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cyclomatic_complexity
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NLOC
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CAREamics_careamics
public
public
0
0
test_passing_empty_transforms
def test_passing_empty_transforms(minimum_data: dict):"""Test that empty list of transforms can be passed."""minimum_data["transforms"] = []DataConfig(**minimum_data)
1
3
1
20
0
141
144
141
minimum_data
[]
None
{"Assign": 1, "Expr": 2}
1
4
1
["DataConfig"]
0
[]
The function (test_passing_empty_transforms) defined within the public class called public.The function start at line 141 and ends at 144. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declare 1.0 function, and It has 1....
CAREamics_careamics
public
public
0
0
test_passing_incorrect_element
def test_passing_incorrect_element(minimum_data: dict):"""Test that incorrect element in the list of transforms raises an error (e.g. passing un object rather than a string)."""minimum_data["transforms"] = [{"name": get_all_transforms()[SupportedTransform.XY_FLIP.value]()},]with pytest.raises(ValueError):DataConfig(**m...
1
6
1
45
0
147
154
147
minimum_data
[]
None
{"Assign": 1, "Expr": 2, "With": 1}
3
8
3
["get_all_transforms", "pytest.raises", "DataConfig"]
0
[]
The function (test_passing_incorrect_element) defined within the public class called public.The function start at line 147 and ends at 154. It contains 6 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 3.0 functions, and It has...
CAREamics_careamics
public
public
0
0
test_no_shuffle_in_train_dataloader_params
def test_no_shuffle_in_train_dataloader_params(minimum_data: dict):"""Test that an error is raised if there is no "shuffle" value in`train_dataloader_params`."""minimum_data["train_dataloader_params"] = {"num_workers": 4}with pytest.raises(ValueError):DataConfig(**minimum_data)
1
4
1
31
0
157
164
157
minimum_data
[]
None
{"Assign": 1, "Expr": 2, "With": 1}
2
8
2
["pytest.raises", "DataConfig"]
0
[]
The function (test_no_shuffle_in_train_dataloader_params) defined within the public class called public.The function start at line 157 and ends at 164. It contains 4 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions,...
CAREamics_careamics
public
public
0
0
test_export_to_yaml_float32_stats
def test_export_to_yaml_float32_stats(tmp_path, minimum_data: dict):"""Test exporting and loading the pydantic model when the statistics arenp.float32."""data = DataConfig(**minimum_data)# set np.float32 stats valuesdata.set_means_and_stds([np.float32(1234.5678)], [np.float32(21.73)])# export to yamlconfig_path = tmp_p...
1
9
2
116
4
167
184
167
tmp_path,minimum_data
['config_path', 'read_data', 'data', 'dictionary']
None
{"Assign": 4, "Expr": 3, "With": 1}
12
18
12
["DataConfig", "data.set_means_and_stds", "np.float32", "np.float32", "open", "yaml.dump", "data.model_dump", "yaml.load", "config_path.open", "DataConfig", "read_data.model_dump", "data.model_dump"]
0
[]
The function (test_export_to_yaml_float32_stats) defined within the public class called public.The function start at line 167 and ends at 184. It contains 9 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [167.0] and does not return any value. It declares 12.0 functions, and...
CAREamics_careamics
public
public
0
0
test_ng_data_model_strategy
def test_ng_data_model_strategy(patching_strategy):# Test the DataModel classdata_model = NGDataConfig(data_type="array",axes="YX",patching=patching_strategy,)assert data_model.patching.name == patching_strategy["name"]
1
7
1
33
1
28
37
28
patching_strategy
['data_model']
None
{"Assign": 1}
2
10
2
["NGDataConfig", "pytest.mark.parametrize"]
0
[]
The function (test_ng_data_model_strategy) defined within the public class called public.The function start at line 28 and ends at 37. It contains 7 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions, and It has 2.0 ...
CAREamics_careamics
public
public
0
0
test_ng_dataset_invalid_axes_patch
def test_ng_dataset_invalid_axes_patch(axes, patching_strategy):with pytest.raises(ValueError):NGDataConfig(data_type="array",axes=axes,patching=patching_strategy,)
1
7
2
30
0
63
70
63
axes,patching_strategy
[]
None
{"Expr": 1, "With": 1}
3
8
3
["pytest.raises", "NGDataConfig", "pytest.mark.parametrize"]
0
[]
The function (test_ng_dataset_invalid_axes_patch) defined within the public class called public.The function start at line 63 and ends at 70. It contains 7 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [63.0] and does not return any value. It declares 3.0 functions, and I...
CAREamics_careamics
public
public
0
0
test_patch_sizes_error
def test_patch_sizes_error(patch_size):"""Test that the random patching"""with pytest.raises(ValueError):_PatchedModel(patch_size=patch_size)
1
3
1
20
0
18
21
18
patch_size
[]
None
{"Expr": 2, "With": 1}
3
4
3
["pytest.raises", "_PatchedModel", "pytest.mark.parametrize"]
0
[]
The function (test_patch_sizes_error) defined within the public class called public.The function start at line 18 and ends at 21. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 3.0 functions, and It has 3.0 funct...
CAREamics_careamics
public
public
0
0
test_patch_overlaps_error
def test_patch_overlaps_error(patch_size, overlap):"""Test that the random patching"""with pytest.raises(ValueError):_OverlappingPatchedModel(patch_size=patch_size, overlaps=overlap)
1
3
2
26
0
32
35
32
patch_size,overlap
[]
None
{"Expr": 2, "With": 1}
3
4
3
["pytest.raises", "_OverlappingPatchedModel", "pytest.mark.parametrize"]
0
[]
The function (test_patch_overlaps_error) defined within the public class called public.The function start at line 32 and ends at 35. It contains 3 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [32.0] and does not return any value. It declares 3.0 functions, and It has 3.0...
CAREamics_careamics
public
public
0
0
test_extension_pattern_tiff_fnmatch
def test_extension_pattern_tiff_fnmatch(tmp_path: Path):"""Test that the TIFF extension is compatible with fnmatch."""path = tmp_path / "test.tif"# test as strassert fnmatch(str(path), SupportedData.get_extension_pattern(SupportedData.TIFF))# test as Pathassert fnmatch(path, SupportedData.get_extension_pattern(Supporte...
1
4
1
44
1
11
19
11
tmp_path
['path']
None
{"Assign": 1, "Expr": 1}
5
9
5
["fnmatch", "str", "SupportedData.get_extension_pattern", "fnmatch", "SupportedData.get_extension_pattern"]
0
[]
The function (test_extension_pattern_tiff_fnmatch) defined within the public class called public.The function start at line 11 and ends at 19. It contains 4 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 5.0 functions, and It ...
CAREamics_careamics
public
public
0
0
test_extension_pattern_tiff_rglob
def test_extension_pattern_tiff_rglob(tmp_path: Path):"""Test that the TIFF extension is compatible with Path.rglob."""# create text filetext_path = tmp_path / "test.txt"text_path.write_text("test")# create imagepath = tmp_path / "test.tif"image = np.ones((10, 10))tifffile.imwrite(path, image)# search for filesfiles = ...
1
11
1
76
4
22
38
22
tmp_path
['image', 'files', 'path', 'text_path']
None
{"Assign": 4, "Expr": 3}
7
17
7
["text_path.write_text", "np.ones", "tifffile.imwrite", "list", "tmp_path.rglob", "SupportedData.get_extension_pattern", "len"]
0
[]
The function (test_extension_pattern_tiff_rglob) defined within the public class called public.The function start at line 22 and ends at 38. It contains 11 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 7.0 functions, and It h...
CAREamics_careamics
public
public
0
0
test_extension_pattern_custom_fnmatch
def test_extension_pattern_custom_fnmatch(tmp_path: Path):"""Test that the custom extension is compatible with fnmatch."""path = tmp_path / "test.czi"# test as strassert fnmatch(str(path), SupportedData.get_extension_pattern(SupportedData.CUSTOM))# test as Pathassert fnmatch(path, SupportedData.get_extension_pattern(Su...
1
4
1
44
1
41
49
41
tmp_path
['path']
None
{"Assign": 1, "Expr": 1}
5
9
5
["fnmatch", "str", "SupportedData.get_extension_pattern", "fnmatch", "SupportedData.get_extension_pattern"]
0
[]
The function (test_extension_pattern_custom_fnmatch) defined within the public class called public.The function start at line 41 and ends at 49. It contains 4 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 5.0 functions, and I...
CAREamics_careamics
public
public
0
0
test_extension_pattern_custom_rglob
def test_extension_pattern_custom_rglob(tmp_path: Path):"""Test that the custom extension is compatible with Path.rglob."""# create text filetext_path = tmp_path / "test.txt"text_path.write_text("test")# create imagepath = tmp_path / "test.npy"image = np.ones((10, 10))np.save(path, image)# search for filesfiles = list(...
1
11
1
80
4
52
68
52
tmp_path
['image', 'files', 'path', 'text_path']
None
{"Assign": 4, "Expr": 3}
8
17
8
["text_path.write_text", "np.ones", "np.save", "list", "tmp_path.rglob", "SupportedData.get_extension_pattern", "len", "set"]
0
[]
The function (test_extension_pattern_custom_rglob) defined within the public class called public.The function start at line 52 and ends at 68. It contains 11 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 8.0 functions, and It...
CAREamics_careamics
public
public
0
0
test_extension_pattern_array_error
def test_extension_pattern_array_error():"""Test that the array extension raises NotImplementedError."""with pytest.raises(NotImplementedError):SupportedData.get_extension_pattern(SupportedData.ARRAY)
1
3
0
21
0
71
74
71
[]
None
{"Expr": 2, "With": 1}
2
4
2
["pytest.raises", "SupportedData.get_extension_pattern"]
0
[]
The function (test_extension_pattern_array_error) defined within the public class called public.The function start at line 71 and ends at 74. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions, and It h...
CAREamics_careamics
public
public
0
0
test_extension_pattern_any_error
def test_extension_pattern_any_error():"""Test that any extension raises ValueError."""with pytest.raises(ValueError):SupportedData.get_extension_pattern("some random")
1
3
0
19
0
77
80
77
[]
None
{"Expr": 2, "With": 1}
2
4
2
["pytest.raises", "SupportedData.get_extension_pattern"]
0
[]
The function (test_extension_pattern_any_error) defined within the public class called public.The function start at line 77 and ends at 80. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions, and It has...
CAREamics_careamics
public
public
0
0
test_extension_array_error
def test_extension_array_error():"""Test that the array extension raises NotImplementedError."""with pytest.raises(NotImplementedError):SupportedData.get_extension(SupportedData.ARRAY)
1
3
0
21
0
83
86
83
[]
None
{"Expr": 2, "With": 1}
2
4
2
["pytest.raises", "SupportedData.get_extension"]
0
[]
The function (test_extension_array_error) defined within the public class called public.The function start at line 83 and ends at 86. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions, and It has 2.0 f...
CAREamics_careamics
public
public
0
0
test_extension_tiff
def test_extension_tiff():"""Test that the tiff extension is .tiff."""assert SupportedData.get_extension(SupportedData.TIFF) == ".tiff"
1
2
0
16
0
89
91
89
[]
None
{"Expr": 1}
1
3
1
["SupportedData.get_extension"]
0
[]
The function (test_extension_tiff) defined within the public class called public.The function start at line 89 and ends at 91. It contains 2 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declare 1.0 function, and It has 1.0 function c...
