Write a function log2(x), which gives an integer approximation of the log base 2 of a positive number x, but it does so using recursion. Use a base case where you return 0 if x is 1 or less. In the general case, add 1 to the answer and divide x by 2. On top of writing the function, also write a test case for the function to prove the program works.
The Correct Answer and Explanation is :
To compute the integer approximation of the base-2 logarithm of a positive number x using recursion, we can define a function log2(x) that follows these steps:
- Base Case: If
xis less than or equal to 1, return 0. This is because the logarithm of 1 is 0, and for any number less than 1, the logarithm is negative, but since we’re approximating to the nearest integer, we return 0. - Recursive Case: If
xis greater than 1, dividexby 2 and add 1 to the result of the recursive call. This effectively counts how many timesxcan be halved before it becomes less than or equal to 1, which corresponds to the integer part of the base-2 logarithm.
Here’s the Python implementation of the log2 function:
def log2(x):
# Base case: if x is 1 or less, return 0
if x <= 1:
return 0
# Recursive case: divide x by 2 and add 1
else:
return 1 + log2(x / 2)
Test Case:
To verify that the function works correctly, we can test it with a known value. For example, the base-2 logarithm of 8 is 3, since 8 = 2³. Let’s test the function with x = 8:
print(log2(8)) # Expected output: 3
Explanation:
- Base Case: When
xis 1 or less, the function returns 0. This is because the logarithm of 1 is 0, and for any number less than 1, the logarithm is negative, but since we’re approximating to the nearest integer, we return 0. - Recursive Case: For numbers greater than 1, the function recursively divides
xby 2 and adds 1. This process effectively counts how many timesxcan be halved before it becomes less than or equal to 1, which corresponds to the integer part of the base-2 logarithm.
For example, with x = 8:
log2(8)callslog2(4)and adds 1.log2(4)callslog2(2)and adds 1.log2(2)callslog2(1)and adds 1.log2(1)returns 0.
Adding up the results: 1 + 1 + 1 + 0 = 3, which is the correct integer approximation of the base-2 logarithm of 8.
This recursive approach effectively computes the integer part of the base-2 logarithm by counting how many times the number can be halved before it becomes less than or equal to 1.