From 1bfc24e436e8a13a1c768b6a0f0a78f25f545665 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 23 Mar 2026 20:38:13 +0000
Subject: [PATCH 1/2] [pre-commit.ci] pre-commit autoupdate
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Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/psf/black-pre-commit-mirror: 25.12.0 → 26.3.1](https://github.com/psf/black-pre-commit-mirror/compare/25.12.0...26.3.1)
- [github.com/astral-sh/ruff-pre-commit: v0.14.9 → v0.15.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.9...v0.15.7)
- [github.com/kynan/nbstripout: 0.8.2 → 0.9.1](https://github.com/kynan/nbstripout/compare/0.8.2...0.9.1)
---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dc00aa4..feebf7c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,7 +12,7 @@ repos:
       - id: check-yaml
       - id: check-toml
   - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: 25.12.0
+    rev: 26.3.1
     hooks:
       - id: black
       - id: black-jupyter
@@ -24,12 +24,12 @@ repos:
       - id: blackdoc-autoupdate-black
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: v0.14.9
+    rev: v0.15.7
     hooks:
       - id: ruff
         args: ["--fix", "--show-fixes"]
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.8.2
+    rev: 0.9.1
     hooks:
       - id: nbstripout
         args: [--extra-keys=metadata.kernelspec metadata.language_info.version]

From 84f12e40fd0a1c26801db8344d5857f485b743fa Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 23 Mar 2026 20:38:59 +0000
Subject: [PATCH 2/2] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index feebf7c..0792e80 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,7 +20,7 @@ repos:
     rev: v0.4.6
     hooks:
       - id: blackdoc
-        additional_dependencies: ["black==25.12.0"]
+        additional_dependencies: ["black==26.3.1"]
       - id: blackdoc-autoupdate-black
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.