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DSA Cprogramming~5 mins

Next Permutation of Array in DSA C - Time & Space Complexity

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Time Complexity: Next Permutation of Array
O(n)
Understanding Time Complexity

We want to understand how the time needed to find the next permutation changes as the array size grows.

Specifically, how does the work increase when the array gets longer?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

void nextPermutation(int* nums, int numsSize) {
    int i = numsSize - 2;
    while (i >= 0 && nums[i] >= nums[i + 1]) {
        i--;
    }
    if (i >= 0) {
        int j = numsSize - 1;
        while (nums[j] <= nums[i]) {
            j--;
        }
        int temp = nums[i];
        nums[i] = nums[j];
        nums[j] = temp;
    }
    int left = i + 1, right = numsSize - 1;
    while (left < right) {
        int temp = nums[left];
        nums[left++] = nums[right];
        nums[right--] = temp;
    }
}

This code finds the next lexicographically greater permutation of the array or rearranges it to the smallest if none exists.

Identify Repeating Operations

Look for loops and repeated steps.

  • Primary operation: Three while loops that scan parts of the array.
  • How many times: Each loop can run up to n times, where n is the array length.
How Execution Grows With Input

As the array size grows, the loops may scan more elements.

Input Size (n)Approx. Operations
10Up to about 30 steps
100Up to about 300 steps
1000Up to about 3000 steps

Pattern observation: The total steps grow roughly in a straight line with the array size.

Final Time Complexity

Time Complexity: O(n)

This means the time to find the next permutation grows linearly with the array length.

Common Mistake

[X] Wrong: "The algorithm always checks every pair of elements, so it must be O(n²)."

[OK] Correct: Each loop scans only once and does not nest inside others, so total work is proportional to n, not n squared.

Interview Connect

Understanding this linear time solution shows you can handle array scanning and swapping efficiently, a skill useful in many coding problems.

Self-Check

"What if the array was sorted in descending order? How would the time complexity behave then?"

Practice

(1/5)
1. What does the next permutation of an array represent?
easy
A. The next lexicographically greater arrangement of the array elements
B. The array sorted in ascending order
C. The array reversed
D. The smallest element moved to the front

Solution

  1. Step 1: Understand the concept of permutation order

    Permutations can be ordered lexicographically like words in a dictionary.
  2. Step 2: Define next permutation

    The next permutation is the immediate next arrangement that is greater than the current one in lexicographic order.
  3. Final Answer:

    The next lexicographically greater arrangement of the array elements -> Option A
  4. Quick Check:

    Next permutation = next bigger arrangement [OK]
Hint: Next permutation means next bigger arrangement [OK]
Common Mistakes:
  • Confusing next permutation with sorting ascending
  • Thinking next permutation is just reversing array
  • Assuming next permutation always moves smallest element front
2. Which of the following C code snippets correctly swaps two integers a and b using a temporary variable?
easy
A. a = a + b; b = a - b; a = a - b;
B. a = b; b = a;
C. int temp; a = b; b = temp;
D. int temp = a; a = b; b = temp;

Solution

  1. Step 1: Understand swapping with a temporary variable

    Use a temporary variable to hold one value while assigning the other.
  2. Step 2: Check each option

    int temp = a; a = b; b = temp; correctly uses a temp variable to swap values safely.
  3. Final Answer:

    int temp = a; a = b; b = temp; -> Option D
  4. Quick Check:

    Swap with temp variable = int temp = a; a = b; b = temp; [OK]
Hint: Use temp variable to swap safely [OK]
Common Mistakes:
  • Assigning a = b; b = a; loses original value
  • Using arithmetic swap without considering overflow
  • Not declaring or initializing temp variable
3. What is the output of the following C code that finds the next permutation of the array arr = {1, 3, 2}?
void nextPermutation(int* arr, int n) {
    int i = n - 2;
    while (i >= 0 && arr[i] >= arr[i + 1]) i--;
    if (i >= 0) {
        int j = n - 1;
        while (arr[j] <= arr[i]) j--;
        int temp = arr[i]; arr[i] = arr[j]; arr[j] = temp;
    }
    int left = i + 1, right = n - 1;
    while (left < right) {
        int temp = arr[left]; arr[left] = arr[right]; arr[right] = temp;
        left++; right--;
    }
}

int main() {
    int arr[] = {1, 3, 2};
    nextPermutation(arr, 3);
    for (int i = 0; i < 3; i++) printf("%d ", arr[i]);
    return 0;
}
medium
A. 1 2 3
B. 1 3 2
C. 2 1 3
D. 3 1 2

