[LLM] Add output module and polish docs

.pre-commit-config.yaml

@@ -1,38 +1,55 @@
+default_install_hook_types:
+  - pre-commit
+  - commit-msg
+default_stages:
+  - pre-commit # Run locally
+#   - manual # Run in CI
 repos:
--   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: ed714747d7acbc5790b171702bb012af3b0fe145
-    hooks:
-    -   id: check-merge-conflict
-    -   id: check-symlinks
-    -   id: end-of-file-fixer
-    -   id: trailing-whitespace
-    -   id: detect-private-key
-    -   id: check-symlinks
-    -   id: check-added-large-files
-
--   repo: local
-    hooks:
-    -   id: copyright_checker
-        name: copyright_checker
-        entry: python ./.copyright.hook
-        language: system
-        files: \.(c|cc|cxx|cpp|cu|h|hpp|hxx|proto|py)$
-        exclude: (?!.*third_party)^.*$
-
--   repo: local
-    hooks:
-    -   id: clang-format-with-version-check
-        name: clang-format
-        description: Format files with ClangFormat.
-        entry: bash .clang_format.hook -i
-        language: system
-        files: \.(c|cc|cxx|cpp|cu|hxx|proto)$
-
--   repo: local
-    hooks:
-    -   id: cpplint-cpp-source
-        name: cpplint
-        description: Check C++ code style using cpplint.py.
-        entry: bash .cpplint_pre_commit.hook
-        language: system
-        files: \.(c|cc|cxx|cpp|cu|h|hpp|hxx)$
+# 格式化
+- repo: https://github.com/google/yapf
+  rev: v0.43.0
+  hooks:
+  - id: yapf
+    args: [--in-place, --verbose]
+# 代码检查
+- repo: https://github.com/astral-sh/ruff-pre-commit
+  rev: v0.11.7
+  hooks:
+  - id: ruff
+    args: [--output-format, github, --fix]
+# # 拼写检查
+# - repo: https://github.com/codespell-project/codespell
+#   rev: v2.4.1
+#   hooks:
+#   - id: codespell
+#     additional_dependencies: ['tomli']
+#     args: ['--toml', 'pyproject.toml']
+# 自动排序
+- repo: https://github.com/PyCQA/isort
+  rev: 6.0.1
+  hooks:
+  - id: isort
+# 格式化
+- repo: https://github.com/pre-commit/mirrors-clang-format
+  rev: v20.1.3
+  hooks:
+  - id: clang-format
+    # exclude: '.*'
+    types_or: [c++, cuda]
+    args: [--style=file, --verbose]
+# markdown
+- repo: https://github.com/jackdewinter/pymarkdown
+  rev: v0.9.29
+  hooks:
+  - id: pymarkdown
+    args: [fix]
+- repo: https://github.com/pre-commit/pre-commit-hooks
+  rev: v5.0.0
+  hooks:
+  - id: check-merge-conflict
+  - id: check-symlinks
+  - id: end-of-file-fixer
+  - id: trailing-whitespace
+  - id: detect-private-key
+  - id: check-symlinks
+  - id: check-added-large-files