With this command you can calculate the maintainability index for your whole project.
In your settings you have to add a dictionary called RADON_MI_SETTINGS
. It could be like this:
python
RADON_MI_SETTINGS = {
'paths': ['projectname'],
'exclude': 'projectname/some_app/some_file.py',
'ignore': 'migrations,tests',
}
I had to add following packages:
radon==3.0.1
progress==1.5
plotly==3.7.0
GitPython==2.1.11
Following commands are available:
python manage.py calculate_maintainability_index
Only display the maintainability index of the project. The average from every file is build by using the logical lines of code per file.python manage.py calculate_maintainability_index --init
Go through every commit filtered by their commit_message (is set to “bump version” currently) and calculate the maintainability index for the whole project. This creates a file with the history.python manage.py calculate_maintainability_index --showhistory
Display the history of the maintainability_index in a graph in your browser.python manage.py calculate_maintainability_index --commit
Calculate the current maintainability_index and append it to your history. Commit your edited history file.python manage.py calculate_maintainability_index --fail
Calculate the current maintainability_index and raise an Error, if it is lower than the last entry in your history. Useful for use in an automated pipeline.
Hints:
- radon has a problem with large lists and dictionaries. If you have a file with a list or dictionary with more than 100 entries, you should exclude it.
- To initialize your history you should change the commitmessage filter to something, that suits your needs.
Created by Martin Becker at Jonas und der Wolf GmbH
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import json
import tempfile
import webbrowser
from collections import OrderedDict
import plotly
from git import Repo
from progress.bar import Bar
from radon.cli import Config, MIHarvester, RawHarvester
from django.conf import settings
from django.core.management.base import BaseCommand
from django.utils import timezone
class WorseMaintainabilityIndexError(Exception):
pass
class Command(BaseCommand):
help = "Calculate current Maintainability Index"
def add_arguments(self, parser):
parser.add_argument(
'--commit',
action='store_true',
dest='commit',
default=False,
help="Commit result.",
)
parser.add_argument(
'--fail',
action='store_true',
dest='fail',
default=False,
help="Raise Error, if MI is worse than before.",
)
parser.add_argument(
'--showhistory',
action='store_true',
dest='showhistory',
default=False,
help="Show history of MI in browser.",
)
parser.add_argument(
'--init',
action='store_true',
dest='init',
default=False,
help="Initialize history for past commits.",
)
def handle(self, *args, **options):
if options.get('init', False):
build_for_past('bump version')
return
mi_calculator = MaintainabilityIndexCalculater()
if options.get('showhistory', False):
mi_calculator.show_history()
return
if options.get('fail', False):
mi_calculator.check_for_fail()
if options.get('commit', False):
mi_calculator.commit_new_mi()
return str(mi_calculator.maintainability_index)
class MaintainabilityIndexCalculater(object):
def __init__(self):
self.radon_settings = getattr(settings, 'RADON_MI_SETTINGS', {})
self.history_file_path = self.radon_settings.get(
'history_file_path', 'mi_history.json'
)
self.current_state_file_path = self.radon_settings.get(
'current_state_file_path', 'mi_current_state.json'
)
self.__init_harvesters()
def get_current_history(self) -> dict:
"""
Return dict of history of MIs by given path to history file.
"""
mi_history = getattr(self, '_mi_history', False)
if mi_history:
return mi_history
try:
with open(self.history_file_path, 'r') as mi_history_file:
current_history = json.loads(mi_history_file.read())
except FileNotFoundError:
current_history = {}
setattr(self, '_mi_history', current_history)
return current_history
def check_for_fail(self) -> None:
"""
Raise an Error if new_maintainability_index is worse than recent from history.
"""
mi_history = self.get_current_history()
if not mi_history:
# No old data. No worse result possible.
return
last_history = mi_history[sorted(mi_history.keys())[-1]]
last_maintainability_index = last_history['mi']
if self.maintainability_index < last_maintainability_index:
raise WorseMaintainabilityIndexError(
f'From {last_maintainability_index} ' f'to {self.maintainability_index}!'
)
def commit_new_mi(self) -> None:
"""
Save new maintainability index and current state of all files in a commit.
"""
repo = Repo.init()
index = Repo.init().index
current_commit = repo.head.commit
mi_history = self.get_current_history()
with open(self.history_file_path, 'w') as mi_history_file:
mi_history[timezone.now().isoformat()] = {
'sha': current_commit.hexsha,
'mi': self.maintainability_index,
'lloc': self.lloc,
'loc': self.loc,
'sloc': self.sloc,
}
mi_history_file.write(json.dumps(mi_history))
with open(self.current_state_file_path, 'w') as mi_current_state:
mi_current_state.write(self.mi_harvester.as_json())
index.add([self.history_file_path, self.current_state_file_path])
index.commit('chore: Update maintainability index')
repo.close()
def __init_harvesters(self) -> None:
"""
Initialize needed harvesters with settings.
