From e4c15e86ac0c0ad702b61a709f8bf07be87d7712 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 21 Sep 2026 20:42:05 +0000
Subject: [PATCH 1/2] [pre-commit.ci] pre-commit autoupdate
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/pre-commit/pre-commit-hooks: v5.0.0 → v6.0.0](https://github.com/pre-commit/pre-commit-hooks/compare/v5.0.0...v6.0.0)
- [github.com/astral-sh/ruff-pre-commit: v0.8.3 → v0.16.8](https://github.com/astral-sh/ruff-pre-commit/compare/v0.8.3...v0.16.8)
---
 .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 d2433f5..1e0e766 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
+    rev: v6.0.0
     hooks:
       - id: check-added-large-files
       - id: check-builtin-literals
@@ -12,7 +12,7 @@ repos:
       - id: end-of-file-fixer
       - id: mixed-line-ending
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.8.3
+    rev: v0.16.8
     hooks:
     - id: ruff
       args:

From 3778e2c16e22cdc17b09a38927c75a6c2c4ae0af Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 21 Sep 2026 20:42:15 +0000
Subject: [PATCH 2/2] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 README.md                | 2 +-
 sage/kernel_estimator.py | 2 +-
 sage/utils.py            | 4 ++--
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 47c686d..7a3a2aa 100644
--- a/README.md
+++ b/README.md
@@ -38,7 +38,7 @@ model = ...
 imputer = sage.MarginalImputer(model, x[:128])
 
 # Set up an estimator
-estimator = sage.PermutationEstimator(imputer, 'mse')
+estimator = sage.PermutationEstimator(imputer, "mse")
 
 # Calculate SAGE values
 sage_values = estimator(x, y)
diff --git a/sage/kernel_estimator.py b/sage/kernel_estimator.py
index 0df49b4..064d371 100644
--- a/sage/kernel_estimator.py
+++ b/sage/kernel_estimator.py
@@ -4,7 +4,7 @@
 from sage import core, utils
 
 
-def calculate_A(num_features):  # noqa:N802
+def calculate_A(num_features):  # ruff: ignore[invalid-function-name]
     """Calculate A parameter's exact form."""
     p_coaccur = (
         np.sum(
diff --git a/sage/utils.py b/sage/utils.py
index 4e340b2..506a927 100644
--- a/sage/utils.py
+++ b/sage/utils.py
@@ -36,8 +36,8 @@ def model_conversion(model):
 
         model.eval()
         device = next(model.parameters()).device
-        return (
-            lambda x: model(torch.tensor(x, dtype=torch.float32, device=device))
+        return lambda x: (
+            model(torch.tensor(x, dtype=torch.float32, device=device))
             .cpu()
             .data.numpy()
         )