Jump Game Problem in DSA Rust - Time & Space Complexity

Time Complexity: Jump Game Problem

O(n)

Understanding Time Complexity

We want to understand how the time needed to solve the Jump Game problem changes as the input size grows.

Specifically, how many steps does the algorithm take to decide if we can reach the end?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

fn can_jump(nums: Vec<i32>) -> bool {
    let mut max_reach = 0;
    for i in 0..nums.len() {
        if i > max_reach {
            return false;
        }
        max_reach = max_reach.max(i + nums[i] as usize);
    }
    true
}
    

This code checks if you can jump from the start to the end of the array, where each number tells the max jump length from that position.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

• Primary operation: A single loop that goes through each position in the array once.
• How many times: The loop runs once for each element, so exactly n times where n is the array length.

How Execution Grows With Input

As the input size grows, the number of steps grows directly with it.

Input Size (n)	Approx. Operations
10	About 10 steps
100	About 100 steps
1000	About 1000 steps

Pattern observation: The steps increase in a straight line as input size increases.

Final Time Complexity

Time Complexity: O(n)

This means the time to decide if you can reach the end grows directly with the number of positions.

Common Mistake

[X] Wrong: "Because we check jumps from each position, the time must be much bigger than n, maybe n squared."

[OK] Correct: The loop only goes through the array once, and we keep track of the farthest reachable position without extra nested loops.

Interview Connect

Understanding this linear time solution shows you can find efficient ways to solve problems by tracking progress smartly, a key skill in interviews.

Self-Check

"What if we changed the problem to find the minimum number of jumps needed? How would the time complexity change?"

Practice

1. What does the Jump Game problem ask you to determine given an array of non-negative integers?

easy

A. The minimum number of jumps to reach the last index

B. The maximum jump length from the first index

C. If you can reach the last index starting from the first index

D. The sum of all jump lengths in the array

Solution

1. Step 1: Understand the problem statement

   The Jump Game problem asks if it is possible to move from the first index to the last index by jumping according to the values in the array.

2. Step 2: Identify the goal

   The goal is to check if the last index is reachable, not the number of jumps or sums.

3. Final Answer:

   If you can reach the last index starting from the first index -> Option C

4. Quick Check:

   Jump Game = Reach last index [OK]

Hint: Focus on reachability, not jump counts or sums [OK]

Common Mistakes:

• Confusing reachability with minimum jumps
• Thinking about total jump sums
• Assuming jumps can be backward

2. Which of the following Rust code snippets correctly declares a vector representing jump lengths for the Jump Game problem?

easy

A. let jumps = vec![2, 3, 1, 1, 4];

B. let jumps = [2, 3, 1, 1, 4];

C. let jumps = (2, 3, 1, 1, 4);

D. let jumps = {2, 3, 1, 1, 4};

Solution

1. Step 1: Identify Rust vector syntax

   In Rust, vectors are declared using vec![elements], which creates a growable array.

2. Step 2: Check each option

   let jumps = vec![2, 3, 1, 1, 4]; uses vec![], which is correct. let jumps = [2, 3, 1, 1, 4]; is an array, not a vector. let jumps = (2, 3, 1, 1, 4); is a tuple. let jumps = {2, 3, 1, 1, 4}; uses braces which is invalid syntax.

3. Final Answer:

   let jumps = vec![2, 3, 1, 1, 4]; -> Option A

4. Quick Check:

   vec! macro creates vectors [OK]

Hint: Use vec![] for vectors, not [] or () [OK]

Common Mistakes:

• Using array syntax instead of vec! macro
• Confusing tuples with vectors
• Using braces {} which is invalid

3. What is the output of the following Rust code snippet for the Jump Game problem?

fn can_jump(nums: Vec<usize>) -> bool {
    let mut max_reach = 0;
    for i in 0..nums.len() {
        if i > max_reach {
            return false;
        }
        max_reach = max_reach.max(i + nums[i]);
    }
    true
}

fn main() {
    let jumps = vec![2, 3, 1, 1, 4];
    println!("{}", can_jump(jumps));
}

medium

A. Runtime panic

B. false

C. Compilation error

D. true

Solution

1. Step 1: Trace the loop and max_reach updates

   Start with max_reach = 0. For i=0, max_reach = max(0, 0+2) = 2. For i=1, max_reach = max(2, 1+3) = 4. For i=2, max_reach = max(4, 2+1) = 4. For i=3, max_reach = max(4, 3+1) = 4. For i=4, max_reach = max(4, 4+4) = 8.

2. Step 2: Check if any index is unreachable

   At each i, i <= max_reach, so no false return. Loop completes and returns true.

3. Final Answer:

   true -> Option D

4. Quick Check:

   Max reach covers all indices [OK]

Hint: Check if current index exceeds max reachable index [OK]

Common Mistakes:

• Not updating max_reach correctly
• Returning false too early
• Confusing max_reach with jump count

4. Identify the bug in the following Rust function for the Jump Game problem and select the fix.

fn can_jump(nums: Vec<usize>) -> bool {
    let mut max_reach = 0;
    for i in 0..nums.len() {
        if i >= max_reach {
            return false;
        }
        max_reach = max_reach.max(i + nums[i]);
    }
    true
}

medium

A. Change 'max_reach.max(i + nums[i])' to 'max_reach.min(i + nums[i])'

B. Change 'if i >= max_reach' to 'if i > max_reach'

C. Change 'for i in 0..nums.len()' to 'for i in 1..nums.len()'

D. Add 'max_reach += nums[i]' inside the loop

Solution

1. Step 1: Analyze the condition for unreachable index

   The condition 'if i >= max_reach' returns false even when i equals max_reach, which is incorrect because reaching exactly max_reach is allowed.

2. Step 2: Correct the condition

   Changing it to 'if i > max_reach' allows reaching max_reach index and only returns false if i is beyond max_reach.

3. Final Answer:

   Change 'if i >= max_reach' to 'if i > max_reach' -> Option B

4. Quick Check:

   Allow index equal to max_reach [OK]

Hint: Use strict greater than to check unreachable index [OK]

Common Mistakes:

• Using >= instead of > causes early false
• Using min instead of max for max_reach
• Skipping index 0 in loop

5. Given the array vec![3, 2, 1, 0, 4], what is the correct output of the Jump Game problem using the standard greedy approach in Rust?

hard

A. false

B. true

C. Compilation error

D. Runtime panic

Solution

1. Step 1: Trace max_reach for each index

   Start max_reach=0. i=0: max_reach=max(0,0+3)=3. i=1: max_reach=max(3,1+2)=3. i=2: max_reach=max(3,2+1)=3. i=3: max_reach=max(3,3+0)=3. i=4: i=4 > max_reach=3, so return false.

2. Step 2: Understand why last index is unreachable

   Index 4 cannot be reached because max_reach never extends beyond 3 due to zero jump at index 3.

3. Final Answer:

   false -> Option A

4. Quick Check:

   Zero jump blocks progress [OK]

Hint: Zero jump can block reaching the end [OK]

Common Mistakes:

• Assuming always true if first jump > 0
• Ignoring zero jump blocking path
• Confusing max_reach with jump count