Improvement of coding practices to reduce cyclomatic complexity
def complex_function(request, model_name, id, action):
if model_name == "User":
if action == "create":
if request.method == "POST":
# code to create user
pass
elif request.method == "GET":
# code to show form
pass
elif action == "delete":
if request.user.is_admin:
# code to delete user
pass
else:
# code to show error
pass
elif model_name == "Post":
if action == "create":
if request.method == "POST":
# code to create post
pass
elif request.method == "GET":
# code to show form
pass
elif action == "delete":
if request.user.is_admin:
# code to delete post
pass
else:
# code to show error
pass
The above code is a function in a Django backend application that handles different actions (like create, delete) for different models (like User, Post). The function takes four parameters: the request object, the name of the model, the id of the model instance, and the action to be performed.
The function suffers from high McCabe cyclomatic complexity. Cyclomatic complexity is a software metric used to indicate the complexity of a program. It is a quantitative measure of the number of linearly independent paths through a program's source code. The cyclomatic complexity of the above function is high because it has many independent paths
- one for each combination of model name, action, request method, and user type.
High cyclomatic complexity increases the likelihood of bugs and makes the code harder to understand, maintain, and test. This function, for example, would require a large number of tests to cover all possible paths, many of which involve nested conditionals, which are harder to reason about.
Additionally, the high complexity of this function can lead to the introduction of new security vulnerabilities, as it is more difficult to ensure that all paths through the function are secure. It also makes it more difficult to detect and fix existing vulnerabilities.
class ActionHandler:
def post(self):
pass
def get(self):
pass
class CreateUserHandler(ActionHandler):
def post(self):
# code to create user
pass
def get(self):
# code to show form
pass
class DeleteUserHandler(ActionHandler):
def post(self):
if request.user.is_admin:
# code to delete user
pass
else:
# code to show error
pass
class CreatePostHandler(ActionHandler):
def post(self):
# code to create post
pass
def get(self):
# code to show form
pass
class DeletePostHandler(ActionHandler):
def post(self):
if request.user.is_admin:
# code to delete post
pass
else:
# code to show error
pass
def handle_request(request, model_name, id, action):
handlers = {
'User': {
'create': CreateUserHandler(),
'delete': DeleteUserHandler()
},
'Post': {
'create': CreatePostHandler(),
'delete': DeletePostHandler()
}
}
handler = handlers[model_name][action]
if request.method == 'POST':
handler.post()
elif request.method == 'GET':
handler.get()
The code has been refactored to reduce its cyclomatic complexity. The original function,
complex_function
, has been broken down into smaller, more manageable functions. Each function now has a single responsibility, which makes the code easier to understand and maintain.
The
ActionHandler
class is a base class for handling different actions. It has two methods,
post
and
get
, which are overridden in the derived classes.
The
CreateUserHandler
,
DeleteUserHandler
,
CreatePostHandler
, and
DeletePostHandler
classes are derived from the
ActionHandler
class. Each of these classes represents a specific action for a specific model. They override the
post
and
get
methods of the
ActionHandler
class to provide the specific functionality for their respective actions.
The
handle_request
function is a simplified version of the original
complex_function
. It uses a dictionary,
handlers
, to map model names and actions to their respective handler objects. It then calls the appropriate method on the handler object based on the request method.
This refactoring reduces the cyclomatic complexity of the code by reducing the number of conditional statements. It also makes the code more modular and easier to maintain.