
Problem Statement
In this problem, you are tasked with painting a linear arrangement of n fence posts using k available colors. The objective is to determine the number of different ways to paint these posts under certain constraints. Each post should be painted with one and only one of the k colors. However, the challenge intensifies with an additional rule: no three consecutive posts can be painted with the same color. The solution should encompass all possible valid ways to paint the fence given any values of n and k.
Examples
Example 1
Input:
n = 3, k = 2
Output:
6
Explanation:
All the possibilities are shown. Note that painting all the posts red or all the posts green is invalid because there cannot be three posts in a row with the same color.
Example 2
Input:
n = 1, k = 1
Output:
1
Example 3
Input:
n = 7, k = 2
Output:
42
Constraints
1 <= n <= 501 <= k <= 105- The testcases are generated such that the answer is in the range
[0, 231 - 1]for the givennandk.
Approach and Intuition
To devise a way to solve the problem, consider the constraints and the task at hand. We need to find the number of valid combinations of colors while adhering to the rule that no three consecutive posts have the same color.
Base Cases Analysis:
- When
n = 1, the process is straightforward, as any post can be painted with any of thekcolors, so there arekways. - Extending to
n = 2, both posts can independently be any color, providingk * k = k^2combinations. All combinations are valid here since there’s no possibility of three consecutive posts.
- When
Extension to Larger n:
- For
n = 3, expand the possibilities based on the colors of the first two posts. The third post can be any color except the color of the second if the first two are the same. Hence, the problem requires dynamic planning where decisions depend on previous states. - Specifically, when constructing combinations for greater than two posts, count the possible end combinations for
n-1andn-2posts. This leads into a recurrence relation useful for building a dynamic programming solution.
- For
Dynamic Programming Approach:
- Use two arrays or states –
sameanddiff:same[i]represents the number of ways the last two posts of the firstiposts have the same color.diff[i]stands for the number of ways the last two of the firstiposts have different colors.
- Transition relations would be:
same[i] = diff[i-1]diff[i] = (same[i-1] + diff[i-1]) * (k-1)- These relations accommodate that the
i-thpost can match the previous post (but only if the previous two were different) or differ (where the color can be any of the remainingk-1choices).
- Initialize values:
same[2] = kdiff[2] = k * (k-1)
- Compute subsequent values using the above transitions up to
n. - Final configuration count for
nposts issame[n] + diff[n].
- Use two arrays or states –
Calculational Example:
- For
n = 3andk = 2, this results in 6 combinations, as follows from the dynamic programming consideration.
- For
By deciding an approach to enumerate combinations respecting the constraint, it turns a seemingly complex problem into a manageable series of state transitions that reflect the rules of the problem.
Solutions
- Java
- Python
class Solution {
public int countWays(int steps, int colors) {
if (steps == 1) return colors;
int previousTwo = colors;
int previousOne = colors * colors;
for (int i = 3; i <= steps; i++) {
int current = (colors - 1) * (previousOne + previousTwo);
previousTwo = previousOne;
previousOne = current;
}
return previousOne;
}
}
The "Paint Fence" solution in Java involves determining the number of ways you can paint a fence with given steps and distinct colors.
Here's a breakdown of the implementation:
- The
countWaysmethod accepts the number of steps (steps) and number of available colors (colors). - For a single step, you can paint the fence in
colorsways because you havecolorschoices for that step. - For two steps, one can use the formula
colors * colorsas you can use any color for the first step and any color for the second step, with no restriction imposed. - For more than two steps, a dynamic approach helps in computing based on the previous two values. Use
(colors - 1) * (previousOne + previousTwo)formula wherepreviousOneis the number of ways to paint the fence with one fewer step, andpreviousTwois two fewer steps. This accounts for using any of the remainingcolors - 1for the current step, in combination with the outcomes of the previous steps. - Initialize
previousTwowithcolorsandpreviousOnewithcolors * colors. - Iterate through the remaining steps, updating
previousTwoandpreviousOnein each cycle, which respectively shifts to the result of the previous loop and the current computation.
Finally, return previousOne, representing the total ways to paint the fence for the given number of steps using the specified colors.
class Solution:
def countWays(self, steps: int, colors: int) -> int:
if steps == 1:
return colors
second_last = colors
last = colors * colors
for step in range(3, steps + 1):
current = (colors - 1) * (last + second_last)
second_last = last
last = current
return last
This Python3 solution addresses the problem of determining the number of ways to paint a fence with steps number of posts using colors different colors, ensuring no more than two adjacent posts have the same color.
- Initialize by handling the case where
stepsequals one, immediately returningcolorssince each post can independently be any of thecolors. - Set initial values for the second last (
second_last) and last (last) steps. If there are two posts, you can color them incolors * colorsways. - Iterate from the third post to the
steps-th post. During each iteration, calculate the number of ways to paint the current post as(colors - 1) * (last + second_last). This calculation is based on the constraint that no more than two adjacent posts can share the same color. - Update
second_lastandlastto move to the next step in the sequence. - The number of ways to paint all posts is found in
last, which is returned as the solution.