给定长度为N且整数K的二进制字符串str ,任务是找到通过以下移动从str [0]到str [N – 1]所需的最小步数:
- 从索引i来看,唯一有效的移动是i + 1 , i + 2和i + K
- 只有在str [i] =’1’时才能访问索引i
例子:
Input: str = “101000011”, K = 5
Output: 3
str[0] -> str[2] -> str[7] -> str[8]
Input: str = “1100000100111”, K = 6
Output: -1
There is no possible path.
Input: str = “10101010101111010101”, K = 4
Output: 6
方法:想法是使用动态编程来解决问题。
- 假定对于任何索引i ,都可以移动到索引i + 1,i + 2或i + K。
- 三种可能性之一将给出所需的结果,即到达终点的最少步骤数。
- 因此,将创建dp []数组,并以自下而上的方式填充它。
下面是上述方法的实现:
C++
// C++ implementation of the approach
#include
using namespace std;
// Function to return the minimum number
// of steps to reach the end
int minSteps(string str, int n, int k)
{
// If the end can't be reached
if (str[n - 1] == '0')
return -1;
// Already at the end
if (n == 1)
return 0;
// If the length is 2 or 3 then the end
// can be reached in a single step
if (n < 4)
return 1;
// For the other cases, solve the problem
// using dynamic programming
int dp[n];
// It requires no move from the
// end to reach the end
dp[n - 1] = 0;
// From the 2nd last and the 3rd last
// index, only a single move is required
dp[n - 2] = 1;
dp[n - 3] = 1;
// Update the answer for every index
for (int i = n - 4; i >= 0; i--) {
// If the current index is not reachable
if (str[i] == '0')
continue;
// To store the minimum steps required
// from the current index
int steps = INT_MAX;
// If it is a valid move then update
// the minimum steps required
if (i + k < n && str[i + k] == '1')
steps = min(steps, dp[i + k]);
if (str[i + 1] == '1')
steps = min(steps, dp[i + 1]);
if (str[i + 2] == '1')
steps = min(steps, dp[i + 2]);
// Update the minimum steps requried starting
// from the current index
dp[i] = (steps == INT_MAX) ? steps : 1 + steps;
}
// Cannot reach the end starting from str[0]
if (dp[0] == INT_MAX)
return -1;
// Return the minimum steps required
return dp[0];
}
// Driver code
int main()
{
string str = "101000011";
int n = str.length();
int k = 5;
cout << minSteps(str, n, k);
return 0;
}
Java
// Java implementation of the approach
class GFG
{
final static int INT_MAX = Integer.MAX_VALUE ;
// Function to return the minimum number
// of steps to reach the end
static int minSteps(String str, int n, int k)
{
// If the end can't be reached
if (str.charAt(n - 1) == '0')
return -1;
// Already at the end
if (n == 1)
return 0;
// If the length is 2 or 3 then the end
// can be reached in a single step
if (n < 4)
return 1;
// For the other cases, solve the problem
// using dynamic programming
int dp[] = new int[n];
// It requires no move from the
// end to reach the end
dp[n - 1] = 0;
// From the 2nd last and the 3rd last
// index, only a single move is required
dp[n - 2] = 1;
dp[n - 3] = 1;
// Update the answer for every index
for (int i = n - 4; i >= 0; i--)
{
// If the current index is not reachable
if (str.charAt(i) == '0')
continue;
// To store the minimum steps required
// from the current index
int steps =INT_MAX ;
// If it is a valiINT_MAXd move then update
// the minimum steps required
if (i + k < n && str.charAt(i + k) == '1')
steps = Math.min(steps, dp[i + k]);
if (str.charAt(i + 1) == '1')
steps = Math.min(steps, dp[i + 1]);
if (str.charAt(i + 2) == '1')
steps = Math.min(steps, dp[i + 2]);
// Update the minimum steps requried starting
// from the current index
dp[i] = (steps == INT_MAX) ? steps : 1 + steps;
}
// Cannot reach the end starting from str[0]
if (dp[0] == INT_MAX)
return -1;
// Return the minimum steps required
