diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2dbdbe4..0e6b994 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -18,7 +18,7 @@ repos:
         args: [ "--fix=lf" ]
 
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.6
+    rev: v2.3.0
     hooks:
       - id: codespell
         files: \.(py|sh|rst|yml|yaml)$
@@ -52,28 +52,28 @@ repos:
           ]
 
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.15.2
+    rev: v3.17.0
     hooks:
       - id: pyupgrade
         # 将Python代码升级到新版本的Python语法
         args: [ "--py310-plus" ]
 
   - repo: https://github.com/psf/black
-    rev: "24.4.2"
+    rev: "24.8.0"
     hooks:
       - id: black
         # 自动格式化Python代码，符合PEP 8风格指南
         args: [--line-length=88]
 
   - repo: https://github.com/commitizen-tools/commitizen
-    rev: v3.25.0
+    rev: v3.28.0
     hooks:
       - id: commitizen
         # 确保commit信息遵循Conventional Commits标准
         stages: [ commit-msg ]
 
   - repo: 'https://github.com/PyCQA/flake8'
-    rev: 7.0.0
+    rev: 7.1.1
     hooks:
       - id: flake8
         args:
@@ -83,7 +83,7 @@ repos:
         types: [ python ]
 
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.10.0
+    rev: v1.11.1
     hooks:
       - id: mypy
         args: [ --ignore-missing-imports,--disallow-untyped-defs, --show-error-codes ]
diff --git a/src/eval/logger.py b/src/eval/logger.py
index f582feb..0901b3c 100644
--- a/src/eval/logger.py
+++ b/src/eval/logger.py
@@ -3,12 +3,11 @@
 from typing import Literal
 
 import torch
+import wandb
 from matplotlib import pyplot as plt
 from pandas import DataFrame
 from torch import Tensor
 
-import wandb
-
 from ..my_gsplat.geometry import compute_silhouette_diff
 from .utils import calculate_RMSE_np