Ml Format

Code Formatting

Format Python code with ruff formatter and optionally fix auto-fixable linting issues.

Process

1. Determine Scope

Ask the user what to format:

• All files: Format entire project (default)
• Specific directory: Format only specified directory (e.g., src/, tests/)
• Specific files: Format only specified files
• Changed files only: Format only files modified in git working directory

If not specified, format all Python files in the project.

2. Run Ruff Format

Format code with ruff:

# Format all files
uv run ruff format .

# Format specific directory
uv run ruff format src/

# Format specific files
uv run ruff format src/train.py src/models/model.py

# Preview changes without applying (dry-run)
uv run ruff format --check --diff .

Output interpretation:

• Shows files being formatted
• "X files reformatted, Y files left unchanged"
• Exit code 0 → Success

3. Run Ruff Check with Auto-fix (Optional)

After formatting, optionally fix auto-fixable linting issues:

# Fix all auto-fixable issues
uv run ruff check --fix .

# Fix specific directory
uv run ruff check --fix src/

# Fix specific rules only
uv run ruff check --fix --select F,I .  # Fix imports and undefined names

Output interpretation:

• Shows fixed violations
• Lists remaining violations that need manual fixes
• "Fixed X violations, Y remaining"

4. Verify Results

After formatting and fixing, verify the results:

# Check formatting is correct
uv run ruff format --check .

# Check remaining lint issues
uv run ruff check .

Report any remaining issues that need manual attention.

5. Git Status Check

If working in a git repository, show what changed:

# Show modified files
git status --short

# Show diff of changes (optional, if user wants to review)
git diff

Inform user about changes so they can review before committing.

Options

Check-only Mode

To preview changes without applying:

# Show what would be formatted
uv run ruff format --check .

# Show detailed diff
uv run ruff format --check --diff .

Use this when user wants to see changes before applying.

Selective Fixing

To fix only specific types of issues:

# Fix only import order
uv run ruff check --fix --select I .

# Fix only unused imports
uv run ruff check --fix --select F401 .

# Fix only whitespace issues
uv run ruff check --fix --select W .

Aggressive Formatting

For more aggressive formatting (use with caution):

# Format with maximum line length
uv run ruff format --line-length 120 .

# Note: This overrides project config, confirm with user first

Git Integration

Format Changed Files Only

# Get list of changed Python files
changed_files=$(git diff --name-only --diff-filter=ACMR "*.py")

if [ -n "$changed_files" ]; then
    # Format only changed files
    echo "$changed_files" | xargs uv run ruff format
    echo "$changed_files" | xargs uv run ruff check --fix
else
    echo "No Python files changed"
fi

Pre-commit Integration

Suggest setting up pre-commit hooks:

# Install pre-commit (if using)
uv run pre-commit install

# Run hooks manually
uv run pre-commit run --all-files

Error Handling

If commands fail:

1. ruff not found:

   • Suggest: uv add --dev ruff
   • Or: pixi add ruff

2. Syntax errors in code:

   • ruff format may fail on invalid Python syntax
   • Report the syntax error location
   • Ask user to fix syntax errors first

3. Permission errors:

   • Check file permissions
   • Suggest running with appropriate permissions

4. uv not found:

   • Suggest installing uv
   • Or use alternative: python -m ruff format .

Best Practices

1. Format before fixing: Run formatter first, then linter
2. Review changes: Check git diff before committing
3. Use in CI: Add formatting checks to CI pipeline
4. Consistent style: Let ruff handle all formatting decisions
5. Incremental adoption: Format one directory at a time for large projects

Output Example

Formatting Python files with ruff...
✓ Formatted 15 files, 3 files left unchanged

Fixing auto-fixable lint issues...
✓ Fixed 8 violations
⚠ 2 violations remaining (need manual fix):
  - src/train.py:45:1 F841 Local variable 'x' is assigned but never used
  - src/model.py:12:5 E501 Line too long (95 > 88 characters)

Summary:
✓ Code formatted successfully
✓ 8 issues auto-fixed
⚠ 2 issues need manual attention

To review changes: git diff
To commit changes: git add -A && git commit -m "Format code with ruff"

Related Commands

• ml-lint: Run code quality checks without modifying files
• ml-validate: Comprehensive project validation including code quality