Automated pre-commit hook update

Author: MatthewMiddlehurst

.pre-commit-config.yaml

@@ -29,13 +29,13 @@ repos:
         args: [ "--create", "--python-folders", "tsml_eval" ]
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.6.9
+    rev: v0.8.0
     hooks:
       - id: ruff
         args: [ "--fix"]
 
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.18.0
+    rev: v3.19.0
     hooks:
       - id: pyupgrade
         args: [ "--py39-plus" ]
@@ -63,7 +63,7 @@ repos:
         exclude: "tsml_eval/_wip/"
 
   - repo: https://github.com/nbQA-dev/nbQA
-    rev: 1.8.7
+    rev: 1.9.1
     hooks:
       - id: nbqa-isort
         additional_dependencies: [ isort ]