CAREamics_careamics
public
public
0
0
test_extension_custom_error
def test_extension_custom_error():"""Test that the custom extension returns NotImplementedError."""with pytest.raises(NotImplementedError):SupportedData.get_extension(SupportedData.CUSTOM)
1
3
0
21
0
94
97
94
[]
None
{"Expr": 2, "With": 1}
2
4
2
["pytest.raises", "SupportedData.get_extension"]
0
[]
The function (test_extension_custom_error) defined within the public class called public.The function start at line 94 and ends at 97. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions, and It has 2.0 ...
CAREamics_careamics
public
public
0
0
test_extension_any_error
def test_extension_any_error():"""Test that any extension raises ValueError."""with pytest.raises(ValueError):SupportedData.get_extension("some random")
1
3
0
19
0
100
103
100
[]
None
{"Expr": 2, "With": 1}
2
4
2
["pytest.raises", "SupportedData.get_extension"]
0
[]
The function (test_extension_any_error) defined within the public class called public.The function start at line 100 and ends at 103. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions, and It has 2.0 f...
CAREamics_careamics
public
public
0
0
test_schedulers_exist
def test_schedulers_exist():"""Test that `SupportedScheduler` contains existing torch schedulers."""for scheduler in SupportedScheduler:assert hasattr(optim.lr_scheduler, scheduler)
2
3
0
19
0
9
12
9
[]
None
{"Expr": 1, "For": 1}
1
4
1
["hasattr"]
0
[]
The function (test_schedulers_exist) defined within the public class called public.The function start at line 9 and ends at 12. It contains 3 lines of code and it has a cyclomatic complexity of 2. The function does not take any parameters and does not return any value. It declare 1.0 function, and It has 1.0 function ...
CAREamics_careamics
public
public
0
0
test_optimizers_exist
def test_optimizers_exist():"""Test that `SupportedOptimizer` contains existing torch optimizers."""for optimizer in SupportedOptimizer:assert hasattr(optim, optimizer)
2
3
0
17
0
15
18
15
[]
None
{"Expr": 1, "For": 1}
1
4
1
["hasattr"]
0
[]
The function (test_optimizers_exist) defined within the public class called public.The function start at line 15 and ends at 18. It contains 3 lines of code and it has a cyclomatic complexity of 2. The function does not take any parameters and does not return any value. It declare 1.0 function, and It has 1.0 function...
CAREamics_careamics
public
public
0
0
test_odd_roi_and_mask
def test_odd_roi_and_mask():"""Test that errors are thrown if we pass even roi and mask sizes."""# no errormodel = N2VManipulateModel(roi_size=3, struct_mask_span=7)assert model.roi_size == 3assert model.struct_mask_span == 7# errorswith pytest.raises(ValueError):N2VManipulateModel(roi_size=4, struct_mask_span=7)with p...
1
8
0
65
1
7
19
7
['model']
None
{"Assign": 1, "Expr": 3, "With": 2}
5
13
5
["N2VManipulateModel", "pytest.raises", "N2VManipulateModel", "pytest.raises", "N2VManipulateModel"]
0
[]
The function (test_odd_roi_and_mask) defined within the public class called public.The function start at line 7 and ends at 19. It contains 8 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 5.0 functions, and It has 5.0 functio...
CAREamics_careamics
public
public
0
0
test_extra_parameters
def test_extra_parameters():"""Test that errors are thrown if we pass extra parameters."""with pytest.raises(ValueError):N2VManipulateModel(roi_size=3, struct_mask_span=7, extra_param=1)
1
3
0
27
0
22
25
22
[]
None
{"Expr": 2, "With": 1}
2
4
2
["pytest.raises", "N2VManipulateModel"]
0
[]
The function (test_extra_parameters) defined within the public class called public.The function start at line 22 and ends at 25. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions, and It has 2.0 functi...
CAREamics_careamics
public
public
0
0
test_comptatibility_with_transform
def test_comptatibility_with_transform():"""Test that the model allows instantiating a transform."""model = N2VManipulateModel(roi_size=3, struct_mask_span=7, strategy="median")# instantiate transformN2VManipulate(**model.model_dump())
1
3
0
30
1
28
33
28
['model']
None
{"Assign": 1, "Expr": 2}
3
6
3
["N2VManipulateModel", "N2VManipulate", "model.model_dump"]
0
[]
The function (test_comptatibility_with_transform) defined within the public class called public.The function start at line 28 and ends at 33. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 3.0 functions, and It h...
CAREamics_careamics
public
public
0
0
test_setting_image_means_std
def test_setting_image_means_std():"""Test that we can set the image_means and std values."""model = NormalizeModel(image_means=[0.5], image_stds=[0.5])assert model.image_means == [0.5]assert model.image_stds == [0.5]model.image_means = [0.6]model.image_stds = [0.6]assert model.image_means == [0.6]assert model.image_st...
1
26
0
236
1
7
37
7
['model']
None
{"Assign": 8, "Expr": 1}
2
31
2
["NormalizeModel", "NormalizeModel"]
0
[]
The function (test_setting_image_means_std) defined within the public class called public.The function start at line 7 and ends at 37. It contains 26 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 2.0 functions, and It has 2.0...
CAREamics_careamics
public
public
0
0
test_error_different_length_means_stds
def test_error_different_length_means_stds():"""Test that an error is raised if the image_means and stds have differentlengths."""with pytest.raises(ValueError):NormalizeModel(image_means=[0.5], image_stds=[0.5, 0.6])with pytest.raises(ValueError):NormalizeModel(image_means=[0.5, 0.6], image_stds=[0.5])with pytest.rais...
1
31
0
229
0
40
77
40
[]
None
{"Expr": 7, "With": 6}
12
38
12
["pytest.raises", "NormalizeModel", "pytest.raises", "NormalizeModel", "pytest.raises", "NormalizeModel", "pytest.raises", "NormalizeModel", "pytest.raises", "NormalizeModel", "pytest.raises", "NormalizeModel"]
0
[]
The function (test_error_different_length_means_stds) defined within the public class called public.The function start at line 40 and ends at 77. It contains 31 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 12.0 functions, and...
CAREamics_careamics
public
public
0
0
test_comptatibility_with_transform
def test_comptatibility_with_transform():"""Test that the model allows instantiating a transform."""model = NormalizeModel(image_means=[0.5], image_stds=[0.5])# instantiate transformNormalize(**model.model_dump())
1
3
0
34
1
80
85
80
['model']
None
{"Assign": 1, "Expr": 2}
3
6
3
["NormalizeModel", "Normalize", "model.model_dump"]
0
[]
The function (test_comptatibility_with_transform) defined within the public class called public.The function start at line 80 and ends at 85. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 3.0 functions, and It h...
CAREamics_careamics
public
public
0
0
test_comptatibility_with_transform
def test_comptatibility_with_transform():"""Test that the model allows instantiating a transform."""model = XYFlipModel(flip_y=False, p=0.3)# instantiate transformXYFlip(**model.model_dump())
1
3
0
28
1
5
10
5
['model']
None
{"Assign": 1, "Expr": 2}
3
6
3
["XYFlipModel", "XYFlip", "model.model_dump"]
0
[]
The function (test_comptatibility_with_transform) defined within the public class called public.The function start at line 5 and ends at 10. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 3.0 functions, and It ha...
CAREamics_careamics
public
public
0
0
test_comptatibility_with_transform
def test_comptatibility_with_transform():"""Test that the model allows instantiating a transform."""model = XYRandomRotate90Model(p=0.3)# instantiate transformXYRandomRotate90(**model.model_dump())
1
3
0
24
1
5
10
5
['model']
None
{"Assign": 1, "Expr": 2}
3
6
3
["XYRandomRotate90Model", "XYRandomRotate90", "model.model_dump"]
0
[]
The function (test_comptatibility_with_transform) defined within the public class called public.The function start at line 5 and ends at 10. It contains 3 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 3.0 functions, and It ha...
CAREamics_careamics
public
public
0
0
test_model_without_n2v2
def test_model_without_n2v2():"""Test the validation of the model without the `n2v2` attribute."""model = UNetModel(architecture="UNet", final_activation="None", n2v2=False)assert model_without_n2v2(model) == modelmodel = UNetModel(architecture="UNet", final_activation="None", n2v2=True)with pytest.raises(ValueError):m...
1
6
0
56
1
11
18
11
['model']
None
{"Assign": 2, "Expr": 2, "With": 1}
5
8
5
["UNetModel", "model_without_n2v2", "UNetModel", "pytest.raises", "model_without_n2v2"]
0
[]
The function (test_model_without_n2v2) defined within the public class called public.The function start at line 11 and ends at 18. It contains 6 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 5.0 functions, and It has 5.0 func...
CAREamics_careamics
public
public
0
0
test_model_without_final_activation
def test_model_without_final_activation():"""Test the validation of the model without the `final_activation` attribute."""model = UNetModel(architecture="UNet",final_activation="None",)assert model_without_final_activation(model) == modelmodel = UNetModel(architecture="UNet",final_activation="ReLU",)with pytest.raises(...
1
12
0
50
1
21
34
21
['model']
None
{"Assign": 2, "Expr": 2, "With": 1}
5
14
5
["UNetModel", "model_without_final_activation", "UNetModel", "pytest.raises", "model_without_final_activation"]
0
[]
The function (test_model_without_final_activation) defined within the public class called public.The function start at line 21 and ends at 34. It contains 12 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 5.0 functions, and It...
CAREamics_careamics
public
public
0
0
test_model_matching_in_out_channels
def test_model_matching_in_out_channels():"""Test the validation of the model with matching in and out channels."""model = UNetModel(architecture="UNet",in_channels=1,num_classes=1,)assert model_matching_in_out_channels(model) == modelmodel = UNetModel(architecture="UNet",in_channels=1,num_classes=2,)with pytest.raises...
1
14
0
58
1
37
52
37
['model']
None
{"Assign": 2, "Expr": 2, "With": 1}
5
16
5
["UNetModel", "model_matching_in_out_channels", "UNetModel", "pytest.raises", "model_matching_in_out_channels"]
0
[]
The function (test_model_matching_in_out_channels) defined within the public class called public.The function start at line 37 and ends at 52. It contains 14 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 5.0 functions, and It...
CAREamics_careamics
public
public
0
0
test_are_axes_valid
def test_are_axes_valid(axes, valid):"""Test if axes are valid"""if valid:check_axes_validity(axes)else:with pytest.raises((ValueError, NotImplementedError)):check_axes_validity(axes)
2
6
2
33
0
42
48
42
axes,valid
[]
None
{"Expr": 3, "If": 1, "With": 1}
4
7
4
["check_axes_validity", "pytest.raises", "check_axes_validity", "pytest.mark.parametrize"]
0
[]
The function (test_are_axes_valid) defined within the public class called public.The function start at line 42 and ends at 48. It contains 6 lines of code and it has a cyclomatic complexity of 2. It takes 2 parameters, represented as [42.0] and does not return any value. It declares 4.0 functions, and It has 4.0 funct...
