diff --git a/normalizing_flow/distributions.py b/normalizing_flow/distributions.py
index 2199a4a8..5b9fae48 100644
--- a/normalizing_flow/distributions.py
+++ b/normalizing_flow/distributions.py
@@ -1,7 +1,7 @@
 # Copyright © 2023-2024 Apple Inc.
 
-from typing import Tuple, Optional, Union
 import math
+from typing import Optional, Tuple, Union
 
 import mlx.core as mx
 
diff --git a/normalizing_flow/flows.py b/normalizing_flow/flows.py
index 0fbd550b..d2ab1704 100644
--- a/normalizing_flow/flows.py
+++ b/normalizing_flow/flows.py
@@ -1,11 +1,10 @@
 # Copyright © 2023-2024 Apple Inc.
 
-from typing import Tuple, Optional, Union
+from typing import Optional, Tuple, Union
 
 import mlx.core as mx
 import mlx.nn as nn
-
-from bijectors import MaskedCoupling, AffineBijector
+from bijectors import AffineBijector, MaskedCoupling
 from distributions import Normal
 
 
diff --git a/normalizing_flow/main.py b/normalizing_flow/main.py
index 0d3cfe56..2956a098 100644
--- a/normalizing_flow/main.py
+++ b/normalizing_flow/main.py
@@ -1,15 +1,13 @@
 # Copyright © 2023-2024 Apple Inc.
 
-from tqdm import trange
-import numpy as np
-from sklearn import datasets, preprocessing
 import matplotlib.pyplot as plt
-
 import mlx.core as mx
 import mlx.nn as nn
 import mlx.optimizers as optim
-
+import numpy as np
 from flows import RealNVP
+from sklearn import datasets, preprocessing
+from tqdm import trange
 
 
 def get_moons_dataset(n_samples=100_000, noise=0.06):