The process in which a function calls itself directly or indirectly is called recursion and the corresponding function is called as recursive function. Using recursive algorithm, certain problems can be solved quite easily. Examples of such problems are Towers of Hanoi (TOH), Inorder/Preorder/Postorder Tree Traversals, DFS of Graph, etc.
In the recursive program, the solution to the base case is provided and the solution of the bigger problem is expressed in terms of smaller problems.
def fact(n):
if n <= 1: #base case
return 1
else:
return n*fact(n-1)
In the above example, base case for n < = 1 is defined and larger value of number can be solved by converting to smaller one till base case is reached.
The idea is to represent a problem in terms of one or more smaller problems, and add one or more base conditions that stop the recursion. For example, we compute factorial n if we know factorial of (n-1). The base case for factorial would be n = 0. We return 1 when n = 0.
If the base case is not reached or not defined, then the stack overflow problem may arise. Let us take an example to understand this.
def fact(n):
# wrong base case (it may cause
# stack overflow).
if n == 100:
return 1
else:
return n*fact(n-1)
If fact(10) is called, it will call fact(9), fact(8), fact(7) and so on but the number will never reach 100. So, the base case is not reached. If the memory is exhausted by these functions on the stack, it will cause a stack overflow error.
When any function is called from main(), the memory is allocated to it on the stack. A recursive function calls itself, the memory for a called function is allocated on top of memory allocated to calling function and different copy of local variables is created for each function call. When the base case is reached, the function returns its value to the function by whom it is called and memory is de-allocated and the process continues.
1. Recursive Function:
2. Recursive Function returning value:
3. Factorial Example:
- It may be sound like c++ but the concept is same in python.
- It has basics example of recursion.