diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 192b722..1026e37 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,22 +4,22 @@ fail_fast: false
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v6.0.0
     hooks:
       - 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: 25.12.0
     hooks:
       - id: black
         args: [--line-length=128, --verbose]
   - repo: https://github.com/PyCQA/flake8
-    rev: 5.0.4
+    rev: 7.3.0
     hooks:
       - id: flake8
         args: [--max-line-length=128, '--exclude=./.*,build,dist,official*,utils/artifact_pipeline/*,helper_code.py,run_model.py,train_model.py,evaluate_model.py,remove_data.py,remove_labels.py,truncate_data.py,*.ipynb', '--ignore=E501,W503,E203,F841,E402,E231', --count, --statistics, --show-source]
   - repo: https://github.com/pycqa/isort
-    rev: 5.13.2
+    rev: 7.0.0
     hooks:
       - id: isort
         args: [--profile=black, --line-length=128]
diff --git a/cfg_models.py b/cfg_models.py
index 76ffef8..78c36b4 100644
--- a/cfg_models.py
+++ b/cfg_models.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 from copy import deepcopy
 
diff --git a/data_reader.py b/data_reader.py
index d89c8f5..133edc9 100644
--- a/data_reader.py
+++ b/data_reader.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 import os
 import re
diff --git a/dataset.py b/dataset.py
index 48b19ff..1ce0644 100644
--- a/dataset.py
+++ b/dataset.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 import json
 import os
diff --git a/models/__init__.py b/models/__init__.py
index 6b79278..3cce9ac 100644
--- a/models/__init__.py
+++ b/models/__init__.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 from .crnn import CRNN_CINC2023
 from .ml import ML_Classifier_CINC2023
diff --git a/models/crnn.py b/models/crnn.py
index 5a429a4..5bbb606 100644
--- a/models/crnn.py
+++ b/models/crnn.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 from copy import deepcopy
 from typing import Any, Dict, Optional, Union
diff --git a/outputs.py b/outputs.py
index 1f7582f..785901a 100644
--- a/outputs.py
+++ b/outputs.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 from dataclasses import dataclass
 from typing import Optional, Sequence
diff --git a/test_docker.py b/test_docker.py
index dac3dea..1893ae9 100644
--- a/test_docker.py
+++ b/test_docker.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 import os
 from copy import deepcopy
diff --git a/test_local.py b/test_local.py
index 77755dd..3cbb75f 100644
--- a/test_local.py
+++ b/test_local.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 import os
 import sys
diff --git a/trainer.py b/trainer.py
index d7d920c..64b4777 100644
--- a/trainer.py
+++ b/trainer.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 import argparse
 import os
diff --git a/utils/gather_results.py b/utils/gather_results.py
index 7880af3..7f149a4 100644
--- a/utils/gather_results.py
+++ b/utils/gather_results.py
@@ -1,5 +1,4 @@
-"""
-"""
+""" """
 
 import posixpath
 from pathlib import Path