CAREamics_careamics
public
public
0
0
test_patch_size
def test_patch_size(patch_size, error):"""Test if patch size is valid."""if error:with pytest.raises(ValueError):patch_size_ge_than_8_power_of_2(patch_size)else:patch_size_ge_than_8_power_of_2(patch_size)
2
6
2
29
0
64
70
64
patch_size,error
[]
None
{"Expr": 3, "If": 1, "With": 1}
4
7
4
["pytest.raises", "patch_size_ge_than_8_power_of_2", "patch_size_ge_than_8_power_of_2", "pytest.mark.parametrize"]
0
[]
The function (test_patch_size) defined within the public class called public.The function start at line 64 and ends at 70. It contains 6 lines of code and it has a cyclomatic complexity of 2. It takes 2 parameters, represented as [64.0] and does not return any value. It declares 4.0 functions, and It has 4.0 functions...
CAREamics_careamics
public
public
0
0
test_number_of_patches
def test_number_of_patches(ordered_array):"""Test the number of patches extracted from InMemoryDataset."""# create arrayarray = ordered_array((20, 20))# create configconfig_dict = {"data_type": SupportedData.ARRAY.value,"patch_size": [8, 8],"axes": "YX",}config = DataConfig(**config_dict)# create datasetdataset = InMem...
1
13
1
74
4
10
30
10
ordered_array
['dataset', 'config', 'config_dict', 'array']
None
{"Assign": 4, "Expr": 1}
4
21
4
["ordered_array", "DataConfig", "InMemoryDataset", "len"]
0
[]
The function (test_number_of_patches) defined within the public class called public.The function start at line 10 and ends at 30. It contains 13 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 4.0 functions, and It has 4.0 func...
CAREamics_careamics
public
public
0
0
test_extracting_val_array
def test_extracting_val_array(ordered_array, percentage):"""Test extracting a validation set patches from InMemoryDataset."""# create arrayarray = ordered_array((32, 32))# create configconfig_dict = {"data_type": SupportedData.ARRAY.value,"patch_size": [8, 8],"axes": "YX",}config = DataConfig(**config_dict)# create dat...
1
19
2
129
8
34
66
34
ordered_array,percentage
['config', 'array', 'minimum_patches', 'config_dict', 'n_patches', 'dataset', 'valset', 'total_n_patches']
None
{"Assign": 8, "Expr": 1}
12
33
12
["ordered_array", "DataConfig", "InMemoryDataset", "len", "max", "round", "dataset.split_dataset", "len", "len", "sum", "np.in1d", "pytest.mark.parametrize"]
0
[]
The function (test_extracting_val_array) defined within the public class called public.The function start at line 34 and ends at 66. It contains 19 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [34.0] and does not return any value. It declares 12.0 functions, and It has 1...
CAREamics_careamics
public
public
0
0
test_extracting_val_files
def test_extracting_val_files(tmp_path, ordered_array, percentage):"""Test extracting a validation set patches from InMemoryDataset."""# create arrayarray = ordered_array((32, 32))# save array to filefile_path = tmp_path / "array.tif"tifffile.imwrite(file_path, array)# create configconfig_dict = {"data_type": Supported...
1
21
3
146
9
70
106
70
tmp_path,ordered_array,percentage
['config', 'array', 'minimum_patches', 'config_dict', 'n_patches', 'dataset', 'valset', 'file_path', 'total_n_patches']
None
{"Assign": 9, "Expr": 2}
13
37
13
["ordered_array", "tifffile.imwrite", "DataConfig", "InMemoryDataset", "len", "max", "round", "dataset.split_dataset", "len", "len", "sum", "np.in1d", "pytest.mark.parametrize"]
0
[]
The function (test_extracting_val_files) defined within the public class called public.The function start at line 70 and ends at 106. It contains 21 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [70.0] and does not return any value. It declares 13.0 functions, and It has ...
CAREamics_careamics
public
public
0
0
test_correct_normalized_outputs
def test_correct_normalized_outputs(shape, axes, expected_shape):"""Test that the dataset returns normalized images with singletonsample dimension."""rng = np.random.default_rng(42)# check expected lengthif "S" in axes:# find index of S and check shapeidx = axes.index("S")n_patches = shape[idx]else:n_patches = 1# check...
5
29
3
229
9
20
72
20
shape,axes,expected_shape
['config', 'img', 'array', 'img2', 'n_patches', 'rng', 'dataset', 'idx', 'n_channels']
None
{"Assign": 12, "Expr": 1, "For": 2, "If": 2}
19
53
19
["np.random.default_rng", "axes.index", "axes.index", "rng.random", "InferenceConfig", "np.mean", "np.std", "InMemoryPredDataset", "len", "range", "len", "np.isclose", "np.mean", "np.isclose", "np.std", "range", "len", "np.allclose", "pytest.mark.parametrize"]
0
[]
The function (test_correct_normalized_outputs) defined within the public class called public.The function start at line 20 and ends at 72. It contains 29 lines of code and it has a cyclomatic complexity of 5. It takes 3 parameters, represented as [20.0] and does not return any value. It declares 19.0 functions, and It...
CAREamics_careamics
public
public
0
0
test_correct_normalized_outputs
def test_correct_normalized_outputs(shape, axes, expected_shape):"""Test that the dataset returns normalized images with singletonsample dimension."""rng = np.random.default_rng(42)tile_size = (8, 8, 8) if "Z" in axes else (8, 8)tile_overlap = (4, 4, 4) if "Z" in axes else (4, 4)# check expected lengthn_tiles = np.prod...
7
40
3
336
11
21
86
21
shape,axes,expected_shape
['n_channels', 'config', 'tile_size', 'array', 'img', 'n_tiles', 'tile_overlap', 'rng', 'dataset', 'idx', 'n_samples']
None
{"Assign": 16, "Expr": 1, "For": 2, "If": 2}
25
66
25
["np.random.default_rng", "astype", "np.prod", "np.ceil", "np.array", "np.array", "np.array", "axes.index", "axes.index", "rng.random", "InferenceConfig", "np.mean", "np.std", "InMemoryTiledPredDataset", "len", "range", "len", "np.isclose", "np.mean", "np.isclose", "np.std", "range", "len", "np.allclose", "pytest.mark....
0
[]
The function (test_correct_normalized_outputs) defined within the public class called public.The function start at line 21 and ends at 86. It contains 40 lines of code and it has a cyclomatic complexity of 7. It takes 3 parameters, represented as [21.0] and does not return any value. It declares 25.0 functions, and It...
CAREamics_careamics
public
public
0
0
test_number_of_files
def test_number_of_files(tmp_path, ordered_array, shape, axes, patch_size):"""Test number of files in PathIterableDataset."""# create arrayarray_size = 32n_files = 3factor = 3 if axes == "ZYX" else 2array = ordered_array(shape)# save three filesfiles = []for i in range(n_files):file = tmp_path / f"array{i}.tif"tifffile...
3
22
5
140
10
21
54
21
tmp_path,ordered_array,shape,axes,patch_size
['factor', 'config', 'patches', 'array', 'file', 'array_size', 'files', 'n_files', 'config_dict', 'dataset']
None
{"Assign": 10, "Expr": 3, "For": 1}
9
34
9
["ordered_array", "range", "tifffile.imwrite", "files.append", "DataConfig", "PathIterableDataset", "list", "len", "pytest.mark.parametrize"]
0
[]
The function (test_number_of_files) defined within the public class called public.The function start at line 21 and ends at 54. It contains 22 lines of code and it has a cyclomatic complexity of 3. It takes 5 parameters, represented as [21.0] and does not return any value. It declares 9.0 functions, and It has 9.0 fun...
CAREamics_careamics
public
public
0
0
test_read_function.read_npy
def read_npy(file_path, *args, **kwargs):return np.load(file_path)
1
2
3
18
0
61
62
61
null
[]
None
null
0
0
0
null
0
null
The function (test_read_function.read_npy) defined within the public class called public.The function start at line 61 and ends at 62. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [61.0] and does not return any value..
CAREamics_careamics
public
public
0
0
test_read_function
def test_read_function(tmp_path, ordered_array):"""Test reading files in PathIterableDataset using a custom read function."""# read function for .npy filesdef read_npy(file_path, *args, **kwargs):return np.load(file_path)array_size = 32patch_size = 8n_files = 3patch_sizes = [patch_size] * 2# create arrayarray: np.ndarr...
2
26
2
153
10
57
97
57
tmp_path,ordered_array
['patch_sizes', 'config', 'patches', 'files', 'array_size', 'n_files', 'config_dict', 'patch_size', 'dataset', 'file_path']
Returns
{"AnnAssign": 1, "Assign": 10, "Expr": 3, "For": 1, "Return": 1}
9
41
9
["np.load", "ordered_array", "range", "np.save", "files.append", "DataConfig", "PathIterableDataset", "list", "len"]
0
[]
The function (test_read_function) defined within the public class called public.The function start at line 57 and ends at 97. It contains 26 lines of code and it has a cyclomatic complexity of 2. It takes 2 parameters, represented as [57.0], and this function return a value. It declares 9.0 functions, and It has 9.0 f...
CAREamics_careamics
public
public
0
0
test_extracting_val_files
def test_extracting_val_files(tmp_path, ordered_array, percentage):"""Test extracting a validation set patches from PathIterableDataset."""# create arrayarray = ordered_array((20, 20))# save array to 25 filesfiles = []for i in range(25):file_path = tmp_path / f"array{i}.tif"tifffile.imwrite(file_path, array)files.appen...
2
23
3
167
10
101
139
101
tmp_path,ordered_array,percentage
['config', 'array', 'minimum_files', 'total_n_files', 'files', 'n_files', 'config_dict', 'valset', 'dataset', 'file_path']
None
{"Assign": 10, "Expr": 3, "For": 1}
16
39
16
["ordered_array", "range", "tifffile.imwrite", "files.append", "DataConfig", "PathIterableDataset", "dataset.get_number_of_files", "max", "round", "dataset.split_dataset", "valset.get_number_of_files", "dataset.get_number_of_files", "isdisjoint", "set", "set", "pytest.mark.parametrize"]
0
[]
The function (test_extracting_val_files) defined within the public class called public.The function start at line 101 and ends at 139. It contains 23 lines of code and it has a cyclomatic complexity of 2. It takes 3 parameters, represented as [101.0] and does not return any value. It declares 16.0 functions, and It ha...
CAREamics_careamics
public
public
0
0
test_compute_mean_std_transform_welford
def test_compute_mean_std_transform_welford(tmp_path, shape, axes, patch_size):"""Test that mean and std are computed and correctly added to the configurationand transform."""n_files = 10files = []array = np.random.randint(0, np.iinfo(np.uint16).max, (n_files, *shape))for i in range(n_files):file = tmp_path / f"array{i...
3
21
4
200
8
150
181
150
tmp_path,shape,axes,patch_size
['config', 'array', 'file', 'files', 'n_files', 'config_dict', 'dataset', 'stats_axes']
None
{"Assign": 9, "Expr": 3, "For": 1}
15
32
15
["np.random.randint", "np.iinfo", "range", "tifffile.imwrite", "files.append", "DataConfig", "PathIterableDataset", "tuple", "np.delete", "np.arange", "np.allclose", "array.mean", "np.allclose", "array.std", "pytest.mark.parametrize"]
0
[]
The function (test_compute_mean_std_transform_welford) defined within the public class called public.The function start at line 150 and ends at 181. It contains 21 lines of code and it has a cyclomatic complexity of 3. It takes 4 parameters, represented as [150.0] and does not return any value. It declares 15.0 functio...