"""
paths = self.radon_settings.get('paths', [])
config = Config(
min='A',
max='C',
exclude=self.radon_settings.get('exclude'),
ignore=self.radon_settings.get('ignore'),
multi=self.radon_settings.get('multi', False),
show=True,
sort=True,
)
raw_harvester = RawHarvester(paths, config)
mi_harvester = MIHarvester(paths, config)
self.raw_harvester = raw_harvester
self.mi_harvester = mi_harvester
@property
def maintainability_index(self) -> float:
"""
Return maintainability index of given scope.
1. Count logical lines of code (lloc) on every file.
2. Calculate Maintainability Index on every file.
3. Merge Maintainability Index of every file by rating files higher by their
logical lines of code.
"""
maintainability_index = getattr(self, '_maintainability_index', None)
if maintainability_index:
return maintainability_index
loc_data = self.loc_data
lloc_count = 0
global_mi = 0
for file_name, mi_data in self.mi_harvester.results:
try:
lloc = loc_data[file_name]['lloc']
mi = mi_data['mi']
except KeyError:
continue
lloc_count += lloc
global_mi += mi * lloc
maintainability_index = global_mi / lloc_count
setattr(self, '_maintainability_index', maintainability_index)
return maintainability_index
@property
def loc_data(self) -> dict:
"""
Return data collected by RAW Harvester.
"""
loc_data = getattr(self, '_loc_data', None)
if loc_data:
return loc_data
loc_data = dict(self.raw_harvester.results)
setattr(self, '_loc_data', loc_data)
return loc_data
@property
def loc(self) -> int:
"""
Return lines of code of given scope.
"""
loc_data = self.loc_data
return sum(file_loc_data.get('loc', 0) for file_loc_data in loc_data.values())
@property
def lloc(self) -> int:
"""
Return logical lines of code of given scope.
"""
loc_data = self.loc_data
return sum(file_loc_data.get('lloc', 0) for file_loc_data in loc_data.values())
@property
def sloc(self) -> int:
"""
Return logical lines of code of given scope.
"""
loc_data = self.loc_data
return sum(file_loc_data.get('sloc', 0) for file_loc_data in loc_data.values())
@property
def comments(self) -> int:
"""
Return comment lines of code of given scope.
"""
loc_data = self.loc_data
return sum(
file_loc_data.get('comments', 0) for file_loc_data in loc_data.values()
)
def show_history(self) -> None:
"""
Show history of the maintainability index in graph in browser.
"""
mi_history = self.get_current_history()
mi_history = OrderedDict(sorted(mi_history.items(), key=lambda x: x[0]))
temporary_file = tempfile.NamedTemporaryFile(prefix='mi_history', suffix='.html')
file_name = temporary_file.name
temporary_file.close()
mi_data = plotly.graph_objs.Scatter(
x=list(mi_history.keys()),
y=[values['mi'] for values in mi_history.values()],
name='MI',
)
loc_data = plotly.graph_objs.Scatter(
x=list(mi_history.keys()),
y=[values['loc'] for values in mi_history.values()],
yaxis='y2',
name='LOC',
)
lloc_data = plotly.graph_objs.Scatter(
x=list(mi_history.keys()),
y=[values['lloc'] for values in mi_history.values()],
yaxis='y2',
name='LLOC',
)
sloc_data = plotly.graph_objs.Scatter(
x=list(mi_history.keys()),
y=[values['sloc'] for values in mi_history.values()],
yaxis='y2',
name='SLOC',
)
plotly.offline.plot(
{
'data': [mi_data, loc_data, lloc_data, sloc_data],
'layout': plotly.graph_objs.Layout(
yaxis={'rangemode': 'tozero'},
yaxis2={
'side': 'right',
'overlaying': 'y',
'showgrid': False,
'rangemode': 'tozero',
},
),
},
auto_open=False,
filename=file_name,
)
if file_name[0] != '/':
# windows ...
url = 'file:///' + file_name
else:
url = 'file://' + file_name
webbrowser.open_new(url)
def build_for_past(commit_lookup_message: str) -> None:
repo = Repo.init()
current_branch = repo.active_branch
if repo.is_dirty():
raise Exception('Dirty Repo! Stash/Commit unchanged files!')
history = {}
revisions = []
for commit in repo.iter_commits(current_branch):
if commit_lookup_message in commit.message:
revisions.append(
(
commit.hexsha, # key
datetime.datetime.fromtimestamp(commit.committed_date), # date
)
)
bar = Bar("Processing", max=len(revisions))
error = None
try:
for revision in revisions:
repo.git.checkout(revision[0])
mic = MaintainabilityIndexCalculater()
mi = mic.maintainability_index
lloc = mic.lloc
loc = mic.loc
sloc = mic.sloc
history[revision[1].isoformat()] = {
'sha': revision[0],
'mi': mi,
'lloc': lloc,
'loc': loc,
'sloc': sloc,
}
bar.next()
except Exception as e:
error = e
finally:
bar.finish()
repo.git.checkout(current_branch)
repo.close()
radon_settings = getattr(settings, 'RADON_MI_SETTINGS', {})
history_file_path = radon_settings.get('history_file_path', 'mi_history.json')
with open(history_file_path, 'w') as f:
f.write(json.dumps(history))
if error:
raise error
|
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