From 096419c9839b44140d8b0dbe97cd23dc34adaafa Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 4 May 2026 20:19:04 +0000
Subject: [PATCH] [pre-commit.ci] pre-commit autoupdate
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updates:
- [github.com/psf/black-pre-commit-mirror: 26.1.0 → 26.3.1](https://github.com/psf/black-pre-commit-mirror/compare/26.1.0...26.3.1)
- [github.com/astral-sh/ruff-pre-commit: v0.15.4 → v0.15.12](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.4...v0.15.12)
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 12c42cd..d2d9e49 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -9,11 +9,11 @@ repos:
       - id: end-of-file-fixer
         exclude_types: [json, binary]
   - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: "26.1.0"
+    rev: "26.3.1"
     hooks:
       - id: black-jupyter
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: "v0.15.4"
+    rev: "v0.15.12"
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]