CAREamics_careamics
public
public
0
0
test_compute_mean_std_transform_welford_with_targets
def test_compute_mean_std_transform_welford_with_targets(tmp_path, shape, axes, patch_size):"""Test that mean and std are computed and correctly added to the configurationand transform."""n_files = 10files = []target_files = []array = np.random.randint(0, np.iinfo(np.uint16).max, (n_files, *shape))target_array = np.ran...
4
38
4
307
11
192
240
192
tmp_path,shape,axes,patch_size
['config', 'target_file', 'array', 'file', 'files', 'n_files', 'target_files', 'config_dict', 'dataset', 'stats_axes', 'target_array']
None
{"Assign": 13, "Expr": 7, "For": 1}
21
49
21
["np.random.randint", "np.iinfo", "np.random.randint", "np.iinfo", "range", "os.makedirs", "os.makedirs", "tifffile.imwrite", "tifffile.imwrite", "files.append", "target_files.append", "DataConfig", "PathIterableDataset", "tuple", "np.delete", "np.arange", "np.allclose", "target_array.mean", "np.allclose", "target_arra...
0
[]
The function (test_compute_mean_std_transform_welford_with_targets) defined within the public class called public.The function start at line 192 and ends at 240. It contains 38 lines of code and it has a cyclomatic complexity of 4. It takes 4 parameters, represented as [192.0] and does not return any value. It declares...
CAREamics_careamics
public
public
0
0
test_correct_normalized_outputs
def test_correct_normalized_outputs(tmp_path, n_files, shape, axes, expected_shape):"""Test that the dataset returns normalized images with singletonsample dimension."""rng = np.random.default_rng(42)# check expected lengthif "S" in axes:# find index of S and check shapeidx = axes.index("S")n_patches = shape[idx]else:n...
6
36
5
284
12
28
90
28
tmp_path,n_files,shape,axes,expected_shape
['config', 'img', 'array', 'file', 'new_shape', 'files', 'img2', 'n_patches', 'rng', 'dataset', 'idx', 'n_channels']
None
{"Assign": 16, "Expr": 3, "For": 3, "If": 2}
23
63
23
["np.random.default_rng", "axes.index", "axes.index", "rng.random", "InferenceConfig", "np.mean", "np.std", "range", "tifffile.imwrite", "files.append", "IterablePredDataset", "list", "len", "range", "len", "np.isclose", "np.mean", "np.isclose", "np.std", "range", "len", "np.allclose", "pytest.mark.parametrize"]
0
[]
The function (test_correct_normalized_outputs) defined within the public class called public.The function start at line 28 and ends at 90. It contains 36 lines of code and it has a cyclomatic complexity of 6. It takes 5 parameters, represented as [28.0] and does not return any value. It declares 23.0 functions, and It...
CAREamics_careamics
public
public
0
0
test_correct_normalized_outputs
def test_correct_normalized_outputs(tmp_path, n_files, shape, axes, expected_shape):"""Test that the dataset returns normalized images with singletonsample dimension."""rng = np.random.default_rng(42)tile_size = (8, 8, 8) if "Z" in axes else (8, 8)tile_overlap = (4, 4, 4) if "Z" in axes else (4, 4)# check expected leng...
8
47
5
391
14
29
104
29
tmp_path,n_files,shape,axes,expected_shape
['n_channels', 'config', 'tile_size', 'array', 'img', 'file', 'n_tiles', 'new_shape', 'files', 'tile_overlap', 'rng', 'dataset', 'idx', 'n_samples']
None
{"Assign": 20, "Expr": 3, "For": 3, "If": 2}
29
76
29
["np.random.default_rng", "astype", "np.prod", "np.ceil", "np.array", "np.array", "np.array", "axes.index", "axes.index", "rng.random", "InferenceConfig", "np.mean", "np.std", "range", "tifffile.imwrite", "files.append", "IterableTiledPredDataset", "list", "len", "range", "len", "np.isclose", "np.mean", "np.isclose", "...
0
[]
The function (test_correct_normalized_outputs) defined within the public class called public.The function start at line 29 and ends at 104. It contains 47 lines of code and it has a cyclomatic complexity of 8. It takes 5 parameters, represented as [29.0] and does not return any value. It declares 29.0 functions, and I...
CAREamics_careamics
public
public
0
0
test_compute_normalization_stats
def test_compute_normalization_stats(samples, channels):"""Test the compute_normalization_stats function."""# Create dataarray = np.arange(100 * samples * channels).reshape((samples, channels, 10, 10))# Compute mean and stdmean, std = compute_normalization_stats(image=array)for ch in range(array.shape[1]):assert np.isc...
3
13
2
198
1
8
28
8
samples,channels
['array']
None
{"Assign": 4, "Expr": 1, "For": 2}
17
21
17
["reshape", "np.arange", "compute_normalization_stats", "range", "np.isclose", "mean", "np.isclose", "std", "reshape", "np.arange", "compute_normalization_stats", "range", "np.isclose", "mean", "np.isclose", "std", "pytest.mark.parametrize"]
0
[]
The function (test_compute_normalization_stats) defined within the public class called public.The function start at line 8 and ends at 28. It contains 13 lines of code and it has a cyclomatic complexity of 3. It takes 2 parameters, represented as [8.0] and does not return any value. It declares 17.0 functions, and It ...
CAREamics_careamics
public
public
0
0
test_get_files_size_tiff
def test_get_files_size_tiff(tmp_path: Path):"""Test getting size of multiple TIFF files."""# create arrayimage = np.ones((10, 10))# save array to tiffpath1 = tmp_path / "test1.tif"tifffile.imwrite(path1, image)path2 = tmp_path / "test2.tiff"tifffile.imwrite(path2, image)# save text filepath3 = tmp_path / "test3.txt"pa...
1
15
1
99
8
15
42
15
tmp_path
['path3', 'path4', 'files', 'path1', 'subdirectory', 'image', 'path2', 'size']
None
{"Assign": 8, "Expr": 6}
7
28
7
["np.ones", "tifffile.imwrite", "tifffile.imwrite", "path3.write_text", "subdirectory.mkdir", "tifffile.imwrite", "get_files_size"]
0
[]
The function (test_get_files_size_tiff) defined within the public class called public.The function start at line 15 and ends at 42. It contains 15 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 7.0 functions, and It has 7.0 fu...
CAREamics_careamics
public
public
0
0
test_list_single_file_tiff
def test_list_single_file_tiff(tmp_path: Path):"""Test listing a single TIFF file."""# create arrayimage = np.ones((10, 10))# save array to tiffpath = tmp_path / "test.tif"tifffile.imwrite(path, image)# list file using parent directoryfiles = list_files(tmp_path, SupportedData.TIFF)assert len(files) == 1assert files[0]...
1
10
1
81
3
45
62
45
tmp_path
['files', 'path', 'image']
None
{"Assign": 4, "Expr": 2}
6
18
6
["np.ones", "tifffile.imwrite", "list_files", "len", "list_files", "len"]
0
[]
The function (test_list_single_file_tiff) defined within the public class called public.The function start at line 45 and ends at 62. It contains 10 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 6.0 functions, and It has 6.0 ...
CAREamics_careamics
public
public
0
0
test_list_multiple_files_tiff
def test_list_multiple_files_tiff(tmp_path: Path):"""Test listing multiple TIFF files in subdirectories with additional files."""# create arrayimage = np.ones((10, 10))# save array to /npypath1 = tmp_path / "test1.tif"tifffile.imwrite(path1, image)path2 = tmp_path / "test2.tif"tifffile.imwrite(path2, image)# save text ...
1
18
1
127
8
65
97
65
tmp_path
['path3', 'path4', 'files', 'ref_files', 'path1', 'subdirectory', 'image', 'path2']
None
{"Assign": 8, "Expr": 6}
11
33
11
["np.ones", "tifffile.imwrite", "tifffile.imwrite", "path3.write_text", "subdirectory.mkdir", "tifffile.imwrite", "list_files", "len", "set", "set", "sorted"]
0
[]
The function (test_list_multiple_files_tiff) defined within the public class called public.The function start at line 65 and ends at 97. It contains 18 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 11.0 functions, and It has ...
CAREamics_careamics
public
public
0
0
test_list_single_file_custom
def test_list_single_file_custom(tmp_path):"""Test listing a single custom file."""# create arrayimage = np.ones((10, 10))# save as .npypath = tmp_path / "custom.npy"np.save(path, image)# list files using parent directoryfiles = list_files(tmp_path, SupportedData.CUSTOM)assert len(files) == 1assert files[0] == path# li...
1
10
1
79
3
100
117
100
tmp_path
['files', 'path', 'image']
None
{"Assign": 4, "Expr": 2}
6
18
6
["np.ones", "np.save", "list_files", "len", "list_files", "len"]
0
[]
The function (test_list_single_file_custom) defined within the public class called public.The function start at line 100 and ends at 117. It contains 10 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 6.0 functions, and It has ...
CAREamics_careamics
public
public
0
0
test_list_multiple_files_custom
def test_list_multiple_files_custom(tmp_path: Path):"""Test listing multiple custom files in subdirectories with additional files."""# create arrayimage = np.ones((10, 10))# save array to /npypath1 = tmp_path / "test1.npy"np.save(path1, image)path2 = tmp_path / "test2.npy"np.save(path2, image)# save text filepath3 = tm...
1
19
1
150
8
120
153
120
tmp_path
['path3', 'path4', 'files', 'ref_files', 'path1', 'subdirectory', 'image', 'path2']
None
{"Assign": 9, "Expr": 6}
13
34
13
["np.ones", "np.save", "np.save", "path3.write_text", "subdirectory.mkdir", "np.save", "list_files", "len", "set", "set", "list_files", "len", "set"]
0
[]
The function (test_list_multiple_files_custom) defined within the public class called public.The function start at line 120 and ends at 153. It contains 19 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 13.0 functions, and It ...
CAREamics_careamics
public
public
0
0
test_validate_source_target_files
def test_validate_source_target_files(tmp_path: Path):"""Test that it passes for two folders with same number of files and same names."""# create two subfolderssrc = tmp_path / "src"src.mkdir()tar = tmp_path / "tar"tar.mkdir()# populate with filesfilename_1 = "test1.txt"filename_2 = "test2.txt"(tmp_path / "src" / filen...
1
14
1
108
6
156
180
156
tmp_path
['filename_1', 'filename_2', 'src_files', 'tar_files', 'tar', 'src']
None
{"Assign": 6, "Expr": 8}
9
25
9
["src.mkdir", "tar.mkdir", "write_text", "write_text", "write_text", "write_text", "list_files", "list_files", "validate_source_target_files"]
0
[]
The function (test_validate_source_target_files) defined within the public class called public.The function start at line 156 and ends at 180. It contains 14 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 9.0 functions, and It...
CAREamics_careamics
public
public
0
0
test_validate_source_target_files_wrong_names
def test_validate_source_target_files_wrong_names(tmp_path: Path):"""Test that an error is raised if filenames are different."""# create two subfolderssrc = tmp_path / "src"src.mkdir()tar = tmp_path / "tar"tar.mkdir()# populate with filesfilename_1 = "test1.txt"filename_2 = "test2.txt"filename_3 = "test3.txt"(tmp_path ...
