diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 06f36a93..dd7e9059 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,27 +5,27 @@ ci:
 
 repos:
 -   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v6.0.0
     hooks:
     -   id: check-added-large-files
     -   id: check-yaml
     -   id: end-of-file-fixer
     -   id: trailing-whitespace
--   repo: https://github.com/psf/black
-    rev: 24.3.0
+-   repo: https://github.com/psf/black-pre-commit-mirror
+    rev: 25.11.0
     hooks:
     -   id: black
 -   repo: https://github.com/PyCQA/flake8
-    rev: 7.0.0
+    rev: 7.3.0
     hooks:
     - id: flake8
 -   repo: https://github.com/PyCQA/isort
-    rev: 5.13.2
+    rev: 7.0.0
     hooks:
     -   id: isort
         exclude: ^(nobrainer/_version\.py|versioneer\.py)$
 -   repo: https://github.com/codespell-project/codespell
-    rev: v2.2.6
+    rev: v2.4.1
     hooks:
     -   id: codespell
         exclude: ^(nobrainer/_version\.py|versioneer\.py|pyproject\.toml|CHANGELOG\.md)$
diff --git a/nobrainer/models/autoencoder.py b/nobrainer/models/autoencoder.py
index 5288466b..74f87a66 100644
--- a/nobrainer/models/autoencoder.py
+++ b/nobrainer/models/autoencoder.py
@@ -1,5 +1,4 @@
-"""Model definition for Autoencoder.
-"""
+"""Model definition for Autoencoder."""
 
 import math
 
diff --git a/nobrainer/models/dcgan.py b/nobrainer/models/dcgan.py
index 0e4a94d3..1d1dd618 100644
--- a/nobrainer/models/dcgan.py
+++ b/nobrainer/models/dcgan.py
@@ -1,5 +1,4 @@
-"""Model definition for DCGAN.
-"""
+"""Model definition for DCGAN."""
 
 import math
 
diff --git a/nobrainer/models/highresnet.py b/nobrainer/models/highresnet.py
index 1e7910e4..80355f77 100644
--- a/nobrainer/models/highresnet.py
+++ b/nobrainer/models/highresnet.py
@@ -1,5 +1,4 @@
-"""Model definition for HighResNet.
-"""
+"""Model definition for HighResNet."""
 
 import tensorflow as tf
 from tensorflow.keras import layers
diff --git a/nobrainer/models/progressiveae.py b/nobrainer/models/progressiveae.py
index 23c62d21..3c239c83 100644
--- a/nobrainer/models/progressiveae.py
+++ b/nobrainer/models/progressiveae.py
@@ -1,5 +1,4 @@
-"""Model definition for ProgressiveAE.
-"""
+"""Model definition for ProgressiveAE."""
 
 import tensorflow as tf
 from tensorflow.keras import layers, models
diff --git a/nobrainer/models/progressivegan.py b/nobrainer/models/progressivegan.py
index 871ae9d7..f52a668a 100644
--- a/nobrainer/models/progressivegan.py
+++ b/nobrainer/models/progressivegan.py
@@ -1,5 +1,4 @@
-"""Model definition for ProgressiveGAN.
-"""
+"""Model definition for ProgressiveGAN."""
 
 import tensorflow as tf
 from tensorflow.keras import layers, models
diff --git a/nobrainer/models/unet.py b/nobrainer/models/unet.py
index fb23a639..e20dd43a 100644
--- a/nobrainer/models/unet.py
+++ b/nobrainer/models/unet.py
@@ -1,5 +1,4 @@
-"""Model definition for UNet.
-"""
+"""Model definition for UNet."""
 
 import tensorflow as tf
 from tensorflow.keras import layers