Cohesion is a tool for measuring Python class cohesion.
In computer programming, cohesion refers to the degree to which the elements of a module belong together. Thus, cohesion measures the strength of relationship between pieces of functionality within a given module. For example, in highly cohesive systems functionality is strongly related.
When cohesion is high, it means that the methods and variables of the class are co-dependent and hang together as a logical whole.
- Clean Code pg. 140
Some of the advantages of high cohesion, also by Wikipedia:
- Reduced module complexity (they are simpler, having fewer operations).
- Increased system maintainability, because logical changes in the domain affect fewer modules, and because changes in one module require fewer changes in other modules.
- Increased module reusability, because application developers will find the component they need more easily among the cohesive set of operations provided by the module.
$ python -m pip install cohesion
$ cohesion -h
Cohesion measures class and instance variable usage across the methods of that class.
$ cat example.py
class ExampleClass1(object):
class_variable1 = 5
class_variable2 = 6
def func1(self):
self.instance_variable = 6
def inner_func(b):
return b + 5
local_variable = self.class_variable1
return local_variable
def func2(self):
print(self.class_variable2)
@staticmethod
def func3(variable):
return variable + 7
class ExampleClass2(object):
def func1(self):
self.instance_variable1 = 7
$ cohesion --files example.py --verbose
File: example.py
Class: ExampleClass1 (1:0)
Function: func1 2/3 66.67%
Variable: class_variable1 True
Variable: class_variable2 False
Variable: instance_variable True
Function: func2 1/3 33.33%
Variable: class_variable1 False
Variable: class_variable2 True
Variable: instance_variable False
Function: func3 0/3 0.00%
Variable: class_variable1 False
Variable: class_variable2 False
Variable: instance_variable False
Total: 33.33%
Class: ExampleClass2 (23:0)
Function: func1 1/1 100.00%
Variable: instance_variable1 True
Total: 100.00%
The --below
and --above
flags can be specified to only show classes with
a cohesion value below or above the specified percentage, respectively.
Cohesion supports being run by flake8
. First, ensure your installation has
registered cohesion
:
$ flake8 --version
3.2.1 (pyflakes: 1.0.0, cohesion: 1.2.0, pycodestyle: 2.2.0, mccabe: 0.5.3) CPython 2.7.12 on Linux
And now use flake8
to lint your file:
$ flake8 example.py
example.py:1:1: H601 class has low cohesion
First, install development packages:
$ python -m poetry install --with=dev
$ python -m poetry run pytest
$ python -m poetry run flake8
$ python -m poetry run pytest --cov