Climbing Stairs
To solve this coding challenge, we need to determine the number of distinct ways to climb to the top of a staircase with
steps, where at each step you can either take 1 or 2 steps. The problem can intuitively be understood as a form of the Fibonacci sequence, where the number of ways to reach the nth step is the sum of the ways to reach the (n-1)th and (n-2)th steps.
steps by either taking 1 step or 2 steps at a time.
n
Explanation
The problem can be broken down into smaller subproblems, and a dynamic programming approach can be used to solve it efficiently. Here are the steps to solve the problem:- Base Cases :
-
If there is only 1 step (
n = 1
-
If there are 2 steps (
n = 2
- State Transition :
-
For
n >= 3
- Come from the (n-1)th step by taking 1 step or
- Come from the (n-2)th step by taking 2 steps.
- Iteration :
- We can use iteration to compute the values from the base cases up to the required nth step.
- Initial Check :
-
If
steps
- Variable Initialization :
-
Initialize two variables to track the number of ways to reach the preceding two steps.
num_ways_one_step_before
num_ways_two_steps_before
- Loop Through Steps :
- Use a loop starting from step 3 up to the desired number of steps. In each iteration:
- Compute the number of ways to reach the current step by summing the ways to reach the two previous steps.
- Update the tracking variables to reflect the ways to reach the last two steps for use in the next iteration.
- Return Result :
-
After the loop ends, the variable
num_ways_two_steps_before
function climbStairs(steps):
# If there is only 1 step, there's only one way to climb it
if steps == 1:
return 1
# Initialize variables to store the number of ways to reach the first and second step
num_ways_one_step_before = 1 # Ways to reach step 1
num_ways_two_steps_before = 2 # Ways to reach step 2
# Loop starts at step 3 and goes up to the required number of steps
for current_step in range(3, steps + 1):
# Calculate number of ways to reach the current step
num_ways_current_step = num_ways_one_step_before + num_ways_two_steps_before
# Update the variables for the next iteration
num_ways_one_step_before = num_ways_two_steps_before
num_ways_two_steps_before = num_ways_current_step
# Return the number of ways to reach the nth step
return num_ways_two_steps_before
Step-by-Step Explanation
n