This rule raises an issue when the code cognitive complexity of a function is above a certain threshold.
Cognitive Complexity is a measure of how hard it is to understand the control flow of a unit of code. Code with high cognitive complexity is hard to read, understand, test, and modify.
As a rule of thumb, high cognitive complexity is a sign that the code should be refactored into smaller, easier-to-manage pieces.
Here are the core concepts:
The method of computation is fully detailed in the pdf linked in the resources.
Developers spend more time reading and understanding code than writing it. High cognitive complexity slows down changes and increases the cost of maintenance.
Reducing cognitive complexity can be challenging.
Here are a few suggestions:
.? or ?? operator
replaces multiple tests and simplifies the flow. Extraction of a complex condition in a new function.
The code is using a complex condition and has a cognitive cost of 3.
decimal CalculateFinalPrice(User user, Cart cart)
{
decimal total = CalculateTotal(cart);
if (user.HasMembership() // +1 (if)
&& user.OrdersCount > 10 // +1 (more than one condition)
&& user.AccountActive
&& !user.HasDiscount
|| user.OrdersCount == 1) // +1 (change of operator in condition)
{
total = ApplyDiscount(user, total);
}
return total;
}
Even if the cognitive complexity of the whole program did not change, it is easier for a reader to understand the code of the
calculateFinalPrice function, which now only has a cognitive cost of 1.
decimal CalculateFinalPrice(User user, Cart cart)
{
decimal total = CalculateTotal(cart);
if (IsEligibleForDiscount(user)) // +1 (if)
{
total = applyDiscount(user, total);
}
return total;
}
bool IsEligibleForDiscount(User user)
{
return user.HasMembership()
&& user.OrdersCount > 10 // +1 (more than one condition)
&& user.AccountActive
&& !user.HasDiscount
|| user.OrdersCount == 1; // +1 (change of operator in condition)
}
Break down large functions.
For example, consider a function that calculates the total price of a shopping cart, including sales tax and shipping.
Note: The code
is simplified here, to illustrate the purpose. Please imagine there is more happening in the foreach loops.
decimal CalculateTotal(Cart cart)
{
decimal total = 0;
foreach (Item item in cart.Items) // +1 (foreach)
{
total += item.Price;
}
// calculateSalesTax
foreach (Item item in cart.Items) // +1 (foreach)
{
total += 0.2m * item.Price;
}
//calculateShipping
total += 5m * cart.Items.Count;
return total;
}
This function could be refactored into smaller functions: The complexity is spread over multiple functions and the complex
CalculateTotal has now a complexity score of zero.
decimal CalculateTotal(Cart cart)
{
decimal total = 0;
total = CalculateSubtotal(cart, total);
total += CalculateSalesTax(cart, total);
total += CalculateShipping(cart, total);
return total;
}
decimal CalculateSubtotal(Cart cart, decimal total)
{
foreach (Item item in cart.Items) // +1 (foreach)
{
total += item.Price;
}
return total;
}
decimal CalculateSalesTax(Cart cart, decimal total)
{
foreach (Item item in cart.Items) // +1 (foreach)
{
total += 0.2m * item.Price;
}
return total;
}
decimal CalculateShipping(Cart cart, decimal total)
{
total += 5m * cart.Items.Count;
return total;
}
Avoid deep nesting by returning early.
The below code has a cognitive complexity of 6.
decimal CalculateDiscount(decimal price, User user)
{
if (IsEligibleForDiscount(user)) // +1 ( if )
{
if (user.HasMembership()) // +2 ( nested if )
{
return price * 0.9m;
}
else if (user.OrdersCount == 1) // +1 ( else )
{
return price * 0.95m;
}
else // +1 ( else )
{
return price;
}
}
else // +1 ( else )
{
return price;
}
}
Checking for the edge case first flattens the if statements and reduces the cognitive complexity to 3.
decimal CalculateDiscount(decimal price, User user)
{
if (!IsEligibleForDiscount(user)) // +1 ( if )
{
return price;
}
if (user.HasMembership()) // +1 ( if )
{
return price * 0.9m;
}
if (user.OrdersCount == 1) // +1 ( else )
{
return price * 0.95m;
}
return price;
}
Use the null-conditional operator to access data.
In the below code, the cognitive complexity is increased due to the multiple checks required to access the manufacturer’s name. This can be simplified using the optional chaining operator.
string GetManufacturerName(Product product)
{
string manufacturerName = null;
if (product != null && product.Details != null &&
product.Details.Manufacturer != null) // +1 (if) +1 (multiple condition)
{
manufacturerName = product.Details.Manufacturer.Name;
}
if (manufacturerName != null) // +1 (if)
{
return manufacturerName;
}
return "Unknown";
}
The optional chaining operator will return null if any reference in the chain is null, avoiding multiple checks. The
?? operator allows to provide the default value to use.
string GetManufacturerName(Product product)
{
return product?.Details?.Manufacturer?.Name ?? "Unknown";
}
As this code is complex, ensure that you have unit tests that cover the code before refactoring.