = tio.ScalarImage([path_1, path_2]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |         with pytest.raises(RuntimeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |             image.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |     @pytest.mark.slow | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |     @pytest.mark.skipif(sys.platform == 'win32', reason='Unstable on Windows') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |     def test_plot(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |         image = self.sample_subject.t1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |         image.plot(show=False, output_path=self.dir / 'image.png') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |     def test_data_type_uint16_array(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |         tensor = np.random.rand(1, 3, 3, 3).astype(np.uint16) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |         image = tio.ScalarImage(tensor=tensor) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |         assert image.data.dtype == torch.int32 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |     def test_data_type_uint32_array(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |         tensor = np.random.rand(1, 3, 3, 3).astype(np.uint32) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |         image = tio.ScalarImage(tensor=tensor) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |         assert image.data.dtype == torch.int64 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |     def test_save_image_with_data_type_boolean(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |         tensor = np.random.rand(1, 3, 3, 3).astype(bool) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |         image = tio.ScalarImage(tensor=tensor) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |         image.save(self.dir / 'image.nii') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |     def test_load_uint(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |         affine = np.eye(4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |         for dtype in np.uint16, np.uint32: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |             data = np.ones((3, 3, 3), dtype=dtype) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |             img = nib.Nifti1Image(data, affine) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |             with tempfile.NamedTemporaryFile(suffix='.nii', delete=False) as f: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |                 nib.save(img, f.name) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |                 tio.ScalarImage(f.name).load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |     def test_pil_3d(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |         with pytest.raises(RuntimeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |             tio.ScalarImage(tensor=torch.rand(1, 2, 3, 4)).as_pil() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |     def test_pil_1(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |         tio.ScalarImage(tensor=torch.rand(1, 2, 3, 1)).as_pil() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |     def test_pil_2(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |         with pytest.raises(RuntimeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |             tio.ScalarImage(tensor=torch.rand(2, 2, 3, 1)).as_pil() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |     def test_pil_3(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |         tio.ScalarImage(tensor=torch.rand(3, 2, 3, 1)).as_pil() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |     def test_set_data(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |         im = self.sample_subject.t1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |         with pytest.deprecated_call(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |             im.data = im.data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |     def test_no_type(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |         with pytest.warns(FutureWarning): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |             tio.Image(tensor=torch.rand(1, 2, 3, 4)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |     def test_custom_reader(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |         path = self.dir / 'im.npy' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |         def numpy_reader(path): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |             return np.load(path), np.eye(4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |         def assert_shape(shape_in, shape_out): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |             np.save(path, np.random.rand(*shape_in)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |             image = tio.ScalarImage(path, reader=numpy_reader) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |             assert image.shape == shape_out | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |         assert_shape((5, 5), (1, 5, 5, 1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |         assert_shape((5, 5, 3), (3, 5, 5, 1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |         assert_shape((3, 5, 5), (3, 5, 5, 1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |         assert_shape((5, 5, 5), (1, 5, 5, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |         assert_shape((1, 5, 5, 5), (1, 5, 5, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |         assert_shape((4, 5, 5, 5), (4, 5, 5, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |     def test_fast_gif(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         with pytest.warns(RuntimeWarning): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |             with tempfile.NamedTemporaryFile(suffix='.gif', delete=False) as f: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |                 self.sample_subject.t1.to_gif(0, 0.0001, f.name) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |     def test_gif_rgb(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |         with tempfile.NamedTemporaryFile(suffix='.gif', delete=False) as f: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |             tio.ScalarImage(tensor=torch.rand(3, 4, 5, 6)).to_gif(0, 1, f.name) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |     @pytest.mark.slow | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |     def test_hist(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |         self.sample_subject.t1.hist(density=False, show=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |         self.sample_subject.t1.hist(density=True, show=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |     def test_count(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |         image = self.sample_subject.label | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |         max_n = image.data.numel() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |         nonzero = image.count_nonzero() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |         assert 0 <= nonzero <= max_n | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |         counts = image.count_labels() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |         assert tuple(counts) == (0, 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |         assert 0 <= counts[0] <= max_n | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |         assert 0 <= counts[1] <= max_n | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |     def test_affine_multipath(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |         # https://github.com/TorchIO-project/torchio/issues/762 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |         path1 = self.get_image_path('multi1') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |         path2 = self.get_image_path('multi2') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |         paths = path1, path2 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |         image = tio.ScalarImage(paths) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |         self.assert_tensor_equal(image.affine, np.eye(4)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |     def test_bad_numpy_type_reader(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |         # https://github.com/TorchIO-project/torchio/issues/764 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |         def numpy_reader(path): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |             return np.load(path), np.eye(4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |         tensor = np.random.rand(1, 2, 3, 4).astype(np.uint16) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |         test_path = self.dir / 'test_image.npy' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |         np.save(test_path, tensor) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |         image = tio.ScalarImage(test_path, reader=numpy_reader) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |         image.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |     def test_load_unload(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |         path = self.get_image_path('unload') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |         image = tio.ScalarImage(path) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |         with self.assertRaises(RuntimeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |             image.unload() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |         image.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |         assert image._loaded | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |         image.unload() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |         assert not image._loaded | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |         assert image[tio.DATA] is None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |         assert image[tio.AFFINE] is None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |         assert not image._loaded | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |     def test_unload_no_path(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |         tensor = torch.rand(1, 2, 3, 4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |         image = tio.ScalarImage(tensor=tensor) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |         with self.assertRaises(RuntimeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |             image.unload() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  |     def test_copy_no_data(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |         # https://github.com/TorchIO-project/torchio/issues/974 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  |         path = self.get_image_path('im_copy') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |         my_image = tio.LabelMap(path) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |         assert not my_image._loaded | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |         new_image = copy.copy(my_image) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |         assert not my_image._loaded | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |         assert not new_image._loaded | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |         my_image.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |         new_image = copy.copy(my_image) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |         assert my_image._loaded | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |         assert new_image._loaded | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  |     def test_slicing(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  |         path = self.get_image_path('im_slicing') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |         image = tio.ScalarImage(path) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |         assert image.shape == (1, 10, 20, 30) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |         cropped = image[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |         assert cropped.shape == (1, 1, 20, 30) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |         cropped = image[:, 2:-3] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |         assert cropped.shape == (1, 10, 15, 30) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |         cropped = image[-5:, 5:] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |         assert cropped.shape == (1, 5, 15, 30) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |         with pytest.raises(NotImplementedError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |             image[..., 5] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  |         with pytest.raises(ValueError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  |             image[0:8:-1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |         with pytest.raises(ValueError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |             image[3::-1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 321 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |     def test_verify_path(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |         path = Path(self.get_image_path('im_verify')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  |         image = tio.ScalarImage(path, verify_path=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  |         assert image.path == path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |         image = tio.ScalarImage(path, verify_path=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |         assert image.path == path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |         fake_path = Path('fake_path.nii') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |         image = tio.ScalarImage(fake_path, verify_path=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |         assert image.path == fake_path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |         with pytest.raises(FileNotFoundError): | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 337 |  |  |             tio.ScalarImage(fake_path, verify_path=True) | 
            
                                                        
            
                                    
            
            
                | 338 |  |  |  |