Solutions

Prerequisites

Before attempting this problem, you should be comfortable with:

Subsequence Concept - Understanding what makes one string a subsequence of another
Two Pointers Technique - Using pointers to traverse and compare strings efficiently
Binary Search - Finding elements in sorted arrays for optimized character lookups
Precomputation / Dynamic Programming - Building lookup tables to enable O(1) queries for next character positions

1. Concatenate until Subsequence

Intuition

The most straightforward approach is to literally concatenate copies of source until target becomes a subsequence of the concatenated string. We first check if all characters in target exist in source; if not, it is impossible. Then we keep appending source to itself and check after each concatenation whether target is now a subsequence. The number of concatenations gives us our answer.

Algorithm

Build a set of characters present in source.
For each character in target, check if it exists in source. If any character is missing, return -1.
Start with concatenatedSource = source and count = 1.
While target is not a subsequence of concatenatedSource:
- Append source to concatenatedSource.
- Increment count.
Return count.

class Solution:
    def shortestWay(self, source: str, target: str) -> int:

        # To check if to_check is subsequence of in_string
        def is_subsequence(to_check, in_string):
            i = j = 0
            while i < len(to_check) and j < len(in_string):
                if to_check[i] == in_string[j]:
                    i += 1
                j += 1

            return i == len(to_check)

        # Set of all characters of the source. We could use a boolean array as well.
        source_chars = set(source)

        # Check if all characters of the target are present in the source
        # If any character is not present, return -1
        for char in target:
            if char not in source_chars:
                return -1

        # Concatenate source until the target is a subsequence
        # of the concatenated string
        concatenated_source = source
        count = 1
        while not is_subsequence(target, concatenated_source):
            concatenated_source += source
            count += 1

        # Number of concatenations done
        return count

class Solution {
    public int shortestWay(String source, String target) {

        // Boolean array to mark all characters of source
        boolean[] sourceChars = new boolean[26];
        for (char c : source.toCharArray()) {
            sourceChars[c - 'a'] = true;
        }

        // Check if all characters of the target are present in the source
        // If any character is not present, return -1
        for (char c : target.toCharArray()) {
            if (!sourceChars[c - 'a']) {
                return -1;
            }
        }

        // Concatenate source until the target is a subsequence of the concatenated string
        String concatenatedSource = source;
        int count = 1;
        while (!isSubsequence(target, concatenatedSource)) {
            concatenatedSource += source;
            count++;
        }

        // Number of concatenations done
        return count;
    }

    // To check if toCheck is a subsequence of the inString
    public boolean isSubsequence(String toCheck, String inString) {
        int i = 0, j = 0;
        while (i < toCheck.length() && j < inString.length()) {
            if (toCheck.charAt(i) == inString.charAt(j)) {
                i++;
            }
            j++;
        }

        return i == toCheck.length();
    }
}

class Solution {
public:
    int shortestWay(string source, string target) {

        // Boolean array to mark all characters of the source
        bool sourceChars[26] = {false};
        for (char c : source) {
            sourceChars[c - 'a'] = true;
        }

        // Check if all characters of the target are present in the source
        // If any character is not present, return -1
        for (char c : target) {
            if (!sourceChars[c - 'a']) {
                return -1;
            }
        }

        // Concatenate source until the target is a subsequence of the concatenated string
        string concatenatedSource = source;
        int count = 1;
        while (!isSubsequence(target, concatenatedSource)) {
            concatenatedSource += source;
            count++;
        }

        // Number of concatenations done
        return count;
    }

    // To check if toCheck is a subsequence of inString
    bool isSubsequence(string toCheck, string inString) {
        int i = 0, j = 0;
        while (i < toCheck.length() && j < inString.length()) {
            if (toCheck[i] == inString[j]) {
                i++;
            }
            j++;
        }

        return i == toCheck.length();
    }
};

class Solution {
    /**
     * @param {string} source
     * @param {string} target
     * @return {number}
     */
    shortestWay(source, target) {

        // Boolean array to mark all characters of source
        let sourceChars = new Array(26).fill(false);
        for (let c of source) {
            sourceChars[c.charCodeAt(0) - 'a'.charCodeAt(0)] = true;
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        for (let c of target) {
            if (!sourceChars[c.charCodeAt(0) - 'a'.charCodeAt(0)]) {
                return -1;
            }
        }

        // Concatenate source until target is a subsequence of concatenated string
        let concatenatedSource = source;
        let count = 1;
        while (!this.isSubsequence(target, concatenatedSource)) {
            concatenatedSource += source;
            count++;
        }

        // Number of concatenations done
        return count;
    }

    // To check if toCheck is a subsequence of inString
    isSubsequence(toCheck, inString) {
        let i = 0, j = 0;
        while (i < toCheck.length && j < inString.length) {
            if (toCheck[i] == inString[j]) {
                i++;
            }
            j++;
        }

        return i == toCheck.length;
    }
}

public class Solution {
    public int ShortestWay(string source, string target) {
        // Boolean array to mark all characters of source
        bool[] sourceChars = new bool[26];
        foreach (char c in source) {
            sourceChars[c - 'a'] = true;
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        foreach (char c in target) {
            if (!sourceChars[c - 'a']) {
                return -1;
            }
        }

        // Concatenate source until target is a subsequence of concatenated string
        string concatenatedSource = source;
        int count = 1;
        while (!IsSubsequence(target, concatenatedSource)) {
            concatenatedSource += source;
            count++;
        }