1
16
1
119
7
183
209
183
tmp_path
['filename_3', 'filename_1', 'filename_2', 'src_files', 'tar_files', 'tar', 'src']
None
{"Assign": 7, "Expr": 8, "With": 1}
10
27
10
["src.mkdir", "tar.mkdir", "write_text", "write_text", "write_text", "write_text", "list_files", "list_files", "pytest.raises", "validate_source_target_files"]
0
[]
The function (test_validate_source_target_files_wrong_names) defined within the public class called public.The function start at line 183 and ends at 209. It contains 16 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 10.0 funct...
CAREamics_careamics
public
public
0
0
test_validate_source_target_files_wrong_number
def test_validate_source_target_files_wrong_number(tmp_path: Path):"""Test that an error is raised if filenames are different."""# create two subfolderssrc = tmp_path / "src"src.mkdir()tar = tmp_path / "tar"tar.mkdir()# populate with filesfilename_1 = "test1.txt"filename_2 = "test2.txt"(tmp_path / "src" / filename_1).w...
1
14
1
104
6
212
236
212
tmp_path
['filename_1', 'filename_2', 'src_files', 'tar_files', 'tar', 'src']
None
{"Assign": 6, "Expr": 7, "With": 1}
9
25
9
["src.mkdir", "tar.mkdir", "write_text", "write_text", "write_text", "list_files", "list_files", "pytest.raises", "validate_source_target_files"]
0
[]
The function (test_validate_source_target_files_wrong_number) defined within the public class called public.The function start at line 212 and ends at 236. It contains 14 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 9.0 funct...
CAREamics_careamics
public
public
0
0
test_patches_sanity_check
def test_patches_sanity_check(arr_shape, patch_size):arr = np.zeros(arr_shape)is_3d_patch = len(patch_size) == 3# check if the patch is 2D or 3D. Subtract 1 because the first dimension is samplevalidate_patch_dimensions(arr, patch_size, is_3d_patch)
1
4
2
31
2
16
20
16
arr_shape,patch_size
['is_3d_patch', 'arr']
None
{"Assign": 2, "Expr": 1}
4
5
4
["np.zeros", "len", "validate_patch_dimensions", "pytest.mark.parametrize"]
0
[]
The function (test_patches_sanity_check) defined within the public class called public.The function start at line 16 and ends at 20. It contains 4 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [16.0] and does not return any value. It declares 4.0 functions, and It has 4.0...
CAREamics_careamics
public
public
0
0
test_patches_sanity_check_invalid_cases
def test_patches_sanity_check_invalid_cases(arr_shape, patch_size):arr = np.zeros(arr_shape)is_3d_patch = len(patch_size) == 3# check if the patch is 2D or 3D. Subtract 1 because the first dimension is samplewith pytest.raises(ValueError):validate_patch_dimensions(arr, patch_size, is_3d_patch)
1
5
2
39
2
39
44
39
arr_shape,patch_size
['is_3d_patch', 'arr']
None
{"Assign": 2, "Expr": 1, "With": 1}
5
6
5
["np.zeros", "len", "pytest.raises", "validate_patch_dimensions", "pytest.mark.parametrize"]
0
[]
The function (test_patches_sanity_check_invalid_cases) defined within the public class called public.The function start at line 39 and ends at 44. It contains 5 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [39.0] and does not return any value. It declares 5.0 functions, a...
CAREamics_careamics
public
public
0
0
test_random_patching_unsupervised
def test_random_patching_unsupervised(ordered_array, shape, patch_size):"""Check that the patches are extracted correctly.Since extract patches is called on already shaped array, dimensions S and C arepresent."""# create arrayarray = ordered_array(shape)is_3D = len(patch_size) == 3# minimum number of unique patches to ...
6
25
3
247
9
20
63
20
ordered_array,shape,patch_size
['patches', 'array', 'seeds', 'is_3D', 'patch_generator', 'min_unique_patches', 'ind', 'top_left', 'coords']
None
{"Assign": 11, "Expr": 2, "For": 2, "If": 2}
21
44
21
["ordered_array", "len", "np.prod", "np.prod", "np.prod", "np.prod", "range", "extract_patches_random", "np.where", "np.where", "top_left.append", "np.array", "squeeze", "np.array", "coords.min", "coords.max", "max", "max", "len", "np.unique", "pytest.mark.parametrize"]
0
[]
The function (test_random_patching_unsupervised) defined within the public class called public.The function start at line 20 and ends at 63. It contains 25 lines of code and it has a cyclomatic complexity of 6. It takes 3 parameters, represented as [20.0] and does not return any value. It declares 21.0 functions, and ...
CAREamics_careamics
public
public
0
0
check_extract_patches_sequential
def check_extract_patches_sequential(array: np.ndarray, patch_size: tuple):"""Check that the patches are extracted correctly.The array should have been generated using np.arange and np.reshape."""patches, _ = extract_patches_sequential(array, patch_size=patch_size)# check patch shapeassert patches.shape[2:] == patch_si...
1
6
2
66
2
13
25
13
array,patch_size
['n_max', 'unique']
None
{"Assign": 3, "Expr": 1}
5
13
5
["extract_patches_sequential", "np.prod", "np.unique", "np.array", "len"]
2
["_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset.patching.test_sequential_patching_py.test_extract_patches_sequential_2d", "_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset.patching....
The function (check_extract_patches_sequential) defined within the public class called public.The function start at line 13 and ends at 25. It contains 6 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [13.0] and does not return any value. It declares 5.0 functions, It has 5...
CAREamics_careamics
public
public
0
0
test_extract_patches_sequential_2d
def test_extract_patches_sequential_2d(array_2D, patch_size):"""Test extracting patches sequentially in 2D."""check_extract_patches_sequential(array_2D, patch_size)
1
2
2
14
0
37
39
37
array_2D,patch_size
[]
None
{"Expr": 2}
2
3
2
["check_extract_patches_sequential", "pytest.mark.parametrize"]
0
[]
The function (test_extract_patches_sequential_2d) defined within the public class called public.The function start at line 37 and ends at 39. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [37.0] and does not return any value. It declares 2.0 functions, and I...
CAREamics_careamics
public
public
0
0
test_extract_patches_sequential_3d
def test_extract_patches_sequential_3d(array_3D, patch_size):"""Test extracting patches sequentially in 3D.The 3D array is a fixture of shape (1, 8, 16, 16)."""# TODO changed the fixture to (1, 8, 16, 16), uneven shape doesnt work. We need to# discuss the function or the test casescheck_extract_patches_sequential(array...
1
2
2
14
0
51
57
51
array_3D,patch_size
[]
None
{"Expr": 2}
2
7
2
["check_extract_patches_sequential", "pytest.mark.parametrize"]
0
[]
The function (test_extract_patches_sequential_3d) defined within the public class called public.The function start at line 51 and ends at 57. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [51.0] and does not return any value. It declares 2.0 functions, and I...
CAREamics_careamics
public
public
0
0
test_extract_patches_sequential_2d_supervised
def test_extract_patches_sequential_2d_supervised(array_2D, patch_size):"""Test extracting patches sequentially in 2D with target."""patches, targets = extract_patches_sequential(array_2D, patch_size=patch_size, target=array_2D)# Check that the same region is extracted in the patches and targetsassert np.array_equal(pa...
1
5
2
33
0
67
74
67
array_2D,patch_size
[]
None
{"Assign": 1, "Expr": 1}
3
8
3
["extract_patches_sequential", "np.array_equal", "pytest.mark.parametrize"]
0
[]
The function (test_extract_patches_sequential_2d_supervised) defined within the public class called public.The function start at line 67 and ends at 74. It contains 5 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [67.0] and does not return any value. It declares 3.0 functi...
CAREamics_careamics
public
public
0
0
test_compute_number_of_patches
def test_compute_number_of_patches(shape, patch_sizes, expected):"""Test computing number of patches"""assert _compute_number_of_patches(shape, patch_sizes) == expected
1
2
3
19
0
86
88
86
shape,patch_sizes,expected
[]
None
{"Expr": 1}
2
3
2
["_compute_number_of_patches", "pytest.mark.parametrize"]
0
[]
The function (test_compute_number_of_patches) defined within the public class called public.The function start at line 86 and ends at 88. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [86.0] and does not return any value. It declares 2.0 functions, and It ha...
CAREamics_careamics
public
public
0
0
test_compute_overlap
def test_compute_overlap(shape, patch_sizes, expected):"""Test computing overlap between patches"""assert _compute_overlap(shape, patch_sizes) == expected
1
2
3
19
0
99
101
99
shape,patch_sizes,expected
[]
None
{"Expr": 1}
2
3
2
["_compute_overlap", "pytest.mark.parametrize"]
0
[]
The function (test_compute_overlap) defined within the public class called public.The function start at line 99 and ends at 101. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [99.0] and does not return any value. It declares 2.0 functions, and It has 2.0 fun...
CAREamics_careamics
public
public
0
0
test_compute_patch_steps
def test_compute_patch_steps(dims, patch_size, overlap):"""Test computing patch steps"""patch_sizes = (patch_size,) * dimsoverlaps = (overlap,) * dimsexpected = (min(patch_size - overlap, patch_size),) * dimsassert _compute_patch_steps(patch_sizes, overlaps) == expected
1
5
3
50
3
107
113
107
dims,patch_size,overlap
['patch_sizes', 'expected', 'overlaps']
None
{"Assign": 3, "Expr": 1}
5
7
5
["min", "_compute_patch_steps", "pytest.mark.parametrize", "pytest.mark.parametrize", "pytest.mark.parametrize"]
0
[]
The function (test_compute_patch_steps) defined within the public class called public.The function start at line 107 and ends at 113. It contains 5 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [107.0] and does not return any value. It declares 5.0 functions, and It has 5...
CAREamics_careamics
public
public
0
0
check_compute_reshaped_view
def check_compute_reshaped_view(array: np.ndarray, window_shape, steps):"""Check the number of patches"""output_shape = (-1, *window_shape)# compute viewsoutput = _compute_patch_views(array, window_shape, steps, output_shape)# check the number of patchesn_patches = [np.ceil((array.shape[i] - window_shape[i] + 1) / step...
2
8
3
95
3
116
129
116
array,window_shape,steps
['output', 'output_shape', 'n_patches']
None
{"Assign": 3, "Expr": 1}
6
14
6
["_compute_patch_views", "astype", "np.ceil", "range", "len", "np.prod"]
2
["_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset.patching.test_sequential_patching_py.test_compute_reshaped_view_2d", "_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset.patching.test_...
The function (check_compute_reshaped_view) defined within the public class called public.The function start at line 116 and ends at 129. It contains 8 lines of code and it has a cyclomatic complexity of 2. It takes 3 parameters, represented as [116.0] and does not return any value. It declares 6.0 functions, It has 6.0...
CAREamics_careamics
public
public
0
0
test_compute_reshaped_view_2d
def test_compute_reshaped_view_2d(array_2D, window_shape, steps):"""Test computing reshaped view of an array of shape (1, 10, 9)."""check_compute_reshaped_view(array_2D, window_shape, steps)
1
2
3
18
0
140
142
140
array_2D,window_shape,steps
[]
None
{"Expr": 2}
2
3
2
["check_compute_reshaped_view", "pytest.mark.parametrize"]
0
[]
The function (test_compute_reshaped_view_2d) defined within the public class called public.The function start at line 140 and ends at 142. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [140.0] and does not return any value. It declares 2.0 functions, and It ...
