From ba537fe1d516b46a1c32834bceb16e9a67f76610 Mon Sep 17 00:00:00 2001
From: Alexander Engelsberger <aengelsb@hs-mittweida.de>
Date: Tue, 27 Apr 2021 15:43:10 +0200
Subject: [PATCH] Automatic formatting.

---
 examples/new_components.py            |  1 -
 prototorch/components/__init__.py     |  6 +++++-
 prototorch/components/components.py   | 24 ++++++++++++++----------
 prototorch/components/initializers.py |  3 ++-
 prototorch/functions/distances.py     |  7 +++++--
 prototorch/modules/models.py          |  3 +--
 tests/test_functions.py               |  9 +++++++--
 7 files changed, 34 insertions(+), 19 deletions(-)

diff --git a/examples/new_components.py b/examples/new_components.py
index d4a2555..2ef9ecc 100644
--- a/examples/new_components.py
+++ b/examples/new_components.py
@@ -2,7 +2,6 @@
 # DATASET
 #
 import torch
-
 from sklearn.datasets import load_iris
 from sklearn.preprocessing import StandardScaler
 
diff --git a/prototorch/components/__init__.py b/prototorch/components/__init__.py
index 3ae0a51..df90b00 100644
--- a/prototorch/components/__init__.py
+++ b/prototorch/components/__init__.py
@@ -1,4 +1,8 @@
-from prototorch.components.components import Components, LabeledComponents, ReasoningComponents
+from prototorch.components.components import (
+    Components,
+    LabeledComponents,
+    ReasoningComponents,
+)
 
 __all__ = [
     "Components",
diff --git a/prototorch/components/components.py b/prototorch/components/components.py
index 267e22b..658a76f 100644
--- a/prototorch/components/components.py
+++ b/prototorch/components/components.py
@@ -1,24 +1,28 @@
 """ProtoTorch components modules."""
 
-from typing import Tuple
 import warnings
-from prototorch.components.initializers import EqualLabelInitializer, ZeroReasoningsInitializer
+
 import torch
 from torch.nn.parameter import Parameter
 
-from prototorch.functions.initializers import get_initializer
+from prototorch.components.initializers import (
+    EqualLabelInitializer,
+    ZeroReasoningsInitializer,
+)
 
 
 class Components(torch.nn.Module):
     """
     Components is a set of learnable Tensors.
     """
-    def __init__(self,
-                 number_of_components=None,
-                 initializer=None,
-                 *,
-                 initialized_components=None,
-                 dtype=torch.float32):
+    def __init__(
+        self,
+        number_of_components=None,
+        initializer=None,
+        *,
+        initialized_components=None,
+        dtype=torch.float32,
+    ):
         super().__init__()
 
         # Ignore all initialization settings if initialized_components is given.
@@ -127,4 +131,4 @@ class ReasoningComponents(Components):
         return self._reasonings.detach().cpu()
 
     def forward(self):
-        return super().forward(), self._reasonings
\ No newline at end of file
+        return super().forward(), self._reasonings
diff --git a/prototorch/components/initializers.py b/prototorch/components/initializers.py
index c9ca22a..9c5d4e2 100644
--- a/prototorch/components/initializers.py
+++ b/prototorch/components/initializers.py
@@ -1,6 +1,7 @@
-import torch
 from collections.abc import Iterable
 
+import torch
+
 
 # Components
 class ComponentsInitializer:
diff --git a/prototorch/functions/distances.py b/prototorch/functions/distances.py
index 5949d0b..094270d 100644
--- a/prototorch/functions/distances.py
+++ b/prototorch/functions/distances.py
@@ -3,8 +3,11 @@
 import numpy as np
 import torch
 
-from prototorch.functions.helper import (_check_shapes, _int_and_mixed_shape,
-                                         equal_int_shape)
+from prototorch.functions.helper import (
+    _check_shapes,
+    _int_and_mixed_shape,
+    equal_int_shape,
+)
 
 
 def squared_euclidean_distance(x, y):
diff --git a/prototorch/modules/models.py b/prototorch/modules/models.py
index 8753bce..2f9c14a 100644
--- a/prototorch/modules/models.py
+++ b/prototorch/modules/models.py
@@ -1,8 +1,7 @@
 import torch
 from torch import nn
 
-from prototorch.functions.distances import (euclidean_distance_matrix,
-                                            tangent_distance)
+from prototorch.functions.distances import euclidean_distance_matrix, tangent_distance
 from prototorch.functions.helper import _check_shapes, _int_and_mixed_shape
 from prototorch.functions.normalization import orthogonalization
 from prototorch.modules.prototypes import Prototypes1D
diff --git a/tests/test_functions.py b/tests/test_functions.py
index cdb39f2..4a67c6c 100644
--- a/tests/test_functions.py
+++ b/tests/test_functions.py
@@ -5,8 +5,13 @@ import unittest
 import numpy as np
 import torch
 
-from prototorch.functions import (activations, competitions, distances,
-                                  initializers, losses)
+from prototorch.functions import (
+    activations,
+    competitions,
+    distances,
+    initializers,
+    losses,
+)
 
 
 class TestActivations(unittest.TestCase):