        // Number of concatenations done
        return count;
    }

    // To check if toCheck is a subsequence of inString
    private bool IsSubsequence(string toCheck, string inString) {
        int i = 0, j = 0;
        while (i < toCheck.Length && j < inString.Length) {
            if (toCheck[i] == inString[j]) {
                i++;
            }
            j++;
        }
        return i == toCheck.Length;
    }
}

func shortestWay(source string, target string) int {
    // Boolean array to mark all characters of source
    sourceChars := make([]bool, 26)
    for _, c := range source {
        sourceChars[c-'a'] = true
    }

    // Check if all characters of target are present in source
    // If any character is not present, return -1
    for _, c := range target {
        if !sourceChars[c-'a'] {
            return -1
        }
    }

    // To check if toCheck is a subsequence of inString
    isSubsequence := func(toCheck, inString string) bool {
        i, j := 0, 0
        for i < len(toCheck) && j < len(inString) {
            if toCheck[i] == inString[j] {
                i++
            }
            j++
        }
        return i == len(toCheck)
    }

    // Concatenate source until target is a subsequence of concatenated string
    concatenatedSource := source
    count := 1
    for !isSubsequence(target, concatenatedSource) {
        concatenatedSource += source
        count++
    }

    // Number of concatenations done
    return count
}

class Solution {
    fun shortestWay(source: String, target: String): Int {
        // Boolean array to mark all characters of source
        val sourceChars = BooleanArray(26)
        for (c in source) {
            sourceChars[c - 'a'] = true
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        for (c in target) {
            if (!sourceChars[c - 'a']) {
                return -1
            }
        }

        // To check if toCheck is a subsequence of inString
        fun isSubsequence(toCheck: String, inString: String): Boolean {
            var i = 0
            var j = 0
            while (i < toCheck.length && j < inString.length) {
                if (toCheck[i] == inString[j]) {
                    i++
                }
                j++
            }
            return i == toCheck.length
        }

        // Concatenate source until target is a subsequence of concatenated string
        var concatenatedSource = source
        var count = 1
        while (!isSubsequence(target, concatenatedSource)) {
            concatenatedSource += source
            count++
        }

        // Number of concatenations done
        return count
    }
}

class Solution {
    func shortestWay(_ source: String, _ target: String) -> Int {
        // Boolean array to mark all characters of source
        var sourceChars = [Bool](repeating: false, count: 26)
        for c in source {
            sourceChars[Int(c.asciiValue! - Character("a").asciiValue!)] = true
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        for c in target {
            if !sourceChars[Int(c.asciiValue! - Character("a").asciiValue!)] {
                return -1
            }
        }

        // To check if toCheck is a subsequence of inString
        func isSubsequence(_ toCheck: String, _ inString: String) -> Bool {
            let toCheckArr = Array(toCheck)
            let inStringArr = Array(inString)
            var i = 0, j = 0
            while i < toCheckArr.count && j < inStringArr.count {
                if toCheckArr[i] == inStringArr[j] {
                    i += 1
                }
                j += 1
            }
            return i == toCheckArr.count
        }

        // Concatenate source until target is a subsequence of concatenated string
        var concatenatedSource = source
        var count = 1
        while !isSubsequence(target, concatenatedSource) {
            concatenatedSource += source
            count += 1
        }

        // Number of concatenations done
        return count
    }
}

Time & Space Complexity

Time complexity: $O(T^2 \cdot S)$
Space complexity: $O(TS)$

where $S$ is the length of source and $T$ is the length of target

2. Two Pointers

Intuition

Instead of building a huge concatenated string, we can simulate the process more efficiently. We iterate through target character by character, and for each character, we scan through source to find it. When we reach the end of source without fully matching target, we wrap around to the beginning of source and increment our count. Using modulo arithmetic, we can treat source as circular without actually concatenating it.

Algorithm

Create a set of characters in source. Return -1 if any character in target is missing.
Initialize sourceIterator = 0 and count = 0.
For each character in target:
- If sourceIterator == 0, we are starting a new pass through source, so increment count.
- While source[sourceIterator] does not match the current character:
  - Move sourceIterator forward using modulo.
  - If sourceIterator wraps to 0, increment count.
- After finding the match, advance sourceIterator by one (with modulo).
Return count.

class Solution:
    def shortestWay(self, source: str, target: str) -> int:

        # Set of all characters of source. Can use a boolean array too.
        source_chars = set(source)

        # Check if all characters of target are present in source
        # If any character is not present, return -1
        for char in target:
            if char not in source_chars:
                return -1

        # Length of source to loop back to start of source using mod
        m = len(source)

        # Pointer for source
        source_iterator = 0

        # Number of times source is traversed. It will be incremented when
        # while finding the occurrence of a character in target, source_iterator
        # reaches the start of source again.
        count = 0

        # Find all characters of target in source
        for char in target:

            # If while finding, iterator reaches start of source again,
            # increment count
            if source_iterator == 0:
                count += 1

            # Find the first occurrence of char in source
            while source[source_iterator] != char:

                # Formula for incrementing while looping back to start.
                source_iterator = (source_iterator + 1) % m

                # If while finding, iterator reaches the start of source again,
                # increment count
                if source_iterator == 0:
                    count += 1

            # Loop will break when char is found in source. Thus, increment.
            # Don't increment count until it is not clear that target has
            # remaining characters.
            source_iterator = (source_iterator + 1) % m