CAREamics_careamics
public
public
0
0
test_compute_reshaped_view_3d
def test_compute_reshaped_view_3d(array_3D, window_shape, steps):"""Test computing reshaped view of an array of shape (1, 5, 10, 9)."""check_compute_reshaped_view(array_3D, window_shape, steps)
1
2
3
18
0
153
155
153
array_3D,window_shape,steps
[]
None
{"Expr": 2}
2
3
2
["check_compute_reshaped_view", "pytest.mark.parametrize"]
0
[]
The function (test_compute_reshaped_view_3d) defined within the public class called public.The function start at line 153 and ends at 155. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [153.0] and does not return any value. It declares 2.0 functions, and It ...
CAREamics_careamics
public
public
0
0
test_collate_tiles_2d
def test_collate_tiles_2d(ordered_array, n_channels, batch):"""Test that the collate tiles function collates tile information correctly."""tile_size = (4, 4)tile_overlap = (2, 2)shape = (1, n_channels, 8, 8)# create arrayarray = ordered_array(shape)# extract tilestiles = list(extract_tiles(array, tile_size=tile_size, o...
4
18
3
151
10
8
39
8
ordered_array,n_channels,batch
['tile_size', 'array', 'tiles_used', 'n_tiles', 'shape', 'tile_infos', 'batch_tiles', 'tile_overlap', 'tiles', 'collated_tiles']
None
{"Assign": 10, "AugAssign": 1, "Expr": 1, "For": 2, "While": 1}
11
32
11
["ordered_array", "list", "extract_tiles", "len", "collate_tiles", "len", "enumerate", "range", "len", "pytest.mark.parametrize", "pytest.mark.parametrize"]
0
[]
The function (test_collate_tiles_2d) defined within the public class called public.The function start at line 8 and ends at 39. It contains 18 lines of code and it has a cyclomatic complexity of 4. It takes 3 parameters, represented as [8.0] and does not return any value. It declares 11.0 functions, and It has 11.0 fu...
CAREamics_careamics
public
public
0
0
test_collate_tiles_3d
def test_collate_tiles_3d(ordered_array, n_channels, batch):"""Test that the collate tiles function collates tile information correctly."""tile_size = (4, 4, 4)tile_overlap = (2, 2, 2)shape = (1, n_channels, 8, 8, 8)# create arrayarray = ordered_array(shape)# extract tilestiles = list(extract_tiles(array, tile_size=til...
4
18
3
157
10
44
75
44
ordered_array,n_channels,batch
['tile_size', 'array', 'tiles_used', 'n_tiles', 'shape', 'tile_infos', 'batch_tiles', 'tile_overlap', 'tiles', 'collated_tiles']
None
{"Assign": 10, "AugAssign": 1, "Expr": 1, "For": 2, "While": 1}
11
32
11
["ordered_array", "list", "extract_tiles", "len", "collate_tiles", "len", "enumerate", "range", "len", "pytest.mark.parametrize", "pytest.mark.parametrize"]
0
[]
The function (test_collate_tiles_3d) defined within the public class called public.The function start at line 44 and ends at 75. It contains 18 lines of code and it has a cyclomatic complexity of 4. It takes 3 parameters, represented as [44.0] and does not return any value. It declares 11.0 functions, and It has 11.0 ...
CAREamics_careamics
public
public
0
0
test_extract_tiles
def test_extract_tiles(data_shape, tile_size, overlaps):"""Test extracted tiles are all the same size and can reconstruct the image."""arr = np.random.random_sample(data_shape).astype(np.float32)tile_data_generator = extract_tiles(arr=arr, tile_size=np.array(tile_size), overlaps=np.array(overlaps))tiles = []tile_infos ...
2
16
3
136
7
30
59
30
data_shape,tile_size,overlaps
['overlap_crop_coords', 'arr', 'stitched_arr', 'tile_infos', 'tile_data_generator', 'stitch_coords', 'tiles']
None
{"Assign": 7, "Expr": 4, "For": 1}
13
30
13
["astype", "np.random.random_sample", "extract_tiles", "np.array", "np.array", "tiles.append", "tile_infos.append", "len", "len", "len", "stitch_prediction", "np.testing.assert_array_equal", "pytest.mark.parametrize"]
0
[]
The function (test_extract_tiles) defined within the public class called public.The function start at line 30 and ends at 59. It contains 16 lines of code and it has a cyclomatic complexity of 2. It takes 3 parameters, represented as [30.0] and does not return any value. It declares 13.0 functions, and It has 13.0 fun...
CAREamics_careamics
public
public
0
0
test_compute_tile_info_legacy
def test_compute_tile_info_legacy():"""Test the legacy version of `compute_tile_info`."""data_shape = (1, 3, 10, 9)tile_size = (1, 3, 4, 4)overlaps = (0, 0, 2, 2)stitch_shape = tuple(ts - ov for ts, ov in zip(tile_size, overlaps, strict=False))grid_index_manager = GridIndexManager(data_shape=data_shape,grid_shape=stitc...
2
49
0
360
6
62
120
62
['tile_size', 'overlaps', 'grid_index_manager', 'stitch_shape', 'data_shape', 'tile_info']
None
{"Assign": 9, "Expr": 1}
15
59
15
["tuple", "zip", "GridIndexManager", "compute_tile_info_legacy", "TileInformation", "tuple", "compute_tile_info_legacy", "TileInformation", "tuple", "compute_tile_info_legacy", "TileInformation", "tuple", "compute_tile_info_legacy", "TileInformation", "tuple"]
0
[]
The function (test_compute_tile_info_legacy) defined within the public class called public.The function start at line 62 and ends at 120. It contains 49 lines of code and it has a cyclomatic complexity of 2. The function does not take any parameters and does not return any value. It declares 15.0 functions, and It has...
CAREamics_careamics
public
public
0
0
test_compute_tile_info
def test_compute_tile_info():"""Test `compute_tile_info` for a selection of known results."""# TODO: improve this test ?data_shape = np.array([1, 3, 10, 9])tile_size = np.array([4, 4])overlaps = np.array([2, 2])# first exampletile_info = compute_tile_info((0, 0), data_shape[1:], tile_size, overlaps)assert tile_info == ...
1
36
0
353
4
123
170
123
['overlaps', 'tile_info', 'tile_size', 'data_shape']
None
{"Assign": 7, "Expr": 1}
15
48
15
["np.array", "np.array", "np.array", "compute_tile_info", "TileInformation", "tuple", "compute_tile_info", "TileInformation", "tuple", "compute_tile_info", "TileInformation", "tuple", "compute_tile_info", "TileInformation", "tuple"]
0
[]
The function (test_compute_tile_info) defined within the public class called public.The function start at line 123 and ends at 170. It contains 36 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 15.0 functions, and It has 15.0 ...
CAREamics_careamics
public
public
0
0
test_compute_padding
def test_compute_padding(data_shape, tile_size, overlaps):padding = compute_padding(np.array(data_shape), np.array(tile_size), np.array(overlaps))for axis, (before, after) in enumerate(padding):# padded array should be divisible by the stitch sizestitch_size = tile_size[axis] - overlaps[axis]axis_size = data_shape[axis...
2
9
3
87
3
184
196
184
data_shape,tile_size,overlaps
['axis_size', 'stitch_size', 'padding']
None
{"Assign": 3, "For": 1}
6
13
6
["compute_padding", "np.array", "np.array", "np.array", "enumerate", "pytest.mark.parametrize"]
0
[]
The function (test_compute_padding) defined within the public class called public.The function start at line 184 and ends at 196. It contains 9 lines of code and it has a cyclomatic complexity of 2. It takes 3 parameters, represented as [184.0] and does not return any value. It declares 6.0 functions, and It has 6.0 f...
CAREamics_careamics
public
public
0
0
test_n_tiles_1d
def test_n_tiles_1d(axis_size, tile_size, overlap):"""Test calculating the number of tiles in a specific dimension."""result = n_tiles_1d(axis_size, tile_size, overlap)assert result == int(np.ceil(axis_size / (tile_size - overlap)))
1
3
3
38
1
203
206
203
axis_size,tile_size,overlap
['result']
None
{"Assign": 1, "Expr": 1}
4
4
4
["n_tiles_1d", "int", "np.ceil", "pytest.mark.parametrize"]
0
[]
The function (test_n_tiles_1d) defined within the public class called public.The function start at line 203 and ends at 206. It contains 3 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [203.0] and does not return any value. It declares 4.0 functions, and It has 4.0 functi...
CAREamics_careamics
public
public
0
0
test_total_n_tiles
def test_total_n_tiles(data_shape, tile_size, overlaps):"""Test calculating the total number of tiles."""result = total_n_tiles(data_shape, tile_size, overlaps)n_tiles = 1for i in range(-1, -len(tile_size) - 1, -1):n_tiles = n_tiles * int(np.ceil(data_shape[i] / (tile_size[i] - overlaps[i])))assert result == n_tiles
2
6
3
75
2
220
228
220
data_shape,tile_size,overlaps
['n_tiles', 'result']
None
{"Assign": 3, "Expr": 1, "For": 1}
6
9
6
["total_n_tiles", "range", "len", "int", "np.ceil", "pytest.mark.parametrize"]
0
[]
The function (test_total_n_tiles) defined within the public class called public.The function start at line 220 and ends at 228. It contains 6 lines of code and it has a cyclomatic complexity of 2. It takes 3 parameters, represented as [220.0] and does not return any value. It declares 6.0 functions, and It has 6.0 fun...
CAREamics_careamics
public
public
0
0
test_compute_tile_grid_shape
def test_compute_tile_grid_shape(data_shape, tile_size, overlaps):"""Test computing tile grid shape."""result = compute_tile_grid_shape(data_shape, tile_size, overlaps)tile_grid_shape = tuple(int(np.ceil(data_shape[i] / (tile_size[i] - overlaps[i])))for i in range(-len(tile_size), 0, 1))assert result == tile_grid_shape
2
7
3
68
2
242
252
242
data_shape,tile_size,overlaps
['result', 'tile_grid_shape']
None
{"Assign": 2, "Expr": 1}
7
11
7
["compute_tile_grid_shape", "tuple", "int", "np.ceil", "range", "len", "pytest.mark.parametrize"]
0
[]
The function (test_compute_tile_grid_shape) defined within the public class called public.The function start at line 242 and ends at 252. It contains 7 lines of code and it has a cyclomatic complexity of 2. It takes 3 parameters, represented as [242.0] and does not return any value. It declares 7.0 functions, and It h...
CAREamics_careamics
public
public
0
0
check_extract_tiles
def check_extract_tiles(array: np.ndarray, tile_size, overlaps):"""Test extracting patches randomly."""tile_data_generator = extract_tiles(array, tile_size, overlaps)tiles = []all_overlap_crop_coords = []all_stitch_coords = []# Assemble all tiles and their respective coordinatesfor tile_data in tile_data_generator:tile...
2
19
3
153
9
11
42
11
array,tile_size,overlaps
['n_max', 'overlap_crop_coords', 'tile_data_generator', 'stitch_coords', 'tiles', 'all_overlap_crop_coords', 'tile', 'all_stitch_coords', 'unique']
None
{"AnnAssign": 1, "Assign": 9, "Expr": 4, "For": 1}
14
32
14
["extract_tiles", "tiles.append", "all_overlap_crop_coords.append", "all_stitch_coords.append", "len", "len", "len", "len", "len", "len", "np.prod", "np.unique", "np.array", "len"]
2
["_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset.tiling.test_tiled_patching_py.test_extract_tiles_2d", "_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset.tiling.test_tiled_patching_py...
