diff --git a/examples/eigenvalue.py b/examples/eigenvalue.py
index e80b9eaa..2955efd6 100644
--- a/examples/eigenvalue.py
+++ b/examples/eigenvalue.py
@@ -4,6 +4,7 @@
 problem to the Sphere
 """
 import torch
+
 try:
     from torch.linalg import eigvalsh
 except ImportError:
@@ -12,6 +13,7 @@
     def eigvalsh(X):
         return symeig(X, eigenvectors=False).eigenvalues
 
+
 from torch import nn
 import geotorch
 
diff --git a/geotorch/lowrank.py b/geotorch/lowrank.py
index b2e92f85..1ac51619 100644
--- a/geotorch/lowrank.py
+++ b/geotorch/lowrank.py
@@ -1,7 +1,9 @@
 import torch
 from functools import partial
+
 try:
     from torch.linalg import svd
+
     svd = partial(svd, full_matrices=False)
 except ImportError:
     from torch import svd
diff --git a/geotorch/so.py b/geotorch/so.py
index 8b6e471a..e7b58b9d 100644
--- a/geotorch/so.py
+++ b/geotorch/so.py
@@ -1,6 +1,7 @@
 import math
 import torch
 from torch import nn
+
 try:
     from torch.linalg import qr
 except ImportError:
diff --git a/geotorch/symmetric.py b/geotorch/symmetric.py
index 92662c49..da07ec12 100644
--- a/geotorch/symmetric.py
+++ b/geotorch/symmetric.py
@@ -1,16 +1,19 @@
 import torch
 from torch import nn
 from functools import partial
+
 try:
     from torch.linalg import eigh
     from torch.linalg import eigvalsh
 except ImportError:
     from torch import symeig
+
     eigh = partial(symeig, eigenvectors=True)
 
     def eigvalsh(X):
         return symeig(X, eigenvectors=False).eigenvalues
 
+
 from .product import ProductManifold
 from .stiefel import Stiefel
 from .reals import Rn