        # Return count
        return count

class Solution {
    public int shortestWay(String source, String target) {

        // Boolean array to mark all characters of source
        boolean[] sourceChars = new boolean[26];
        for (char c : source.toCharArray()) {
            sourceChars[c - 'a'] = true;
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        for (char c : target.toCharArray()) {
            if (!sourceChars[c - 'a']) {
                return -1;
            }
        }

        // Length of source to loop back to start of source using mod
        int m = source.length();

        // Pointer for source
        int sourceIterator = 0;

        // Number of times source is traversed. It will be incremented when
        // While finding occurrence of a character in target, sourceIterator
        // reaches the start of source again.
        int count = 0;

        // Find all characters of target in source
        for (char c : target.toCharArray()) {

            // If while finding, the iterator reaches the start of source again,
            // increment count
            if (sourceIterator == 0) {
                count++;
            }

            // Find the first occurrence of c in source
            while (source.charAt(sourceIterator) != c) {

                // Formula for incrementing while looping back to start.
                sourceIterator = (sourceIterator + 1) % m;

                // If while finding, iterator reaches start of source again,
                // increment count
                if (sourceIterator == 0) {
                    count++;
                }
            }

            // Loop will break when c is found in source. Thus, increment.
            // Don't increment count until it is not clear that target has
            // remaining characters.
            sourceIterator = (sourceIterator + 1) % m;
        }

        // Return count
        return count;
    }
}

class Solution {
public:
    int shortestWay(string source, string target) {
        
        // Boolean array to mark all characters of source
        bool sourceChars[26] = {false};
        for (char c : source) {
            sourceChars[c - 'a'] = true;
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        for (char c : target) {
            if (!sourceChars[c - 'a']) {
                return -1;
            }
        }

        // Length of source to loop back to start of source using mod
        int m = source.length();

        // Pointer for source
        int sourceIterator = 0;

        // Number of times source is traversed. It will be incremented when
        // while finding occurrence of a character in target, sourceIterator
        // reaches the start of source again.
        int count = 0;

        // Find all characters of target in source
        for (char c : target) {

            // If while finding, iterator reaches start of source again,
            // increment count
            if (sourceIterator == 0) {
                count++;
            }

            // Find the first occurrence of c in source
            while (source[sourceIterator] != c) {

                // Formula for incrementing while looping back to start.
                sourceIterator = (sourceIterator + 1) % m;

                // If while finding, iterator reaches start of source again,
                // increment count
                if (sourceIterator == 0) {
                    count++;
                }
            }

            // Loop will break when c is found in source. Thus, increment.
            // Don't increment count until it is not clear that target has
            // remaining characters.
            sourceIterator = (sourceIterator + 1) % m;
        }

        // Return count
        return count;
    }  
};

class Solution {
    /**
     * @param {string} source
     * @param {string} target
     * @return {number}
     */
    shortestWay(source, target) {
        // Boolean array to mark all characters of source
        let sourceChars = new Array(26).fill(false);
        for (let c of source) {
            sourceChars[c.charCodeAt(0) - 'a'.charCodeAt(0)] = true;
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        for (let c of target) {
            if (!sourceChars[c.charCodeAt(0) - 'a'.charCodeAt(0)]) {
                return -1;
            }
        }

        // Length of source to loop back to start of source using mod
        let m = source.length;

        // Pointer for source
        let sourceIterator = 0;

        // Number of times source is traversed. It will be incremented when
        // while finding occurrence of a character in target, sourceIterator
        // reaches the start of source again.
        let count = 0;

        // Find all characters of target in source
        for (let c of target) {

            // If while finding, iterator reaches start of source again,
            // increment count
            if (sourceIterator == 0) {
                count++;
            }

            // Find the first occurrence of c in source
            while (source[sourceIterator] != c) {

                // Formula for incrementing while looping back to start.
                sourceIterator = (sourceIterator + 1) % m;

                // If while finding, iterator reaches start of source again,
                // increment count
                if (sourceIterator == 0) {
                    count++;
                }
            }

            // Loop will break when c is found in source. Thus, increment.
            // Don't increment count until it is not clear that target has
            // remaining characters.
            sourceIterator = (sourceIterator + 1) % m;
        }

        // Return count
        return count;
    }
}

public class Solution {
    public int ShortestWay(string source, string target) {
        // Boolean array to mark all characters of source
        bool[] sourceChars = new bool[26];
        foreach (char c in source) {
            sourceChars[c - 'a'] = true;
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        foreach (char c in target) {
            if (!sourceChars[c - 'a']) {
                return -1;
            }
        }

        // Length of source to loop back to start of source using mod
        int m = source.Length;

        // Pointer for source
        int sourceIterator = 0;

        // Number of times source is traversed
        int count = 0;

        // Find all characters of target in source
        foreach (char c in target) {
            // If while finding, iterator reaches start of source again, increment count
            if (sourceIterator == 0) {
                count++;
            }

            // Find the first occurrence of c in source
            while (source[sourceIterator] != c) {
                sourceIterator = (sourceIterator + 1) % m;
                if (sourceIterator == 0) {
                    count++;
                }
            }

            sourceIterator = (sourceIterator + 1) % m;
        }

        return count;
    }
}

func shortestWay(source string, target string) int {
    // Boolean array to mark all characters of source
    sourceChars := make([]bool, 26)
    for _, c := range source {
        sourceChars[c-'a'] = true
    }

    // Check if all characters of target are present in source
    // If any character is not present, return -1
    for _, c := range target {
        if !sourceChars[c-'a'] {
            return -1
        }
    }

    // Length of source to loop back to start of source using mod
    m := len(source)