The function (check_extract_tiles) defined within the public class called public.The function start at line 11 and ends at 42. It contains 19 lines of code and it has a cyclomatic complexity of 2. It takes 3 parameters, represented as [11.0] and does not return any value. It declares 14.0 functions, It has 14.0 functio...
CAREamics_careamics
public
public
0
0
test_extract_tiles_2d
def test_extract_tiles_2d(array_2D, tile_size, overlaps):"""Test extracting tiles for prediction in 2D."""check_extract_tiles(array_2D, tile_size, overlaps)
1
2
3
18
0
52
54
52
array_2D,tile_size,overlaps
[]
None
{"Expr": 2}
2
3
2
["check_extract_tiles", "pytest.mark.parametrize"]
0
[]
The function (test_extract_tiles_2d) defined within the public class called public.The function start at line 52 and ends at 54. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [52.0] and does not return any value. It declares 2.0 functions, and It has 2.0 fun...
CAREamics_careamics
public
public
0
0
test_extract_tiles_3d
def test_extract_tiles_3d(array_3D, tile_size, overlaps):"""Test extracting tiles for prediction in 3D.The 3D array is a fixture of shape (1, 8, 16, 16)."""check_extract_tiles(array_3D, tile_size, overlaps)
1
2
3
18
0
64
68
64
array_3D,tile_size,overlaps
[]
None
{"Expr": 2}
2
5
2
["check_extract_tiles", "pytest.mark.parametrize"]
0
[]
The function (test_extract_tiles_3d) defined within the public class called public.The function start at line 64 and ends at 68. It contains 2 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [64.0] and does not return any value. It declares 2.0 functions, and It has 2.0 fun...
CAREamics_careamics
public
public
0
0
test_compute_crop_and_stitch_coords_1d
def test_compute_crop_and_stitch_coords_1d(axis_size, patch_size, overlap):(crop_coords,stitch_coords,overlap_crop_coords,) = _compute_crop_and_stitch_coords_1d(axis_size, patch_size, overlap)# check that the number of patches is sufficient to cover the whole axis and that# the number of coordinates is# the same for al...
3
35
3
260
1
73
120
73
axis_size,patch_size,overlap
['num_patches']
None
{"Assign": 2}
24
48
24
["_compute_crop_and_stitch_coords_1d", "astype", "np.ceil", "len", "len", "len", "all", "all", "all", "range", "len", "np.sum", "np.array", "np.array", "np.sum", "np.array", "np.array", "np.array_equal", "np.array", "np.array", "np.array", "np.array", "pytest.mark.parametrize", "pytest.mark.parametrize"]
0
[]
The function (test_compute_crop_and_stitch_coords_1d) defined within the public class called public.The function start at line 73 and ends at 120. It contains 35 lines of code and it has a cyclomatic complexity of 3. It takes 3 parameters, represented as [73.0] and does not return any value. It declares 24.0 functions,...
CAREamics_careamics
public
public
0
0
test_from_array
def test_from_array(data_shape, patch_size, expected_dataset_len):rng = np.random.default_rng(42)example_input = rng.random(data_shape)example_target = rng.random(data_shape)train_data_config = _create_ng_data_configuration(data_type="array",axes="YX",patch_size=patch_size,batch_size=1,augmentations=_list_spatial_augme...
1
30
3
181
6
28
61
28
data_shape,patch_size,expected_dataset_len
['output', 'example_input', 'train_dataset', 'rng', 'example_target', 'train_data_config']
None
{"Assign": 7, "Expr": 1}
14
34
14
["np.random.default_rng", "rng.random", "rng.random", "_create_ng_data_configuration", "_list_spatial_augmentations", "train_data_config.set_means_and_stds", "example_input.mean", "example_input.std", "example_target.mean", "example_target.std", "create_array_dataset", "len", "len", "pytest.mark.parametrize"]
0
[]
The function (test_from_array) defined within the public class called public.The function start at line 28 and ends at 61. It contains 30 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [28.0] and does not return any value. It declares 14.0 functions, and It has 14.0 functi...
CAREamics_careamics
public
public
0
0
test_from_tiff
def test_from_tiff(tmp_path: Path, data_shape, patch_size, expected_dataset_len):rng = np.random.default_rng(42)example_input = rng.random(data_shape)example_target = rng.random(data_shape)input_file_path = tmp_path / "input.tiff"target_file_path = tmp_path / "target.tiff"tifffile.imwrite(input_file_path, example_input...
1
34
4
211
8
72
111
72
tmp_path,data_shape,patch_size,expected_dataset_len
['output', 'target_file_path', 'input_file_path', 'example_input', 'train_dataset', 'rng', 'example_target', 'train_data_config']
None
{"Assign": 9, "Expr": 3}
16
40
16
["np.random.default_rng", "rng.random", "rng.random", "tifffile.imwrite", "tifffile.imwrite", "_create_ng_data_configuration", "_list_spatial_augmentations", "train_data_config.set_means_and_stds", "example_input.mean", "example_input.std", "example_target.mean", "example_target.std", "create_tiff_dataset", "len", "len...
0
[]
The function (test_from_tiff) defined within the public class called public.The function start at line 72 and ends at 111. It contains 34 lines of code and it has a cyclomatic complexity of 1. It takes 4 parameters, represented as [72.0] and does not return any value. It declares 16.0 functions, and It has 16.0 functi...
CAREamics_careamics
public
public
0
0
test_prediction_from_array
def test_prediction_from_array(data_shape, tile_size, tile_overlap):rng = np.random.default_rng(42)example_data = rng.random(data_shape)prediction_config = NGDataConfig(data_type="array",patching={"name": "tiled","patch_size": tile_size,"overlap": tile_overlap,},axes="YX",image_means=(example_data.mean(),),image_stds=(...
1
28
3
157
5
123
153
123
data_shape,tile_size,tile_overlap
['output', 'example_data', 'prediction_config', 'rng', 'prediction_dataset']
None
{"Assign": 6}
11
31
11
["np.random.default_rng", "rng.random", "NGDataConfig", "example_data.mean", "example_data.std", "_list_spatial_augmentations", "create_array_dataset", "len", "len", "pytest.mark.skip", "pytest.mark.parametrize"]
0
[]
The function (test_prediction_from_array) defined within the public class called public.The function start at line 123 and ends at 153. It contains 28 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [123.0] and does not return any value. It declares 11.0 functions, and It h...
CAREamics_careamics
public
public
0
0
test_from_custom_data_type.read_data_func_test
def read_data_func_test(data):return 1 - data
1
2
1
9
0
185
186
185
null
[]
None
null
0
0
0
null
0
null
The function (test_from_custom_data_type.read_data_func_test) defined within the public class called public.The function start at line 185 and ends at 186. It contains 2 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value..
CAREamics_careamics
public
public
0
0
test_from_custom_data_type
def test_from_custom_data_type(patch_size, data_shape):rng = np.random.default_rng(42)example_data = rng.random(data_shape)example_target = rng.random(data_shape)train_data_config = _create_ng_data_configuration(data_type="custom",axes="YX",patch_size=patch_size,batch_size=1,augmentations=_list_spatial_augmentations(),...
1
33
2
190
6
164
202
164
patch_size,data_shape
['output', 'example_data', 'train_dataset', 'rng', 'example_target', 'train_data_config']
Returns
{"Assign": 7, "Expr": 1, "Return": 1}
14
39
14
["np.random.default_rng", "rng.random", "rng.random", "_create_ng_data_configuration", "_list_spatial_augmentations", "train_data_config.set_means_and_stds", "example_data.mean", "example_data.std", "example_target.mean", "example_target.std", "create_custom_file_dataset", "len", "len", "pytest.mark.parametrize"]
0
[]
The function (test_from_custom_data_type) defined within the public class called public.The function start at line 164 and ends at 202. It contains 33 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [164.0], and this function return a value. It declares 14.0 functions, and ...
CAREamics_careamics
public
public
0
0
create_test_czi
def create_test_czi(file_path: Path, data: NDArray | list[NDArray]):if not isinstance(data, list):data = [data]with pyczi.create_czi(str(file_path)) as czi:xoffs = 0for scene_idx, scene_data in enumerate(data):for t in range(scene_data.shape[0]):for c in range(scene_data.shape[1]):for z in range(scene_data.shape[2]):cz...
6
16
2
148
2
20
36
20
file_path,data
['xoffs', 'data']
None
{"Assign": 2, "AugAssign": 1, "Expr": 1, "For": 4, "If": 1, "With": 1}
8
17
8
["isinstance", "pyczi.create_czi", "str", "enumerate", "range", "range", "range", "czi.write"]
2
["_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset_ng.patch_extractor.image_stack.test_czi_image_stack_py.test_extract_patch", "_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset_ng.patc...
The function (create_test_czi) defined within the public class called public.The function start at line 20 and ends at 36. It contains 16 lines of code and it has a cyclomatic complexity of 6. It takes 2 parameters, represented as [20.0] and does not return any value. It declares 8.0 functions, It has 8.0 functions cal...
CAREamics_careamics
public
public
0
0
test_extract_patch
def test_extract_patch(tmp_path: Path,orig_shape: tuple[int, ...],depth_axis: Literal["none", "Z", "T"],expected_axes: str,expected_shape: list[int],sample_idx: int,expect_raise,):# reference data to compare againstdata = np.random.randn(*orig_shape).astype(np.float32)# save data as a czi file to ininitialise image sta...
5
50
7
352
8
63
127
63
tmp_path,orig_shape,depth_axis,expected_axes,expected_shape,sample_idx,expect_raise
['extracted_patch', 'patch_ref', 'image_stack', 'patch_size', 'data_ref', 'file_path', 'data', 'coords']
None
{"Assign": 15, "Expr": 2, "If": 3, "Return": 1, "With": 1}
26
65
26
["astype", "np.random.randn", "create_test_czi", "CziImageStack", "len", "image_stack.extract_patch", "np.moveaxis", "data_ref.reshape", "image_stack.extract_patch", "expected_axes.index", "data.swapaxes", "np.testing.assert_array_equal", "pytest.mark.parametrize", "nullcontext", "pytest.raises", "pytest.raises", "null...
0
[]
The function (test_extract_patch) defined within the public class called public.The function start at line 63 and ends at 127. It contains 50 lines of code and it has a cyclomatic complexity of 5. It takes 7 parameters, represented as [63.0] and does not return any value. It declares 26.0 functions, and It has 26.0 fu...
CAREamics_careamics
public
public
0
0
test_multiple_scenes
def test_multiple_scenes(tmp_path: Path,):original_shapes = [[4, 1, 8, 16, 32],[4, 1, 8, 24, 18],[4, 1, 8, 45, 32],]# reference data to compare againstdata_ref = [np.random.randn(*shape).astype(np.float32) for shape in original_shapes]# save data as a czi file to ininitialise image stack withfile_path = tmp_path / "tes...
