75. Sort Colors

mdarifulhaque

MD ARIFUL HAQUE

Posted on June 12, 2024

75. Sort Colors

75. Sort Colors

Medium

Topics: Array, Two Pointers, Sorting

Given an array nums with n objects colored red, white, or blue, sort them in-place so that objects of the same color are adjacent, with the colors in the order red, white, and blue.

We will use the integers 0, 1, and 2 to represent the color red, white, and blue, respectively.

You must solve this problem without using the library's sort function.

Example 1:

  • Input: nums = [2,0,2,1,1,0]
  • Output: [0,0,1,1,2,2]

Example 2:

  • Input: nums = [2,0,1]
  • Output: [0,1,2]

Constraints:

  • n == nums.length
  • 1 <= n <= 300
  • nums[i] is either 0, 1, or 2.

Follow-up: Could you come up with a one-pass algorithm using only constant extra space?

Hint:

  1. A rather straight forward solution is a two-pass algorithm using counting sort.
  2. Iterate the array counting number of 0's, 1's, and 2's.
  3. Overwrite array with the total number of 0's, then 1's and followed by 2's.

Solution:

To solve this problem, we can follow these steps:

The goal is to sort the array nums with elements representing the colors red (0), white (1), and blue (2) in one pass, using constant extra space.

Approach:

The most efficient way to solve this problem is by using the Dutch National Flag algorithm, which is a one-pass algorithm with constant extra space. The idea is to use three pointers:

  • low to track the position for the next 0 (red),
  • mid to traverse the array,
  • high to track the position for the next 2 (blue).

Algorithm:

  1. Initialize three pointers:

    • low at the start (0),
    • mid at the start (0),
    • high at the end (n-1) of the array.
  2. Traverse the array with mid:

    • If nums[mid] is 0 (red), swap nums[mid] with nums[low], then increment both low and mid.
    • If nums[mid] is 1 (white), move mid to the next element.
    • If nums[mid] is 2 (blue), swap nums[mid] with nums[high] and decrement high.
  3. Continue until mid exceeds high.

This algorithm sorts the array in-place with a single pass.

Let's implement this solution in PHP: 75. Sort Colors

<?php
// Example usage:
$nums1 = [2, 0, 2, 1, 1, 0];
sortColors($nums1);
print_r($nums1); // Output: [0, 0, 1, 1, 2, 2]

$nums2 = [2,0,1];
sortColors($nums2);
print_r($nums2); // Output: [0,1,2]

?>
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Explanation:

  1. Initialization:

    • low starts at the beginning (0).
    • mid starts at the beginning (0).
    • high starts at the end (n-1).
  2. Loop Through Array:

    • If nums[mid] is 0, it swaps with nums[low] because 0 should be at the front. Both pointers low and mid are then incremented.
    • If nums[mid] is 1, it is already in the correct position, so only mid is incremented.
    • If nums[mid] is 2, it swaps with nums[high] because 2 should be at the end. Only high is decremented, while mid stays the same to check the swapped element.
  3. Completion:

    • The loop continues until mid passes high, ensuring that the array is sorted in the order of 0, 1, and 2.

This approach is optimal with O(n) time complexity and O(1) space complexity.

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mdarifulhaque
MD ARIFUL HAQUE

Posted on June 12, 2024

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