    // Pointer for source
    sourceIterator := 0

    // Number of times source is traversed
    count := 0

    // Find all characters of target in source
    for _, c := range target {
        // If while finding, iterator reaches start of source again, increment count
        if sourceIterator == 0 {
            count++
        }

        // Find the first occurrence of c in source
        for source[sourceIterator] != byte(c) {
            sourceIterator = (sourceIterator + 1) % m
            if sourceIterator == 0 {
                count++
            }
        }

        sourceIterator = (sourceIterator + 1) % m
    }

    return count
}

class Solution {
    fun shortestWay(source: String, target: String): Int {
        // Boolean array to mark all characters of source
        val sourceChars = BooleanArray(26)
        for (c in source) {
            sourceChars[c - 'a'] = true
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        for (c in target) {
            if (!sourceChars[c - 'a']) {
                return -1
            }
        }

        // Length of source to loop back to start of source using mod
        val m = source.length

        // Pointer for source
        var sourceIterator = 0

        // Number of times source is traversed
        var count = 0

        // Find all characters of target in source
        for (c in target) {
            if (sourceIterator == 0) {
                count++
            }

            while (source[sourceIterator] != c) {
                sourceIterator = (sourceIterator + 1) % m
                if (sourceIterator == 0) {
                    count++
                }
            }

            sourceIterator = (sourceIterator + 1) % m
        }

        return count
    }
}

class Solution {
    func shortestWay(_ source: String, _ target: String) -> Int {
        // Boolean array to mark all characters of source
        var sourceChars = [Bool](repeating: false, count: 26)
        let sourceArr = Array(source)
        let targetArr = Array(target)

        for c in sourceArr {
            sourceChars[Int(c.asciiValue! - Character("a").asciiValue!)] = true
        }

        // Check if all characters of target are present in source
        // If any character is not present, return -1
        for c in targetArr {
            if !sourceChars[Int(c.asciiValue! - Character("a").asciiValue!)] {
                return -1
            }
        }

        // Length of source to loop back to start of source using mod
        let m = sourceArr.count

        // Pointer for source
        var sourceIterator = 0

        // Number of times source is traversed
        var count = 0

        // Find all characters of target in source
        for c in targetArr {
            if sourceIterator == 0 {
                count += 1
            }

            while sourceArr[sourceIterator] != c {
                sourceIterator = (sourceIterator + 1) % m
                if sourceIterator == 0 {
                    count += 1
                }
            }

            sourceIterator = (sourceIterator + 1) % m
        }

        return count
    }
}

Time & Space Complexity

Time complexity: $O(S \cdot T)$
Space complexity: $O(1)$ constant space used

where $S$ is the length of source and $T$ is the length of target

3. Inverted Index and Binary Search

Intuition

The two-pointer approach scans through source linearly for each character in target, which can be slow. We can speed this up by precomputing the positions of each character in source. For any character we need to find, we use binary search to quickly locate the next occurrence at or after our current position. If no such occurrence exists, we wrap to the beginning of source and start a new subsequence.

Algorithm

Build an inverted index: for each character, store a sorted list of its positions in source.
Initialize sourceIterator = 0 and count = 1.
For each character in target:
- If the character does not exist in source, return -1.
- Binary search for the smallest index in the character's position list that is >= sourceIterator.
- If no such index exists (we have passed all occurrences), increment count and use the first occurrence.
- Update sourceIterator to be one past the found index.
Return count.

class Solution {
    public int shortestWay(String source, String target) {

        // List of indices for all characters in source
        ArrayList<Integer>[] charToIndices = new ArrayList[26];
        for (int i = 0; i < source.length(); i++) {
            char c = source.charAt(i);
            if (charToIndices[c - 'a'] == null) {
                charToIndices[c - 'a'] = new ArrayList<>();
            }
            charToIndices[c - 'a'].add(i);
        }

        // Pointer for source
        int sourceIterator = 0;

        // Number of times we need to iterate through source
        int count = 1;

        // Find all characters of target in source
        for (char c : target.toCharArray()) {

            // If the character is not in the source, return -1
            if (charToIndices[c - 'a'] == null) {
                return -1;
            }

            // Binary search to find the index of the character in source
            // next to the source iterator
            ArrayList<Integer> indices = charToIndices[c - 'a'];
            int index = Collections.binarySearch(indices, sourceIterator);

            // If the index is negative, we need to find the next index
            // that is greater than the source iterator
            if (index < 0) {
                index = -index - 1;
            }

            // If we have reached the end of the list, we need to iterate
            // through source again, hence first index of character in source.
            if (index == indices.size()) {
                count++;
                sourceIterator = indices.get(0) + 1;
            } else {
                sourceIterator = indices.get(index) + 1;
            }
        }

        // Return the number of times we need to iterate through source
        return count;
    }
}

class Solution {
public: 
    int shortestWay(string source, string target) {

        // Array to store the vector of charToIndices of each character in source
        vector < int > charToIndices[26];
        for (int i = 0; i < source.size(); i++) {
            charToIndices[source[i] - 'a'].push_back(i);
        }

        // The current index in source
        int sourceIterator = 0;

        // Number of times we have to iterate through source to get target
        int count = 1;

        // Find all characters of target in source
        for (int i = 0; i < target.size(); i++) {

            // If the character is not present in source, return -1
            if (charToIndices[target[i] - 'a'].size() == 0) {
                return -1;
            }

            // Binary search to find the index of the character in source next to the source iterator
            vector < int > indices = charToIndices[target[i] - 'a'];
            int index = lower_bound(indices.begin(), indices.end(), sourceIterator) - indices.begin();

