diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
old mode 100755
new mode 100644
index fbc6dbb46f7..89d1cbf7396
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -41,3 +41,8 @@ repos:
         entry: python .pre-commit-hooks/convert_markdown_into_html.py
         language: system
         files: .+README(\.cn)?\.md$
+-   repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.1.1
+    hooks:
+    -   id: ruff
+        args: [--fix, --exit-non-zero-on-fix, --no-cache]
diff --git a/pyproject.toml b/pyproject.toml
index e9513d0648b..bf1f56150f0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,3 +2,98 @@
 exclude = "build"
 line-length = 80
 skip-string-normalization = true
+
+[tool.ruff]
+target-version = "py37"
+select = [
+    # Pycodestyle
+    "E",
+    "W",
+
+    # Pyflakes
+    "F",
+
+    # Isort
+    "I",
+
+    # Comprehensions
+    "C4",
+
+    # Pyupgrade
+    "UP",
+
+    # NumPy-specific rules
+    "NPY001",
+    "NPY003",
+
+    # Bugbear
+    "B002",
+    "B003",
+    "B004",
+    "B009",
+    "B010",
+    "B011",
+    "B012",
+    "B013",
+    "B014",
+    "B015",
+    "B016",
+    "B017",
+    "B018",
+    "B019",
+    "B020",
+    "B021",
+    "B022",
+    "B025",
+    "B029",
+    "B032",
+
+    # Pylint
+    "PLE",
+    "PLC0414",
+    "PLC3002",
+    "PLR0206",
+    "PLR0402",
+    "PLR1701",
+    "PLR1711",
+    "PLR1722",
+    "PLW3301",
+
+    # Pygrep-hooks
+    "PGH004",
+]
+unfixable = [
+    "NPY001"
+]
+ignore = [
+    "E402",
+    "E501",
+    "E722",
+    "E731",
+    "E741",
+    "F841",
+    "UP015",
+    "UP038",
+    # need to remove
+    "F541",
+    "I001",
+    "UP032",
+    "F401",
+    "UP025",
+    "W291",
+    "PLR1722",
+    "C403",
+    "C405",
+    "UP004",
+    "UP008",
+    "C414",
+    "C416",
+    "C419",
+    "E401",
+    "E711",
+    "E712",
+    "F811",
+    "F821",
+    "PLR1701",
+    "UP031"
+]