Alice and Bob Playing Flower Game
MedPrompt
Alice and Bob are playing a turn-based game on a circular field surrounded by flowers. The circle represents the field, and there are x flowers in the clockwise direction between Alice and Bob, and y flowers in the anti-clockwise direction between them.
The game proceeds as follows:
- Alice takes the first turn.
- In each turn, a player must choose either the clockwise or anti-clockwise direction and pick one flower from that side.
- At the end of the turn, if there are no flowers left at all, the current player captures their opponent and wins the game.
Given two integers, n and m, the task is to compute the number of possible pairs (x, y) that satisfy the conditions:
- Alice must win the game according to the described rules.
- The number of flowers
xin the clockwise direction must be in the range[1,n]. - The number of flowers
yin the anti-clockwise direction must be in the range[1,m].
Return the number of possible pairs (x, y) that satisfy the conditions mentioned in the statement.
Example 1:
Input: n = 3, m = 2
Output: 3
Explanation: The following pairs satisfy conditions described in the statement: (1,2), (3,2), (2,1).Example 2:
Input: n = 1, m = 1
Output: 0
Explanation: No pairs satisfy the conditions described in the statement.
Constraints:
1 <= n, m <= 105
Approaches
3 approaches with complexity analysis and trade-offs.
This approach directly translates the problem statement into code. We check every possible pair (x, y) within the given ranges [1, n] and [1, m]. For each pair, we determine the winner of the game and count the pairs where Alice wins.
Algorithm
- Initialize a counter
countto 0. - Create a loop for
xfrom 1 ton. - Inside this loop, create another loop for
yfrom 1 tom. - In the inner loop, check if the sum
x + yis odd. The condition(x + y) % 2 != 0can be used for this. - If the condition is true, it means Alice wins for the pair
(x, y), so increment thecount. - After both loops complete, the
countwill hold the total number of pairs for which Alice wins. Returncount.
Walkthrough
The core of the game is that it lasts for x + y turns. Alice takes the 1st, 3rd, 5th, ... turns, while Bob takes the 2nd, 4th, 6th, ... turns. The player who takes the last flower wins. This means if the total number of turns, x + y, is odd, Alice will take the last turn and win. If x + y is even, Bob will take the last turn and win.
The algorithm iterates through all possible values of x from 1 to n and for each x, it iterates through all possible values of y from 1 to m. Inside the inner loop, it calculates the sum x + y and checks if it's odd. If x + y is odd, it means Alice wins for this pair (x, y), so we increment a counter. After checking all n * m pairs, the counter will hold the total number of pairs where Alice wins.
class Solution { public long flowerGame(int n, int m) { long count = 0; for (int x = 1; x <= n; x++) { for (int y = 1; y <= m; y++) { // Alice wins if the total number of flowers (turns) is odd. if ((x + y) % 2 != 0) { count++; } } } return count; }}Complexity
Time
O(n * m). The nested loops run `n` and `m` times, respectively, leading to `n * m` checks. For constraints like `n, m <= 10^5`, this is too slow.
Space
O(1). We only use a constant amount of extra space for the counter and loop variables.
Trade-offs
Pros
Simple to understand and implement.
Directly follows the problem's logic without requiring complex insights.
Cons
Highly inefficient due to its quadratic time complexity.
Will result in a 'Time Limit Exceeded' error for the given constraints (
n, m <= 10^5).
This approach improves upon the brute-force method by avoiding the inner loop. Instead of checking each y for a given x, we can directly calculate how many valid y values exist based on parity.
Algorithm
- Pre-calculate the number of even
y's (evenY = m / 2) and oddy's (oddY = (m + 1) / 2) in the range[1, m]. - Initialize a total count
countto 0. - Loop
xfrom 1 ton. - If
xis odd (x % 2 != 0), it meansymust be even for the sum to be odd. Add the pre-calculatedevenYtocount. - If
xis even (x % 2 == 0), it meansymust be odd. Add the pre-calculatedoddYtocount. - After the loop finishes, return
count.
