The human brain excels at pattern recognition. This formatting prioritizes creating clear visual patterns that make code structure immediately apparent:
- Aligned equals signs create vertical lanes that guide the eye
- Consistent comma placement creates predictable rhythm
- Grouped imports with aligned elements form distinct visual blocks
While PEP-8 often spreads code across many lines for "readability", this approach recognizes that excessive vertical spread can actually harm comprehension by:
- Forcing more scrolling
- Breaking mental context
- Making patterns harder to spot
- Reducing the amount of code visible at once
Related information should be visually close to enhance understanding:
- Method documentation appears on the same line as the method definition
- Constructor parameters align vertically to show relationships
- Dictionary key-value pairs maintain close horizontal proximity
PEP-8's formatting guidelines, while well-intentioned, can create several practical issues:
- Vertical Space Inefficiency
# PEP-8 style
self.method_call(
parameter_one="value",
parameter_two="value",
parameter_three="value"
)
# This style
self.method_call(parameter_one = "value",
parameter_two = "value",
parameter_three = "value")
- Loss of Visual Patterns
# PEP-8 style
assert something.value == expected_value
assert something_else.other_value == other_expected_value
assert third_thing.final_value == final_expected_value
# This style
assert something.value == expected_value
assert something_else.value == other_expected_value
assert third_thing.final_value == final_expected_value
- Broken Visual Context
# PEP-8 style - related elements separated
class SomeClass:
def __init__(
self,
param_one,
param_two
):
self.param_one = param_one
self.param_two = param_two
# This style - related elements together
class SomeClass:
def __init__(self, param_one,
param_two ):
self.param_one = param_one
self.param_two = param_two
- Enhanced Scanning
- Column alignment makes it easy to scan for specific elements
- Consistent patterns reduce cognitive load
- Related information stays visually grouped
- Better Maintainability
- Alignment makes inconsistencies immediately visible
- Format violations stand out visually
- Pattern adherence encourages consistent updates
- Improved Debugging
- Clear visual structure helps spot logical errors
- Aligned comparisons make value mismatches obvious
- Grouped information reduces context switching
- Code Review Efficiency
- Structured patterns make changes more apparent
- Consistent formatting reduces noise in diffs
- Visual grouping helps reviewers understand intent
This formatting approach has proven particularly valuable in:
- Large codebases where pattern recognition becomes crucial
- Test files where structure and relationships matter more than PEP-8 conformity
- Code review processes where visual clarity speeds up reviews
- Debugging sessions where quick scanning and pattern recognition are essential
Our philosophy prioritizes human factors and practical utility over strict adherence to style guidelines, recognizing that code is read far more often than it is written.