            // If we have reached the end of the list, we need to iterate
            // through source again, hence first index of character in source.
            if (index == indices.size()) {
                count++;
                sourceIterator = indices[0] + 1;
            } else {
                sourceIterator = indices[index] + 1;
            }
        }

        return count;
    }
};

class Solution {
    /**
     * @param {string} source
     * @param {string} target
     * @return {number}
     */
    shortestWay(source, target) {
        // List of indices for all characters in source
        let charToIndices = new Array(26);
        for (let i = 0; i < source.length; i++) {
            let c = source[i];
            if (charToIndices[c.charCodeAt(0) - 'a'.charCodeAt(0)] == null) {
                charToIndices[c.charCodeAt(0) - 'a'.charCodeAt(0)] = [];
            }
            charToIndices[c.charCodeAt(0) - 'a'.charCodeAt(0)].push(i);
        }
        // Pointer for source
        let sourceIterator = 0;
        // Number of times we need to iterate through source
        let count = 1;
        // Find all characters of target in source
        for (let i = 0; i < target.length; i++) {
            let c = target[i];
            // If the character is not in the source, return -1
            if (charToIndices[c.charCodeAt(0) - 'a'.charCodeAt(0)] == null) {
                return -1;
            }
            // Binary search to find the index of the character in source
            // next to the source iterator
            let indices = charToIndices[c.charCodeAt(0) - 'a'.charCodeAt(0)];
            let index = this.binarySearch(indices, sourceIterator);
            // If we have reached the end of the list, we need to iterate
            // through source again, hence first index of character in source.
            if (index == indices.length) {
                count++;
                sourceIterator = indices[0] + 1;
            } else {
                sourceIterator = indices[index] + 1;
            }
        }
        // Return the number of times we need to iterate through source
        return count;
    }

    /**
     * @param {number[]} arr
     * @param {number} target
     * @return {number}
     */
    binarySearch(arr, target) {
        let left = 0;
        let right = arr.length - 1;
        while (left <= right) {
            let mid = Math.floor((left + right) / 2);
            if (arr[mid] == target) {
                return mid;
            } else if (arr[mid] < target) {
                left = mid + 1;
            } else {
                right = mid - 1;
            }
        }
        return left;
    }
}

public class Solution {
    public int ShortestWay(string source, string target) {
        // List of indices for all characters in source
        List<int>[] charToIndices = new List<int>[26];
        for (int i = 0; i < source.Length; i++) {
            char c = source[i];
            if (charToIndices[c - 'a'] == null) {
                charToIndices[c - 'a'] = new List<int>();
            }
            charToIndices[c - 'a'].Add(i);
        }

        // Pointer for source
        int sourceIterator = 0;

        // Number of times we need to iterate through source
        int count = 1;

        // Find all characters of target in source
        foreach (char c in target) {
            // If the character is not in the source, return -1
            if (charToIndices[c - 'a'] == null) {
                return -1;
            }

            // Binary search to find the index of the character in source
            List<int> indices = charToIndices[c - 'a'];
            int index = BinarySearch(indices, sourceIterator);

            // If we have reached the end of the list, iterate through source again
            if (index == indices.Count) {
                count++;
                sourceIterator = indices[0] + 1;
            } else {
                sourceIterator = indices[index] + 1;
            }
        }

        return count;
    }

    private int BinarySearch(List<int> arr, int target) {
        int left = 0, right = arr.Count - 1;
        while (left <= right) {
            int mid = (left + right) / 2;
            if (arr[mid] == target) {
                return mid;
            } else if (arr[mid] < target) {
                left = mid + 1;
            } else {
                right = mid - 1;
            }
        }
        return left;
    }
}

func shortestWay(source string, target string) int {
    // List of indices for all characters in source
    charToIndices := make([][]int, 26)
    for i := 0; i < len(source); i++ {
        c := source[i] - 'a'
        charToIndices[c] = append(charToIndices[c], i)
    }

    // Binary search helper
    binarySearch := func(arr []int, target int) int {
        left, right := 0, len(arr)-1
        for left <= right {
            mid := (left + right) / 2
            if arr[mid] == target {
                return mid
            } else if arr[mid] < target {
                left = mid + 1
            } else {
                right = mid - 1
            }
        }
        return left
    }

    // Pointer for source
    sourceIterator := 0

    // Number of times we need to iterate through source
    count := 1

    // Find all characters of target in source
    for i := 0; i < len(target); i++ {
        c := target[i] - 'a'
        // If the character is not in the source, return -1
        if len(charToIndices[c]) == 0 {
            return -1
        }

        // Binary search to find the index of the character in source
        indices := charToIndices[c]
        index := binarySearch(indices, sourceIterator)

        // If we have reached the end of the list, iterate through source again
        if index == len(indices) {
            count++
            sourceIterator = indices[0] + 1
        } else {
            sourceIterator = indices[index] + 1
        }
    }

    return count
}

class Solution {
    fun shortestWay(source: String, target: String): Int {
        // List of indices for all characters in source
        val charToIndices = Array<MutableList<Int>?>(26) { null }
        for (i in source.indices) {
            val c = source[i] - 'a'
            if (charToIndices[c] == null) {
                charToIndices[c] = mutableListOf()
            }
            charToIndices[c]!!.add(i)
        }

        // Pointer for source
        var sourceIterator = 0

        // Number of times we need to iterate through source
        var count = 1

        // Find all characters of target in source
        for (c in target) {
            // If the character is not in the source, return -1
            if (charToIndices[c - 'a'] == null) {
                return -1
            }