return dp[0];
}
// Driver code
public static void main(String[] args)
{
String str = "101000011";
int n = str.length();
int k = 5;
System.out.println(minSteps(str, n, k));
}
}
// This code is contributed by AnkitRai01
Python3
# Python3 implementation of the approach
import sys
INT_MAX = sys.maxsize;
# Function to return the minimum number
# of steps to reach the end
def minSteps(string , n, k) :
# If the end can't be reached
if (string[n - 1] == '0') :
return -1;
# Already at the end
if (n == 1) :
return 0;
# If the length is 2 or 3 then the end
# can be reached in a single step
if (n < 4) :
return 1;
# For the other cases, solve the problem
# using dynamic programming
dp = [0] * n;
# It requires no move from the
# end to reach the end
dp[n - 1] = 0;
# From the 2nd last and the 3rd last
# index, only a single move is required
dp[n - 2] = 1;
dp[n - 3] = 1;
# Update the answer for every index
for i in range(n - 4, -1, -1) :
# If the current index is not reachable
if (string[i] == '0') :
continue;
# To store the minimum steps required
# from the current index
steps = INT_MAX;
# If it is a valid move then update
# the minimum steps required
if (i + k < n and string[i + k] == '1') :
steps = min(steps, dp[i + k]);
if (string[i + 1] == '1') :
steps = min(steps, dp[i + 1]);
if (string[i + 2] == '1') :
steps = min(steps, dp[i + 2]);
# Update the minimum steps requried starting
# from the current index
dp[i] = steps if (steps == INT_MAX) else (1 + steps);
# Cannot reach the end starting from str[0]
if (dp[0] == INT_MAX) :
return -1;
# Return the minimum steps required
return dp[0];
# Driver code
if __name__ == "__main__" :
string = "101000011";
n = len(string);
k = 5;
print(minSteps(string, n, k));
# This code is contributed by AnkitRai01
C#
// C# implementation of the approach
using System;
class GFG
{
static int INT_MAX = int.MaxValue ;
// Function to return the minimum number
// of steps to reach the end
static int minSteps(string str, int n, int k)
{
// If the end can't be reached
if (str[n - 1] == '0')
return -1;
// Already at the end
if (n == 1)
return 0;
// If the length is 2 or 3 then the end
// can be reached in a single step
if (n < 4)
return 1;
// For the other cases, solve the problem
// using dynamic programming
int []dp = new int[n];
// It requires no move from the
// end to reach the end
dp[n - 1] = 0;
// From the 2nd last and the 3rd last
// index, only a single move is required
dp[n - 2] = 1;
dp[n - 3] = 1;
// Update the answer for every index
for (int i = n - 4; i >= 0; i--)
{
// If the current index is not reachable
if (str[i] == '0')
continue;
// To store the minimum steps required
// from the current index
int steps = INT_MAX ;
// If it is a valiINT_MAXd move then update
// the minimum steps required
if (i + k < n && str[i + k] == '1')
steps = Math.Min(steps, dp[i + k]);
if (str[i + 1] == '1')
steps = Math.Min(steps, dp[i + 1]);
if (str[i + 2] == '1')
steps = Math.Min(steps, dp[i + 2]);
// Update the minimum steps requried starting
// from the current index
dp[i] = (steps == INT_MAX) ? steps : 1 + steps;
}
// Cannot reach the end starting from str[0]
if (dp[0] == INT_MAX)
return -1;
// Return the minimum steps required
return dp[0];
}
// Driver code
public static void Main()
{
string str = "101000011";
int n = str.Length;
int k = 5;
Console.WriteLine(minSteps(str, n, k));
}
}
// This code is contributed by AnkitRai01
输出:
3
时间复杂度: O(N),其中N是字符串的长度。