| Installing Ruff | 
| install Ruff into a virtual environment use the command $ python -m pip install ruffcheck installation using version command $ ruff version ruff 0.4.7 | 
| Linting - Checking for Errors | 
| below is a simple script called one_ring.py when run it gets a random LotR character name from a tuple ... code has no real practical use beyond being an example the linting steps are going to be the same import os
import random
CHARACTERS = ("Frodo", "Sam", "Merry", "Pippin", "Aragorn", "Legolas", "Gimli", "Boromir", "Gandalf", "Saruman", "Sauron")
def random_character():
    return random.choice(CHARACTERS)
def ring_bearer():
    return name in ("Frodo", "Sam")
if __name__ == "__main__":
    character = random_character()
    if ring_bearer(character):
        print(f"{character} is a ring bearer")
    else:
        print(f"{character} is not a ring bearer")check is a basic CLI commandby default command checks all files in the current directory $ ruff check one_ring.py:1:8: F401 [*] `os` imported but unused one_ring.py:10:12: F821 Undefined name `name` Found 2 errors. [*] 1 fixable with the `--fix` option.options # check a single file in a directory ruff check one_ring.py # check files in a subdirectory ruff check src/ and nested subfoldersRuff can fix errors when the --fix flag is used $ ruff check --fix one_ring.py:9:12: F821 Undefined name `name` Found 2 errors (1 fixed, 1 remaining).the format of error description line is <filename>:<line number>:<character index>: <error code> <description>for more details about the error use the ruff rule command $ ruff rule F821the output from the command # undefined-name (F821)
Derived from the **PyFlakes** linter.
## What it does
Checks for uses of undefined names.
## Why is this bad?
An undefined name is likely to raise `NameError` at runtime.
## Example
```python
def double():
    return n * 2  # raises `NameError` if `n` is undefined when `double` is called
```
Use instead:
```python
def double(n):
    return n * 2
```
## References
- [Python documentation: Naming and binding](https://docs.python.org/3/reference/executionmodel.html#naming-and-binding)with the error understood appropriate changes can be made to the code# ...
def ring_bearer(name):
    return name in ("Frodo", "Sam")
# ...rerunning ruff check resulting output$ ruff check All checks passed! | 
| Linting - Speeding Up the Workflow | 
| ruff can be used to provide continuous linting in a new terminal run the command $ ruff check --watchafter running the command will see output similar to [14:04:01 PM] Starting linter in watch mode... [14:04:01 PM] Found 0 errors. Watching for file changes. | 
| Linting - Finding More Errors | 
| by default Ruff enables Flake8's F rules,
                along with a subset of the E rules omits any style rules which overlap with the use of a formatter can tell ruff check which additional rules to include or exclude you can ask it to include all E rules or a specific rule with the --select flag $ ruff check --select E one_ring.py:4:89: E501 Line too long (122 > 88) Found 1 error. $ ruff check --select E501 one_ring.py:4:89: E501 Line too long (122 > 88) Found 1 error.the length of a line is a style rule | 
| Formatting Python Code | 
| the format command takes optional arguments for a path to a single file or directory with a single file as the example no arguments are needed $ ruff format 1 file reformattedafter running the command the example file now looks like import random
CHARACTERS = (
    "Frodo",
    "Sam",
    "Merry",
    "Pippin",
    "Aragorn",
    "Legolas",
    "Gimli",
    "Boromir",
    "Gandalf",
    "Saruman",
    "Sauron",
)
def random_character():
    return random.choice(CHARACTERS)
def ring_bearer(name):
    return name in ("Frodo", "Sam")
if __name__ == "__main__":
    character = random_character()
    if ring_bearer(character):
        print(f"{character} is a ring bearer")
    else:
        print(f"{character} is not a ring bearer")the spacing between functions is now consistent (PEP 8 compliant)uses the recommended two spaces between functions to see what changes will be made when ruff format is run, can run it with the --diff flag flag will display the proposed changes before they're made --- one_ring.py
+++ one_ring.py
@@ -1,16 +1,31 @@
 import random
-CHARACTERS = ("Frodo", "Sam", "Merry", "Pippin", "Aragorn", "Legolas", "Gimli", "Boromir", "Gandalf", "Saruman", "Sauron")
+CHARACTERS = (
+    "Frodo",
+    "Sam",
+    "Merry",
+    "Pippin",
+    "Aragorn",
+    "Legolas",
+    "Gimli",
+    "Boromir",
+    "Gandalf",
+    "Saruman",
+    "Sauron",
+)
+
 def random_character():
     return random.choice(CHARACTERS)
+
 def ring_bearer(name):
     return name in ("Frodo", "Sam")
+
 if __name__ == "__main__":
     character = random_character()
     if ring_bearer(character):
         print(f"{character} is a ring bearer")
     else:
-        print(f"{character} is not a ring bearer")
\ No newline at end of file
+        print(f"{character} is not a ring bearer")
1 file would be reformattedthe minus sign (-) indicates a line to be removedthe plus sign (+) indicates a line which will be added | 
| Configuring Ruff | 
| Ruff allows storing its configuration in a TOML file file can be 
 [tool.ruff]
