import from hoocs

src/hoocs/approximate_shapley_values.py

@@ -4,9 +4,9 @@
 from typing import Callable, Dict, List, Set
 from numpy.typing import NDArray
 
-from src.hoocs.base_explainer import BaseExplainer
-from src.hoocs.imputers.abstract_imputer import Imputer
-from src.hoocs.shapley import ShapleyValues
+from hoocs.base_explainer import BaseExplainer
+from hoocs.imputers.abstract_imputer import Imputer
+from hoocs.shapley import ShapleyValues
 
 
 def shapley_normalization(n_features: int, cardinality: int) -> float:

src/hoocs/base_explainer.py

@@ -5,8 +5,8 @@
 
 from numpy.typing import NDArray
 
-from src.hoocs.imputers.abstract_imputer import Imputer
-from src.hoocs import helper_base
+from hoocs.imputers.abstract_imputer import Imputer
+from hoocs import helper_base
 
 from abc import ABC, abstractmethod
 

src/hoocs/derived_explainer_targeted.py

@@ -3,9 +3,9 @@
 
 from abc import abstractmethod
 
-from src.hoocs.imputers.abstract_imputer import Imputer
-from src.hoocs.base_explainer import BaseExplainer
-from src.hoocs.base_explainer import ModelFn, DictAttributions
+from hoocs.imputers.abstract_imputer import Imputer
+from hoocs.base_explainer import BaseExplainer
+from hoocs.base_explainer import ModelFn, DictAttributions
 
 from typing import List, Set
 from numpy.typing import NDArray

src/hoocs/helper_kernelshap.py

@@ -1,4 +1,3 @@
-import numpy
 import numpy as np
 from scipy.special import binom
 

src/hoocs/imputers/color_sampling_imputer.py

@@ -1,6 +1,6 @@
 import numpy as np
 
-from src.hoocs.imputers.abstract_imputer import Imputer
+from hoocs.imputers.abstract_imputer import Imputer
 from numpy.typing import NDArray
 
 

src/hoocs/imputers/opencv_inpainting.py

@@ -1,7 +1,7 @@
 import numpy as np
 import cv2
 
-from src.hoocs.imputers.abstract_imputer import Imputer
+from hoocs.imputers.abstract_imputer import Imputer
 from typing import Callable
 from numpy.typing import NDArray
 

src/hoocs/imputers/simple_imputers.py

@@ -1,9 +1,9 @@
 import numpy as np
 
 
-from src.hoocs.imputers.abstract_imputer import create_clean_imputation
+from hoocs.imputers.abstract_imputer import create_clean_imputation
 
-from src.hoocs.imputers.abstract_imputer import Imputer
+from hoocs.imputers.abstract_imputer import Imputer
 from numpy.typing import NDArray
 
 

src/hoocs/kernelshap.py

@@ -5,11 +5,11 @@
 from typing import Callable, Dict, List, Set
 from numpy.typing import NDArray
 
-from src.hoocs.base_explainer import BaseExplainer
-from src.hoocs.imputers.abstract_imputer import Imputer
-from src.hoocs.helper_kernelshap import shap_kernel_weight
-from src.hoocs.helper_kernelshap import convert_coalitions_to_segmentation
-from src.hoocs import helper_kernelshap
+from hoocs.base_explainer import BaseExplainer
+from hoocs.imputers.abstract_imputer import Imputer
+from hoocs.helper_kernelshap import shap_kernel_weight
+from hoocs.helper_kernelshap import convert_coalitions_to_segmentation
+from hoocs import helper_kernelshap
 
 
 class KernelSHAP(BaseExplainer):

src/hoocs/preddiff.py

@@ -1,9 +1,9 @@
 from typing import Callable, List, Set
 from numpy.typing import NDArray
-from src.hoocs.imputers.abstract_imputer import Imputer
+from hoocs.imputers.abstract_imputer import Imputer
 
-from src.hoocs import helper_methods
-from src.hoocs.derived_explainer_targeted import TargetedAttributionsMethod
+from hoocs import helper_methods
+from hoocs.derived_explainer_targeted import TargetedAttributionsMethod
 
 
 class PredDiff(TargetedAttributionsMethod):

src/hoocs/shapley.py

@@ -2,11 +2,11 @@
 from numpy.typing import NDArray
 
 from typing import Callable, List, Set
-from src.hoocs.imputers.abstract_imputer import Imputer
+from hoocs.imputers.abstract_imputer import Imputer
 
-from src.hoocs import helper_kernelshap
-from src.hoocs import helper_methods
-from src.hoocs.derived_explainer_targeted import TargetedAttributionsMethod
+from hoocs import helper_kernelshap
+from hoocs import helper_methods
+from hoocs.derived_explainer_targeted import TargetedAttributionsMethod
 
 
 def _get_unique_features(list_features: List[str]) -> NDArray:

tests/helper.py

@@ -2,8 +2,8 @@
 
 import numpy as np
 
-from src.hoocs.derived_explainer_targeted import TargetedAttributionsMethod
-from src.hoocs.imputers import simple_imputers
+from hoocs.derived_explainer_targeted import TargetedAttributionsMethod
+from hoocs.imputers import simple_imputers
 from tests import simple_models
 
 from numpy.testing import assert_allclose

tests/test_approximate_shapley_values.py

@@ -1,7 +1,7 @@
 import numpy as np
 
-from src.hoocs.approximate_shapley_values import ApproximateShapleyValues, shapley_normalization
-from src.hoocs.imputers import simple_imputers
+from hoocs.approximate_shapley_values import ApproximateShapleyValues, shapley_normalization
+from hoocs.imputers import simple_imputers
 from tests import simple_models
 from tests.test_kernelshap import check_efficiency
 

tests/test_helper_base.py

@@ -1,4 +1,4 @@
-from src.hoocs import helper_base
+from hoocs import helper_base
 
 
 def test_organize_key():

tests/test_helper_kernelshap.py

@@ -1,6 +1,6 @@
 import numpy as np
 
-from src.hoocs import helper_kernelshap
+from hoocs import helper_kernelshap
 
 from numpy.testing import assert_allclose
 

tests/test_kernelshap.py

@@ -4,8 +4,8 @@
 import numpy as np
 from numpy.testing import assert_allclose
 
-from src.hoocs import kernelshap
-from src.hoocs.imputers import simple_imputers
+from hoocs import kernelshap
+from hoocs.imputers import simple_imputers
 from tests import simple_models
 
 from typing import Dict, Set

tests/test_preddiff.py

@@ -12,9 +12,9 @@
 """
 import numpy as np
 
-from src.hoocs import helper_methods
-from src.hoocs import preddiff
-from src.hoocs.imputers import simple_imputers
+from hoocs import helper_methods
+from hoocs import preddiff
+from hoocs.imputers import simple_imputers
 
 from tests import simple_models, helper
 

tests/test_shapley.py

@@ -1,8 +1,8 @@
 import numpy as np
 from numpy.testing import assert_allclose
 
-from src.hoocs import shapley
-from src.hoocs.imputers import simple_imputers
+from hoocs import shapley
+from hoocs.imputers import simple_imputers
 from tests import simple_models
 
 import pytest

tests/test_simple_imputers.py

@@ -1,7 +1,7 @@
 import numpy as np
 
-from src.hoocs.imputers import simple_imputers
-from src.hoocs import helper_base
+from hoocs.imputers import simple_imputers
+from hoocs import helper_base
 
 
 class TestConstantValueImputer():