mirror of
https://github.com/krahets/hello-algo.git
synced 2024-12-27 08:06:29 +08:00
41 lines
1 KiB
Python
41 lines
1 KiB
Python
|
"""
|
||
|
File: climbing_stairs_dp.py
|
||
|
Created Time: 2023-06-30
|
||
|
Author: krahets (krahets@163.com)
|
||
|
"""
|
||
|
|
||
|
|
||
|
def climbing_stairs_dp(n: int) -> int:
|
||
|
"""Climbing stairs: Dynamic programming"""
|
||
|
if n == 1 or n == 2:
|
||
|
return n
|
||
|
# Initialize dp table, used to store subproblem solutions
|
||
|
dp = [0] * (n + 1)
|
||
|
# Initial state: preset the smallest subproblem solution
|
||
|
dp[1], dp[2] = 1, 2
|
||
|
# State transition: gradually solve larger subproblems from smaller ones
|
||
|
for i in range(3, n + 1):
|
||
|
dp[i] = dp[i - 1] + dp[i - 2]
|
||
|
return dp[n]
|
||
|
|
||
|
|
||
|
def climbing_stairs_dp_comp(n: int) -> int:
|
||
|
"""Climbing stairs: Space-optimized dynamic programming"""
|
||
|
if n == 1 or n == 2:
|
||
|
return n
|
||
|
a, b = 1, 2
|
||
|
for _ in range(3, n + 1):
|
||
|
a, b = b, a + b
|
||
|
return b
|
||
|
|
||
|
|
||
|
"""Driver Code"""
|
||
|
if __name__ == "__main__":
|
||
|
n = 9
|
||
|
|
||
|
res = climbing_stairs_dp(n)
|
||
|
print(f"Climb {n} steps, there are {res} solutions in total")
|
||
|
|
||
|
res = climbing_stairs_dp_comp(n)
|
||
|
print(f"Climb {n} steps, there are {res} solutions in total")
|