            // Binary search to find the index of the character in source
            val indices = charToIndices[c - 'a']!!
            val index = binarySearch(indices, sourceIterator)

            // If we have reached the end of the list, iterate through source again
            if (index == indices.size) {
                count++
                sourceIterator = indices[0] + 1
            } else {
                sourceIterator = indices[index] + 1
            }
        }

        return count
    }

    private fun binarySearch(arr: List<Int>, target: Int): Int {
        var left = 0
        var right = arr.size - 1
        while (left <= right) {
            val mid = (left + right) / 2
            if (arr[mid] == target) {
                return mid
            } else if (arr[mid] < target) {
                left = mid + 1
            } else {
                right = mid - 1
            }
        }
        return left
    }
}

class Solution {
    func shortestWay(_ source: String, _ target: String) -> Int {
        // List of indices for all characters in source
        var charToIndices = [[Int]?](repeating: nil, count: 26)
        let sourceArr = Array(source)
        let targetArr = Array(target)

        for i in 0..<sourceArr.count {
            let c = Int(sourceArr[i].asciiValue! - Character("a").asciiValue!)
            if charToIndices[c] == nil {
                charToIndices[c] = []
            }
            charToIndices[c]!.append(i)
        }

        // Pointer for source
        var sourceIterator = 0

        // Number of times we need to iterate through source
        var count = 1

        // Find all characters of target in source
        for c in targetArr {
            let idx = Int(c.asciiValue! - Character("a").asciiValue!)
            // If the character is not in the source, return -1
            guard let indices = charToIndices[idx] else {
                return -1
            }

            // Binary search to find the index of the character in source
            let index = binarySearch(indices, sourceIterator)

            // If we have reached the end of the list, iterate through source again
            if index == indices.count {
                count += 1
                sourceIterator = indices[0] + 1
            } else {
                sourceIterator = indices[index] + 1
            }
        }

        return count
    }

    private func binarySearch(_ arr: [Int], _ target: Int) -> Int {
        var left = 0, right = arr.count - 1
        while left <= right {
            let mid = (left + right) / 2
            if arr[mid] == target {
                return mid
            } else if arr[mid] < target {
                left = mid + 1
            } else {
                right = mid - 1
            }
        }
        return left
    }
}

Time & Space Complexity

Time complexity: $O(S + T \log(S))$
Space complexity: $O(S)$

where $S$ is the length of source and $T$ is the length of target

4. 2D Array

Intuition

We can achieve constant-time lookups by precomputing a 2D array where nextOccurrence[i][c] gives the index of the next occurrence of character c at or after position i in source. We build this array from right to left using dynamic programming: at each position, we copy the values from the next position and then update the current character's entry. This allows O(1) character lookups during the matching phase.

Algorithm

Create a 2D array nextOccurrence of size source.length x 26.
Initialize the last row: set all entries to -1, then set the entry for the last character of source to source.length - 1.
Fill the array from right to left:
- Copy values from nextOccurrence[i+1] to nextOccurrence[i].
- Update nextOccurrence[i][source[i]] to i.
Initialize sourceIterator = 0 and count = 1.
For each character in target:
- If nextOccurrence[0][c] == -1, the character does not exist in source; return -1.
- If sourceIterator == source.length or nextOccurrence[sourceIterator][c] == -1, increment count and reset sourceIterator = 0.
- Set sourceIterator = nextOccurrence[sourceIterator][c] + 1.
Return count.

class Solution:
    def shortestWay(self, source: str, target: str) -> int:

        # Length of source
        source_length = len(source)

        # Next Occurrence of Character after Index
        next_occurrence = [defaultdict(int) for idx in range(source_length)]

        # Base Case
        next_occurrence[source_length -
                        1][source[source_length - 1]] = source_length - 1

        # Using Recurrence Relation to fill next_occurrence
        for idx in range(source_length - 2, -1, -1):
            next_occurrence[idx] = next_occurrence[idx + 1].copy()
            next_occurrence[idx][source[idx]] = idx

        # Pointer for source
        source_iterator = 0

        # Number of times we need to iterate through source
        count = 1

        # Find all characters of target in source
        for char in target:

            # If character is not in source, return -1
            if char not in next_occurrence[0]:
                return -1

            # If we have reached the end of source, or the character is not in
            # source after source_iterator, loop back to beginning
            if (source_iterator == source_length or
                    char not in next_occurrence[source_iterator]):
                count += 1
                source_iterator = 0

            # Next occurrence of character in source after source_iterator
            source_iterator = next_occurrence[source_iterator][char] + 1

        # Return the number of times we need to iterate through source
        return count

class Solution {
    public int shortestWay(String source, String target) {

        // Next occurrence of a character after a given index
        int[][] nextOccurrence = new int[source.length()][26];

        // Base Case
        for (int c = 0; c < 26; c++) {
            nextOccurrence[source.length() - 1][c] = -1;
        }
        nextOccurrence[source.length() - 1][source.charAt(source.length() - 1) - 'a'] = source.length() - 1;

        // Fill using recurrence relation
        for (int idx = source.length() - 2; idx >= 0; idx--) {
            for (int c = 0; c < 26; c++) {
                nextOccurrence[idx][c] = nextOccurrence[idx + 1][c];
            }
            nextOccurrence[idx][source.charAt(idx) - 'a'] = idx;
        }

        // Pointer to the current index in source
        int sourceIterator = 0;

        // Number of times we need to iterate through source
        int count = 1;