5
35
1
296
12
131
176
131
tmp_path
['extracted_patch', 'scene_rectangle_sizes', 'scene_rectangles', 'original_shapes', 'patch_ref', 't', 'image_stack', 'expected_rectangle_sizes', 'patch_size', 'data_ref', 'file_path', 'coords']
None
{"Assign": 12, "Expr": 2, "For": 1}
11
46
11
["astype", "np.random.randn", "create_test_czi", "CziImageStack.get_bounding_rectangles", "len", "len", "scene_rectangles.values", "enumerate", "CziImageStack", "image_stack.extract_patch", "np.testing.assert_array_equal"]
0
[]
The function (test_multiple_scenes) defined within the public class called public.The function start at line 131 and ends at 176. It contains 35 lines of code and it has a cyclomatic complexity of 5. The function does not take any parameters and does not return any value. It declares 11.0 functions, and It has 11.0 fu...
CAREamics_careamics
public
public
0
0
test_import_czi_image_stack_failure
def test_import_czi_image_stack_failure():"""Test that in the absence of pylibCZIrw, the CziImageStack import failswith an import error."""if importlib.util.find_spec("pylibCZIrw") is None:with pytest.raises(ImportError):CziImageStack(data_path="")
2
4
0
31
0
8
13
8
[]
None
{"Expr": 2, "If": 1, "With": 1}
3
6
3
["importlib.util.find_spec", "pytest.raises", "CziImageStack"]
0
[]
The function (test_import_czi_image_stack_failure) defined within the public class called public.The function start at line 8 and ends at 13. It contains 4 lines of code and it has a cyclomatic complexity of 2. The function does not take any parameters and does not return any value. It declares 3.0 functions, and It h...
CAREamics_careamics
public
public
0
0
create_test_zarr
def create_test_zarr(file_path: Path, data_path: str, data: NDArray):store = zarr.storage.LocalStore(root=file_path.resolve())# create arrayarray = zarr.create(store=store,shape=data.shape,chunks=data.shape,# only 1 chunkdtype=np.uint16,path=data_path,)# write dataarray[...] = datastore.close()
1
11
3
75
2
12
24
12
file_path,data_path,data
['array', 'store']
None
{"Assign": 3, "Expr": 1}
4
13
4
["zarr.storage.LocalStore", "file_path.resolve", "zarr.create", "store.close"]
1
["_.content.gdrive.MyDrive.Phd_Thesis.Dataset_Creation.Output.Cloned_Repo_3.95053985_CAREamics_careamics.tests.dataset_ng.patch_extractor.image_stack.test_zarr_image_stack_py.test_extract_patch_2D"]
The function (create_test_zarr) defined within the public class called public.The function start at line 12 and ends at 24. It contains 11 lines of code and it has a cyclomatic complexity of 1. It takes 3 parameters, represented as [12.0] and does not return any value. It declares 4.0 functions, It has 4.0 functions ca...
CAREamics_careamics
public
public
0
0
test_extract_patch_2D
def test_extract_patch_2D(tmp_path: Path,original_axes: str,original_shape: tuple[int, ...],expected_shape: tuple[int, ...],sample_idx: int,):# reference data to compare against, it is reshaped using careamics reshape_arraydata = np.arange(np.prod(original_shape)).reshape(original_shape)data_ref = reshape_array(data, o...
1
27
5
197
10
38
73
38
tmp_path,original_axes,original_shape,expected_shape,sample_idx
['extracted_patch', 'data_path', 'patch_ref', 'image_stack', 'store', 'patch_size', 'data_ref', 'file_path', 'data', 'coords']
None
{"Assign": 10, "Expr": 2}
10
36
10
["reshape", "np.arange", "np.prod", "reshape_array", "create_test_zarr", "zarr.storage.LocalStore", "ZarrImageStack", "image_stack.extract_patch", "np.testing.assert_array_equal", "pytest.mark.parametrize"]
0
[]
The function (test_extract_patch_2D) defined within the public class called public.The function start at line 38 and ends at 73. It contains 27 lines of code and it has a cyclomatic complexity of 1. It takes 5 parameters, represented as [38.0] and does not return any value. It declares 10.0 functions, and It has 10.0 ...
CAREamics_careamics
public
public
0
0
test_from_ome_zarr
def test_from_ome_zarr():# kinda an integration testurl = "https://uk1s3.embassy.ebi.ac.uk/idr/zarr/v0.4/idr0062A/6001240.zarr"image_stack = ZarrImageStack.from_ome_zarr(path=url)# initialise image stackn_channels = image_stack.data_shape[1]patch_size = (100, 64, 25)patch = image_stack.extract_patch(sample_idx=0, coord...
1
10
0
78
5
76
86
76
['patch', 'image_stack', 'url', 'patch_size', 'n_channels']
None
{"Assign": 5}
3
11
3
["ZarrImageStack.from_ome_zarr", "image_stack.extract_patch", "isinstance"]
0
[]
The function (test_from_ome_zarr) defined within the public class called public.The function start at line 76 and ends at 86. It contains 10 lines of code and it has a cyclomatic complexity of 1. The function does not take any parameters and does not return any value. It declares 3.0 functions, and It has 3.0 function...
CAREamics_careamics
public
public
0
0
_create_random_patching_strategy
def _create_random_patching_strategy(data_shapes: Sequence[Sequence[int]], patch_size: Sequence[int]) -> RandomPatchingStrategy:seed = 42return RandomPatchingStrategy(data_shapes=data_shapes, patch_size=patch_size, seed=seed)
1
7
2
40
1
16
22
16
data_shapes,patch_size
['seed']
RandomPatchingStrategy
{"Assign": 1, "Return": 1}
1
7
1
["RandomPatchingStrategy"]
0
[]
The function (_create_random_patching_strategy) defined within the public class called public.The function start at line 16 and ends at 22. It contains 7 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [16.0] and does not return any value. It declare 1.0 function, and It ha...
CAREamics_careamics
public
public
0
0
_create_fixed_random_patching_strategy
def _create_fixed_random_patching_strategy(data_shapes: Sequence[Sequence[int]], patch_size: Sequence[int]) -> FixedRandomPatchingStrategy:seed = 42return FixedRandomPatchingStrategy(data_shapes=data_shapes, patch_size=patch_size, seed=seed)
1
7
2
40
1
25
31
25
data_shapes,patch_size
['seed']
FixedRandomPatchingStrategy
{"Assign": 1, "Return": 1}
1
7
1
["FixedRandomPatchingStrategy"]
0
[]
The function (_create_fixed_random_patching_strategy) defined within the public class called public.The function start at line 25 and ends at 31. It contains 7 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [25.0] and does not return any value. It declare 1.0 function, and ...
CAREamics_careamics
public
public
0
0
_create_sequential_patching_strategy
def _create_sequential_patching_strategy(data_shapes: Sequence[Sequence[int]], patch_size: Sequence[int]) -> SequentialPatchingStrategy:overlap = tuple(2 for _ in patch_size)return SequentialPatchingStrategy(data_shapes, patch_size, overlap)
2
5
2
41
1
34
38
34
data_shapes,patch_size
['overlap']
SequentialPatchingStrategy
{"Assign": 1, "Return": 1}
2
5
2
["tuple", "SequentialPatchingStrategy"]
0
[]
The function (_create_sequential_patching_strategy) defined within the public class called public.The function start at line 34 and ends at 38. It contains 5 lines of code and it has a cyclomatic complexity of 2. It takes 2 parameters, represented as [34.0] and does not return any value. It declares 2.0 functions, and ...
CAREamics_careamics
public
public
0
0
_create_tiling_strategy
def _create_tiling_strategy(data_shapes: Sequence[Sequence[int]], patch_size: Sequence[int]) -> TilingStrategy:if len(patch_size) == 2:overlaps = (2, 2)elif len(patch_size) == 3:overlaps = (2, 2, 2)else:raise ValueErrorreturn TilingStrategy(data_shapes=data_shapes, tile_size=patch_size, overlaps=overlaps)
3
12
2
73
1
41
52
41
data_shapes,patch_size
['overlaps']
TilingStrategy
{"Assign": 2, "If": 2, "Return": 1}
3
12
3
["len", "len", "TilingStrategy"]
0
[]
The function (_create_tiling_strategy) defined within the public class called public.The function start at line 41 and ends at 52. It contains 12 lines of code and it has a cyclomatic complexity of 3. It takes 2 parameters, represented as [41.0] and does not return any value. It declares 3.0 functions, and It has 3.0 ...
CAREamics_careamics
public
public
0
0
_create_whole_sample_patching_strategy
def _create_whole_sample_patching_strategy(data_shapes: Sequence[Sequence[int]], patch_size: Sequence[int]) -> WholeSamplePatchingStrategy:# patch_size unusedreturn WholeSamplePatchingStrategy(data_shapes=data_shapes)
1
4
2
29
0
55
59
55
data_shapes,patch_size
[]
WholeSamplePatchingStrategy
{"Return": 1}
1
5
1
["WholeSamplePatchingStrategy"]
0
[]
The function (_create_whole_sample_patching_strategy) defined within the public class called public.The function start at line 55 and ends at 59. It contains 4 lines of code and it has a cyclomatic complexity of 1. It takes 2 parameters, represented as [55.0] and does not return any value. It declare 1.0 function, and ...
CAREamics_careamics
public
public
0
0
test_all_get_patch_spec
def test_all_get_patch_spec(strategy_constr: PatchingStrategyConstr,data_shapes: Sequence[Sequence[int]],patch_size: Sequence[int],):strategy = strategy_constr(data_shapes, patch_size)n_patches = strategy.n_patchesfor i in range(n_patches):patch_spec = strategy.get_patch_spec(i)# validate patch is within spatial bounds...
2
16
3
117
8
86
104
86
strategy_constr,data_shapes,patch_size
['patch_size_', 'spatial_shape', 'data_index', 'patch_spec', 'n_patches', 'data_shape', 'strategy', 'coords']
None
{"Assign": 8, "For": 1}
9
19
9
["strategy_constr", "range", "strategy.get_patch_spec", "np.array", "np.array", "all", "all", "pytest.mark.parametrize", "pytest.mark.parametrize"]
0
[]
The function (test_all_get_patch_spec) defined within the public class called public.The function start at line 86 and ends at 104. It contains 16 lines of code and it has a cyclomatic complexity of 2. It takes 3 parameters, represented as [86.0] and does not return any value. It declares 9.0 functions, and It has 9.0...
CAREamics_careamics
public
public
0
0
test_patches_cover_50percent
def test_patches_cover_50percent(strategy_constr: PatchingStrategyConstr,data_shapes: Sequence[Sequence[int]],patch_size: Sequence[int],):# Testing more than 50% because some patching strategies are random (but seeded)"""Test that more than 50% of the data is covered by the sampled pathches"""patching_strategy = strate...
6
25
3
170
7
117
149
117
strategy_constr,data_shapes,patch_size
['tracking_arrays', 'tracking_array', 'spatial_slice', 'total_size', 'total_covered', 'patching_strategy', 'patch_specs']
None
{"Assign": 8, "AugAssign": 2, "Expr": 1, "For": 2}
11
33
11
["strategy_constr", "np.zeros", "patching_strategy.get_patch_spec", "range", "tuple", "slice", "zip", "slice", "np.count_nonzero", "pytest.mark.parametrize", "pytest.mark.parametrize"]
0
[]
The function (test_patches_cover_50percent) defined within the public class called public.The function start at line 117 and ends at 149. It contains 25 lines of code and it has a cyclomatic complexity of 6. It takes 3 parameters, represented as [117.0] and does not return any value. It declares 11.0 functions, and It...