From 7e946c3982425f8babd8a4df766d2ae4c9e169ab Mon Sep 17 00:00:00 2001
From: Evgeny Tsykunov <evgeny.tsykunov@intel.com>
Date: Thu, 29 Aug 2024 21:37:16 +0900
Subject: [PATCH] isort

---
 openvino_xai/methods/black_box/aise/base.py   | 12 +++++------
 .../methods/black_box/aise/classification.py  | 19 ++++++++++--------
 .../methods/black_box/aise/detection.py       | 20 ++++++++++---------
 3 files changed, 27 insertions(+), 24 deletions(-)

diff --git a/openvino_xai/methods/black_box/aise/base.py b/openvino_xai/methods/black_box/aise/base.py
index 4fa2c9a7..e1c98289 100644
--- a/openvino_xai/methods/black_box/aise/base.py
+++ b/openvino_xai/methods/black_box/aise/base.py
@@ -1,19 +1,17 @@
 # Copyright (C) 2024 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 
+import collections
 import math
-from openvino_xai.common.utils import IdentityPreprocessFN
-from openvino_xai.methods.black_box.base import BlackBoxXAIMethod
-
+from abc import ABC, abstractmethod
+from typing import Callable, Dict, List, Mapping, Tuple
 
 import numpy as np
 import openvino.runtime as ov
 from scipy.optimize import direct
 
-
-import collections
-from abc import ABC, abstractmethod
-from typing import Callable, Dict, List, Mapping, Tuple
+from openvino_xai.common.utils import IdentityPreprocessFN
+from openvino_xai.methods.black_box.base import BlackBoxXAIMethod
 
 
 class AISEBase(BlackBoxXAIMethod, ABC):
diff --git a/openvino_xai/methods/black_box/aise/classification.py b/openvino_xai/methods/black_box/aise/classification.py
index 46b62523..3796877f 100644
--- a/openvino_xai/methods/black_box/aise/classification.py
+++ b/openvino_xai/methods/black_box/aise/classification.py
@@ -1,20 +1,23 @@
 # Copyright (C) 2024 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 
-from openvino_xai.common.utils import IdentityPreprocessFN, infer_size_from_image, logger, scaling, sigmoid
-from openvino_xai.methods.black_box.aise.base import GaussianPerturbationMask
-from openvino_xai.methods.black_box.aise.base import AISEBase
-from openvino_xai.methods.black_box.base import Preset
-
+import collections
+from typing import Callable, Dict, List, Tuple
 
 import numpy as np
 import openvino.runtime as ov
 from openvino.runtime.utils.data_helpers.wrappers import OVDict
 from scipy.optimize import Bounds
 
-
-import collections
-from typing import Callable, Dict, List, Tuple
+from openvino_xai.common.utils import (
+    IdentityPreprocessFN,
+    infer_size_from_image,
+    logger,
+    scaling,
+    sigmoid,
+)
+from openvino_xai.methods.black_box.aise.base import AISEBase, GaussianPerturbationMask
+from openvino_xai.methods.black_box.base import Preset
 
 
 class AISEClassification(AISEBase):
diff --git a/openvino_xai/methods/black_box/aise/detection.py b/openvino_xai/methods/black_box/aise/detection.py
index e6765169..bac7c3f4 100644
--- a/openvino_xai/methods/black_box/aise/detection.py
+++ b/openvino_xai/methods/black_box/aise/detection.py
@@ -1,21 +1,23 @@
 # Copyright (C) 2024 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 
-from openvino_xai.common.parameters import Task
-from openvino_xai.common.utils import IdentityPreprocessFN, infer_size_from_image, logger, scaling
-from openvino_xai.methods.black_box.aise.base import GaussianPerturbationMask
-from openvino_xai.methods.black_box.aise.base import AISEBase
-from openvino_xai.methods.black_box.base import Preset
-
+import collections
+from typing import Any, Callable, Dict, List, Tuple
 
 import numpy as np
 import openvino.runtime as ov
 from openvino.runtime.utils.data_helpers.wrappers import OVDict
 from scipy.optimize import Bounds
 
-
-import collections
-from typing import Any, Callable, Dict, List, Tuple
+from openvino_xai.common.parameters import Task
+from openvino_xai.common.utils import (
+    IdentityPreprocessFN,
+    infer_size_from_image,
+    logger,
+    scaling,
+)
+from openvino_xai.methods.black_box.aise.base import AISEBase, GaussianPerturbationMask
+from openvino_xai.methods.black_box.base import Preset
 
 
 class AISEDetection(AISEBase):