        // Find all characters of target in source
        for (char c : target.toCharArray()) {

            // If the character is not present in source
            if (nextOccurrence[0][c - 'a'] == -1) {
                return -1;
            }

            // If we have reached the end of source, or the character is not in
            // source after source_iterator, loop back to beginning
            if (sourceIterator == source.length() || nextOccurrence[sourceIterator][c - 'a'] == -1) {
                count++;
                sourceIterator = 0;
            }

            // Next occurrence of character in source after source_iterator
            sourceIterator = nextOccurrence[sourceIterator][c - 'a'] + 1;
        }

        // Return the number of times we need to iterate through source
        return count;
    }
}

class Solution {
public:
    int shortestWay(string source, string target) {

        // Next Occurrence of Character after Index
        int nextOccurrence[source.length()][26];

        // Base Case
        for (int c = 0; c < 26; c++) {
            nextOccurrence[source.length() - 1][c] = -1;
        }
        nextOccurrence[source.length() - 1][source[source.length() - 1] - 'a'] = source.length() - 1;

        // Fill using recurrence relation
        for (int idx = source.length() - 2; idx >= 0; idx--) {
            for (int c = 0; c < 26; c++) {
                nextOccurrence[idx][c] = nextOccurrence[idx + 1][c];
            }
            nextOccurrence[idx][source[idx] - 'a'] = idx;
        }

        // Pointer to the current index in source
        int sourceIterator = 0;

        // Number of times we need to iterate through source
        int count = 1;

        // Find all characters of target in source
        for (char c : target) {

            // If the character is not present in source
            if (nextOccurrence[0][c - 'a'] == -1) {
                return -1;
            }

            // If we have reached the end of source, or the character is not in
            // source after source_iterator, loop back to beginning
            if (sourceIterator == source.length() || nextOccurrence[sourceIterator][c - 'a'] == -1) {
                count++;
                sourceIterator = 0;
            }

            // Next occurrence of character in source after source_iterator
            sourceIterator = nextOccurrence[sourceIterator][c - 'a'] + 1;
        }

        // Return the number of times we need to iterate through source
        return count;
    }
};

class Solution {
    /**
     * @param {string} source
     * @param {string} target
     * @return {number}
     */
    shortestWay(source, target) {
        // Length of source
        const sourceLength = source.length

        // Next Occurrence of Character after Index
        const nextOccurrence = Array.from({length: sourceLength}, () => Array(26).fill(-1))

        // Base Case
        for (let c = 0; c < 26; c++) {
            nextOccurrence[sourceLength - 1][c] = -1
        }
        nextOccurrence[sourceLength - 1][source[sourceLength - 1].charCodeAt(0) - 'a'.charCodeAt(0)] = sourceLength - 1

        // Fill using the recurrence relation
        for (let idx = sourceLength - 2; idx >= 0; idx--) {
            for (let c = 0; c < 26; c++) {
                nextOccurrence[idx][c] = nextOccurrence[idx + 1][c]
            }
            nextOccurrence[idx][source[idx].charCodeAt(0) - 'a'.charCodeAt(0)] = idx
        }

        // Pointer to the current index in source
        let sourceIterator = 0

        // Number of times we need to iterate through source
        let count = 1

        // Find all characters of target in source
        for (let idx = 0; idx < target.length; idx++) {

            // If the character is not present in source
            if (nextOccurrence[0][target[idx].charCodeAt(0) - 'a'.charCodeAt(0)] == -1) {
                return -1
            }

            // If we have reached the end of source, or the character is not in
            // source after source_iterator, loop back to beginning
            if (sourceIterator == sourceLength || nextOccurrence[sourceIterator][target[idx].charCodeAt(0) - 'a'.charCodeAt(0)] == -1) {
                count++
                sourceIterator = 0
            }

            // Next occurrence of the character in source after source_iterator
            sourceIterator = nextOccurrence[sourceIterator][target[idx].charCodeAt(0) - 'a'.charCodeAt(0)] + 1
        }

        // Return the number of times we need to iterate through source
        return count
    }
}

public class Solution {
    public int ShortestWay(string source, string target) {
        // Next occurrence of a character after a given index
        int[][] nextOccurrence = new int[source.Length][];
        for (int i = 0; i < source.Length; i++) {
            nextOccurrence[i] = new int[26];
        }

        // Base Case
        for (int c = 0; c < 26; c++) {
            nextOccurrence[source.Length - 1][c] = -1;
        }
        nextOccurrence[source.Length - 1][source[source.Length - 1] - 'a'] = source.Length - 1;

        // Fill using recurrence relation
        for (int idx = source.Length - 2; idx >= 0; idx--) {
            for (int c = 0; c < 26; c++) {
                nextOccurrence[idx][c] = nextOccurrence[idx + 1][c];
            }
            nextOccurrence[idx][source[idx] - 'a'] = idx;
        }

        // Pointer to the current index in source
        int sourceIterator = 0;

        // Number of times we need to iterate through source
        int count = 1;

        // Find all characters of target in source
        foreach (char c in target) {
            // If the character is not present in source
            if (nextOccurrence[0][c - 'a'] == -1) {
                return -1;
            }

            // If we have reached the end of source, or the character is not in
            // source after source_iterator, loop back to beginning
            if (sourceIterator == source.Length || nextOccurrence[sourceIterator][c - 'a'] == -1) {
                count++;
                sourceIterator = 0;
            }

