Longest Consecutive Sequence

To solve this coding challenge of finding the longest consecutive sequence in an unsorted array of integers, we can use the following approach. The main idea here is to utilize a hash set for O(1) average time complexity look-ups, ensuring that our overall algorithm can run in linear time, O(n).

Explanation:

  1. Initialization:
    • First, if the array is empty, we return 0 immediately because there is no sequence in an empty array.
    • Next, we convert the array to a set. This helps in ensuring O(1) time complexity for look-ups, which is crucial for maintaining linear time complexity.
  2. Finding the Starting Point of a Sequence:
    • For each number in the set, we check whether the number is the start of a potential sequence. This can be determined by checking if the number's predecessor is not in the set (i.e.,
      num - 1
      not in the set). If it is not, then the current number could be the start of a new sequence.
  3. Tracking the Sequence Length:
    • For each potential starting number, we iterate to find the length of the consecutive sequence beginning with that number.
    • We keep a count of the current streak length and iterate through the next consecutive numbers (i.e.,
      num + 1
      ,
      num + 2
      , etc.) until the next number is not found in the set.
  4. Updating the Longest Streak:
    • During this process, we continuously update the
      longest_streak
      variable with the maximum length of all sequences found so far.
  5. Return the Result:
    • Finally, we return the length of the longest consecutive sequence found.
    Here’s the pseudocode representation:
                                                
    # Function to find the longest consecutive sequence length
    def findLongestConsecutiveSequence(nums):
    # If the array is empty, return 0 immediately
    if length of nums is 0:
    return 0
    
    # Convert array to a set to benefit from average O(1) time complexity look-ups
    num_set = set(nums)
    
    # Initialize the variable to keep track of the longest sequence length
    longest_streak = 0
    
    # Iterate through each number in the set
    for number in num_set:
    # If number - 1 is not in the set, then this might be the start of a sequence
    if (number - 1) is not in num_set:
    # Initialize variables for the current number and current streak length
    current_num = number
    current_streak = 1
    
    # Continue to check for the next consecutive numbers in the sequence
    while (current_num + 1) is in num_set:
    # Move to the next number in the sequence
    current_num += 1
    # Increase the streak length
    current_streak += 1
    
    # Update the longest streak if the current streak is longer
    longest_streak = maximum(longest_streak, current_streak)
    
    # Return the length of the longest consecutive sequence found
    return longest_streak
    
                                            

    Detailed Steps in Pseudocode:

  6. Handle Edge Case:
    • If the input array
      nums
      is empty, return 0 immediately as there are no sequences in an empty array.
  7. Convert Array to Set:
    • Create a set
      num_set
      from
      nums
      . This conversion helps facilitate O(1) look-ups on average, which is critical for ensuring our algorithm runs in O(n) time.
  8. Initialize Longest Streak Variable:
    • Create a variable
      longest_streak
      and set it to 0. This variable will keep track of the length of the longest consecutive sequence found during our iterations.
  9. Iterate Through Each Number in the Set:
    • Loop through each
      number
      in
      num_set
      .
  10. Identify the Start of a New Sequence:
    • For each
      number
      , check if
      number - 1
      is not in
      num_set
      . If true, it means
      number
      could be the start of a new sequence.
  11. Track Current Sequence:
    • Initialize
      current_num
      with
      number
      and
      current_streak
      with 1.
    • Use a while loop to check if
      current_num + 1
      is in
      num_set
      . While it's true:
      • Increment
        current_num
        by 1.
      • Increment
        current_streak
        by 1.
  12. Update Longest Streak:
    • After exiting the while loop, update
      longest_streak
      with the maximum of
      longest_streak
      and
      current_streak
      .
  13. Return Result:
    • Finally, return the value of
      longest_streak
      as the length of the longest consecutive sequence.
By following these steps and the detailed pseudocode provided, you can implement an efficient algorithm to solve the problem of finding the longest consecutive sequence in a given unsorted array of integers.