Solution

  1. Step 1: Find the pivot index i

    Start from right: arr[1]=3, arr[2]=2, since 3 >= 2, i moves left to 0 where arr[0]=1 < arr[1]=3, so i=0.
  2. Step 2: Find j to swap with i

    From right, find j where arr[j] > arr[i]: arr[2]=2 > 1, so j=2. Swap arr[0] and arr[2]: arr becomes {2, 3, 1}.
  3. Step 3: Reverse suffix after i

    Reverse elements from i+1=1 to end: reverse {3,1} to {1,3}. Final array: {2,1,3}.
  4. Final Answer:

    2 1 3 -> Option C
  5. Quick Check:

    Next permutation of [1,3,2] = [2,1,3] [OK]
Hint: Swap pivot with next bigger, then reverse suffix [OK]
Common Mistakes:
  • Not reversing suffix after swap
  • Swapping with wrong element j
  • Stopping pivot search too early
4. Identify the bug in the following C function that attempts to compute the next permutation of an array arr of size n:
void nextPermutation(int* arr, int n) {
    int i = n - 1;
    while (i > 0 && arr[i] <= arr[i - 1]) i--;
    if (i > 0) {
        int j = n - 1;
        while (arr[j] <= arr[i - 1]) j--;
        int temp = arr[i - 1]; arr[i - 1] = arr[j]; arr[j] = temp;
    }
    int left = i, right = n - 1;
    while (left < right) {
        int temp = arr[left]; arr[left] = arr[right]; arr[right] = temp;
        left++; right--;
    }
}
medium
A. The swap should be done with arr[i], not arr[i - 1]
B. The initial value of i should be n - 2, not n - 1
C. The reversal loop should start from i - 1, not i
D. The comparison in the first while loop should be arr[i] >= arr[i - 1]

Solution

  1. Step 1: Analyze the pivot search loop

    The pivot is found by moving left from n-2, but here i starts at n-1, which skips checking the last pair correctly.
  2. Step 2: Correct initial i value

    Setting i = n - 2 ensures the loop compares arr[i] and arr[i+1] properly to find the pivot.
  3. Final Answer:

    The initial value of i should be n - 2, not n - 1 -> Option B
  4. Quick Check:

    Pivot search starts at n-2 index [OK]
Hint: Start pivot search at n-2 index [OK]
Common Mistakes:
  • Starting pivot index at n-1 causes missed comparisons
  • Incorrect comparison operators in loops
  • Reversing wrong subarray segment
5. Given an array arr = {5, 4, 7, 5, 3, 2}, what will be the next permutation after applying the standard next permutation algorithm?
hard
A. [5, 5, 2, 3, 4, 7]
B. [5, 4, 7, 5, 3, 2]
C. [5, 4, 7, 5, 2, 3]
D. [7, 2, 3, 4, 5, 5]

Solution

  1. Step 1: Find pivot index i

    Traverse from right: arr[4]=3, arr[5]=2 (3 >= 2), move left; arr[3]=5, arr[4]=3 (5 >= 3), move left; arr[2]=7, arr[3]=5 (7 >= 5), move left; arr[1]=4, arr[2]=7 (4 < 7), so i=1.
  2. Step 2: Find j to swap with i

    From right, find j where arr[j] > arr[i]: arr[5]=2 (2 > 4? No), arr[4]=3 (3 > 4? No), arr[3]=5 (5 > 4? Yes), so j=3. Swap arr[1] and arr[3]: arr becomes {5,5,7,4,3,2}.
  3. Step 3: Reverse suffix after i

    Reverse elements from i+1=2 to end: reverse {7,4,3,2} to {2,3,4,7}. Final array: {5,5,2,3,4,7}.
  4. Final Answer:

    [5, 5, 2, 3, 4, 7] -> Option A
  5. Quick Check:

    Next permutation of [5,4,7,5,3,2] = [5,5,2,3,4,7] [OK]
Hint: Swap pivot with next bigger, reverse suffix [OK]
Common Mistakes:
  • Not finding correct pivot index
  • Swapping with wrong element j
  • Not reversing suffix correctly
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