            // Next occurrence of character in source after source_iterator
            sourceIterator = nextOccurrence[sourceIterator][c - 'a'] + 1;
        }

        return count;
    }
}

func shortestWay(source string, target string) int {
    sourceLength := len(source)

    // Next Occurrence of Character after Index
    nextOccurrence := make([][]int, sourceLength)
    for i := range nextOccurrence {
        nextOccurrence[i] = make([]int, 26)
        for j := range nextOccurrence[i] {
            nextOccurrence[i][j] = -1
        }
    }

    // Base Case
    nextOccurrence[sourceLength-1][source[sourceLength-1]-'a'] = sourceLength - 1

    // Fill using recurrence relation
    for idx := sourceLength - 2; idx >= 0; idx-- {
        for c := 0; c < 26; c++ {
            nextOccurrence[idx][c] = nextOccurrence[idx+1][c]
        }
        nextOccurrence[idx][source[idx]-'a'] = idx
    }

    // Pointer to the current index in source
    sourceIterator := 0

    // Number of times we need to iterate through source
    count := 1

    // Find all characters of target in source
    for i := 0; i < len(target); i++ {
        c := target[i] - 'a'

        // If the character is not present in source
        if nextOccurrence[0][c] == -1 {
            return -1
        }

        // If we have reached the end of source, or the character is not in
        // source after source_iterator, loop back to beginning
        if sourceIterator == sourceLength || nextOccurrence[sourceIterator][c] == -1 {
            count++
            sourceIterator = 0
        }

        // Next occurrence of character in source after source_iterator
        sourceIterator = nextOccurrence[sourceIterator][c] + 1
    }

    return count
}

class Solution {
    fun shortestWay(source: String, target: String): Int {
        val sourceLength = source.length

        // Next occurrence of a character after a given index
        val nextOccurrence = Array(sourceLength) { IntArray(26) { -1 } }

        // Base Case
        nextOccurrence[sourceLength - 1][source[sourceLength - 1] - 'a'] = sourceLength - 1

        // Fill using recurrence relation
        for (idx in sourceLength - 2 downTo 0) {
            for (c in 0 until 26) {
                nextOccurrence[idx][c] = nextOccurrence[idx + 1][c]
            }
            nextOccurrence[idx][source[idx] - 'a'] = idx
        }

        // Pointer to the current index in source
        var sourceIterator = 0

        // Number of times we need to iterate through source
        var count = 1

        // Find all characters of target in source
        for (c in target) {
            // If the character is not present in source
            if (nextOccurrence[0][c - 'a'] == -1) {
                return -1
            }

            // If we have reached the end of source, or the character is not in
            // source after source_iterator, loop back to beginning
            if (sourceIterator == sourceLength || nextOccurrence[sourceIterator][c - 'a'] == -1) {
                count++
                sourceIterator = 0
            }

            // Next occurrence of character in source after source_iterator
            sourceIterator = nextOccurrence[sourceIterator][c - 'a'] + 1
        }

        return count
    }
}

class Solution {
    func shortestWay(_ source: String, _ target: String) -> Int {
        let sourceArr = Array(source)
        let targetArr = Array(target)
        let sourceLength = sourceArr.count

        // Next occurrence of a character after a given index
        var nextOccurrence = [[Int]](repeating: [Int](repeating: -1, count: 26), count: sourceLength)

        // Base Case
        nextOccurrence[sourceLength - 1][Int(sourceArr[sourceLength - 1].asciiValue! - Character("a").asciiValue!)] = sourceLength - 1

        // Fill using recurrence relation
        for idx in stride(from: sourceLength - 2, through: 0, by: -1) {
            for c in 0..<26 {
                nextOccurrence[idx][c] = nextOccurrence[idx + 1][c]
            }
            nextOccurrence[idx][Int(sourceArr[idx].asciiValue! - Character("a").asciiValue!)] = idx
        }

        // Pointer to the current index in source
        var sourceIterator = 0

        // Number of times we need to iterate through source
        var count = 1

        // Find all characters of target in source
        for c in targetArr {
            let cIdx = Int(c.asciiValue! - Character("a").asciiValue!)

            // If the character is not present in source
            if nextOccurrence[0][cIdx] == -1 {
                return -1
            }

            // If we have reached the end of source, or the character is not in
            // source after source_iterator, loop back to beginning
            if sourceIterator == sourceLength || nextOccurrence[sourceIterator][cIdx] == -1 {
                count += 1
                sourceIterator = 0
            }

            // Next occurrence of character in source after source_iterator
            sourceIterator = nextOccurrence[sourceIterator][cIdx] + 1
        }

        return count
    }
}

Time & Space Complexity

Time complexity: $O(S + T)$
Space complexity: $O(S)$

where $S$ is the length of source and $T$ is the length of target

Common Pitfalls

Forgetting to Check for Impossible Characters

Before attempting to form the target, you must verify that every character in target exists in source. If any character is missing, forming the target is impossible regardless of how many times you concatenate source. Skipping this check leads to infinite loops or incorrect results.

Off-by-One Errors When Wrapping Around Source

When using a pointer to track your position in source, a common mistake is mishandling the wrap-around logic. If you reach the end of source without finding the needed character, you must reset to the beginning and increment the count. Errors often occur when forgetting to increment the count upon wrap-around or when incorrectly resetting the pointer position.

Counting Subsequences Incorrectly

Another pitfall is miscounting the number of source copies needed. The count should increment each time you start a new pass through source, not each time you find a character. Starting with count = 0 instead of count = 1 or incrementing at the wrong point in the loop results in an off-by-one error in the final answer.