# Exclude a variety of commonly ignored directories.
exclude = [
    ".bzr",
    ".direnv",
    ".eggs",
    ".git",
    ".git-rewrite",
    ".hg",
    ".ipynb_checkpoints",
    ".mypy_cache",
    ".nox",
    ".pants.d",
    ".pyenv",
    ".pytest_cache",
    ".pytype",
    ".ruff_cache",
    ".svn",
    ".tox",
    ".venv",
    ".vscode",
    "__pypackages__",
    "_build",
    "buck-out",
    "build",
    "dist",
    "node_modules",
    "site-packages",
    "venv",
]
# Same as Black.
line-length = 88
indent-width = 4
# Assume Python 3.9
target-version = "py39"
[tool.ruff.lint]
# Enable Pyflakes (`F`) and a subset of the pycodestyle (`E`)  codes by default.
# Unlike Flake8, Ruff doesn't enable pycodestyle warnings (`W`) or
# McCabe complexity (`C901`) by default.
select = ["E4", "E7", "E9", "F"]
ignore = []
# Allow fix for all enabled rules (when `--fix`) is provided.
fixable = ["ALL"]
unfixable = []
# Allow unused variables when underscore-prefixed.
dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
[tool.ruff.format]
# Like Black, use double quotes for strings.
quote-style = "double"
# Like Black, indent with spaces, rather than tabs.
indent-style = "space"
# Like Black, respect magic trailing commas.
skip-magic-trailing-comma = false
# Like Black, automatically detect the appropriate line ending.
line-ending = "auto"
# Enable auto-formatting of code examples in docstrings. Markdown,
# reStructuredText code/literal blocks and doctests are all supported.
#
# This is currently disabled by default, but it is planned for this
# to be opt-out in the future.
docstring-code-format = false
# Set the line length limit used when formatting code snippets in
# docstrings.
#
# This only has an effect when the `docstring-code-format` setting is
# enabled.
docstring-code-line-length = "dynamic"ruff.toml -Ruff's default configuration# Exclude a variety of commonly ignored directories.
exclude = [
    ".bzr",
    ".direnv",
    ".eggs",
    ".git",
    ".git-rewrite",
    ".hg",
    ".ipynb_checkpoints",
    ".mypy_cache",
    ".nox",
    ".pants.d",
    ".pyenv",
    ".pytest_cache",
    ".pytype",
    ".ruff_cache",
    ".svn",
    ".tox",
    ".venv",
    ".vscode",
    "__pypackages__",
    "_build",
    "buck-out",
    "build",
    "dist",
    "node_modules",
    "site-packages",
    "venv",
]
# Same as Black.
line-length = 88
indent-width = 4
# Assume Python 3.9
target-version = "py39"
[lint]
# Enable Pyflakes (`F`) and a subset of the pycodestyle (`E`)  codes by default.
# Unlike Flake8, Ruff doesn't enable pycodestyle warnings (`W`) or
# McCabe complexity (`C901`) by default.
select = ["E4", "E7", "E9", "F"]
ignore = []
# Allow fix for all enabled rules (when `--fix`) is provided.
fixable = ["ALL"]
unfixable = []
# Allow unused variables when underscore-prefixed.
dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
[format]
# Like Black, use double quotes for strings.
quote-style = "double"
# Like Black, indent with spaces, rather than tabs.
indent-style = "space"
# Like Black, respect magic trailing commas.
skip-magic-trailing-comma = false
# Like Black, automatically detect the appropriate line ending.
line-ending = "auto"
# Enable auto-formatting of code examples in docstrings. Markdown,
# reStructuredText code/literal blocks and doctests are all supported.
#
# This is currently disabled by default, but it is planned for this
# to be opt-out in the future.
docstring-code-format = false
# Set the line length limit used when formatting code snippets in
# docstrings.
#
# This only has an effect when the `docstring-code-format` setting is
# enabled.
docstring-code-line-length = "dynamic"for further information on Ruff visit
                docs.astral.sh/ruff/ |