The series of commands and the YAML configuration sets up a pre-commit hook environment in a Python project

setup_precommit_hooks.sh

pip install --user ruff black isort pre-commit codespell

echo 'repos:
  - repo: https://github.com/psf/black
    rev: 24.8.0
    hooks:
      - id: black

  - repo: https://github.com/PyCQA/isort
    rev: 5.13.2
    hooks:
      - id: isort
        args:
          - "--profile=black" # Optional: Ensures isort uses the same formatting style as Black

  - repo: https://github.com/astral-sh/ruff-pre-commit
    rev: v0.6.1
    hooks:
      - id: ruff
        args: ["--fix"]
      - id: ruff-format  # Ensure this hook id exists

  - repo: https://github.com/pre-commit/pre-commit-hooks
    rev: v4.6.0
    hooks:
      - id: trailing-whitespace
      - id: end-of-file-fixer
      - id: check-added-large-files
      - id: check-merge-conflict
      - id: check-yaml
      - id: check-json
      - id: check-ast
      - id: check-executables-have-shebangs

  - repo: https://github.com/codespell-project/codespell
    rev: v2.3.0
    hooks:
      - id: codespell
        args: ["--skip=.git", "--ignore-words-list=quiet,import"]' > .pre-commit-config.yaml

pre-commit autoupdate

# This command installs the `pre-commit` hook into your Git repository, 
# ensuring that `isort`, `black`,`ruff` and `codespell` are automatically run before each commit.
pre-commit install

pre-commit run --all-files

# pre-commit clean