Walkthrough
We still iterate through each possible value of x from 1 to n. For each x, we analyze its parity (whether it's odd or even). Based on the game's winning condition (x + y must be odd), if x is odd, y must be even. If x is even, y must be odd. So, for each x, we count the number of y values in the range [1, m] that have the required opposite parity and add this to our total. The number of even integers in [1, m] is m / 2, and the number of odd integers is (m + 1) / 2.
class Solution { public long flowerGame(int n, int m) { long count = 0; long evenYCount = (long)m / 2; long oddYCount = (long)(m + 1) / 2; for (int x = 1; x <= n; x++) { if (x % 2 != 0) { // x is odd, y must be even count += evenYCount; } else { // x is even, y must be odd count += oddYCount; } } return count; }}Complexity
Time
O(n) or O(m). The complexity is linear with respect to the dimension we choose to iterate over. This is a significant improvement and is efficient enough.
Space
O(1). We use a constant amount of extra space for counters and variables.
Trade-offs
Pros
Much more efficient than the brute-force approach.
Passes the time limits for the given constraints.
Still relatively easy to understand.
Cons
While efficient enough for the given constraints, it is not the most optimal solution as a constant time approach exists.
This is the most efficient approach. It solves the problem by deriving a direct mathematical formula based on the parity of x and y, eliminating the need for any loops.
Algorithm
- Identify that Alice wins if and only if
x + yis odd. - This occurs in two mutually exclusive cases: (1)
xis odd andyis even, or (2)xis even andyis odd. - Calculate the number of odd and even integers in the range
[1, n]:oddX = (n + 1) / 2evenX = n / 2
- Calculate the number of odd and even integers in the range
[1, m]:oddY = (m + 1) / 2evenY = m / 2
- The total number of winning pairs is the sum of pairs from the two cases:
(oddX * evenY) + (evenX * oddY). - Return this result. Use
longfor calculations to prevent potential integer overflow.
Walkthrough
The problem boils down to a combinatorial task: counting pairs (x, y) where 1 <= x <= n, 1 <= y <= m, and x + y is odd. The sum x + y is odd if and only if x and y have different parities. This gives us two disjoint cases to count:
xis odd andyis even: The number of ways to choose an oddxfrom[1, n]is(n + 1) / 2. The number of ways to choose an evenyfrom[1, m]ism / 2. The total pairs for this case is((n + 1) / 2) * (m / 2).xis even andyis odd: The number of ways to choose an evenxfrom[1, n]isn / 2. The number of ways to choose an oddyfrom[1, m]is(m + 1) / 2. The total pairs for this case is(n / 2) * ((m + 1) / 2).
The final answer is the sum of the counts from both cases. Since the result can be large, we should use long for calculations to prevent integer overflow.
class Solution { public long flowerGame(int n, int m) { // Alice wins if x + y is odd. // This happens if (x is odd and y is even) OR (x is even and y is odd). // Count odd and even numbers in the range [1, n] long oddX = (long)(n + 1) / 2; long evenX = (long)n / 2; // Count odd and even numbers in the range [1, m] long oddY = (long)(m + 1) / 2; long evenY = (long)m / 2; // Total pairs = (number of odd x * number of even y) + (number of even x * number of odd y) return oddX * evenY + evenX * oddY; }}Complexity
Time
O(1). The solution involves a fixed number of arithmetic operations, making it independent of the input size.
Space
O(1). Only a few variables are used for the calculation, requiring constant extra space.
Trade-offs
Pros
Optimal solution with constant time complexity.
Extremely efficient and scalable, regardless of the size of
nandm.
Cons
Requires a mathematical insight into the problem structure, which might be less intuitive than iterative solutions.
Solutions
Solution
class Solution {public long flowerGame(int n, int m) { long a1 = (n + 1) / 2; long b1 = (m + 1) / 2; long a2 = n / 2; long b2 = m / 2; return a1 * b2 + a2 * b1; }}class Solution {public: long long flowerGame(int n, int m) { long long a1 = (n + 1) / 2; long long b1 = (m + 1) / 2; long long a2 = n / 2; long long b2 = m / 2; return a1 * b2 + a2 * b1; }};class Solution: def flowerGame(self, n: int, m: int) -> int: a1 = (n + 1) // 2 b1 = (m + 1) // 2 a2 = n // 2 b2 = m // 2 return a1 * b2 + a2 * b1Video walkthrough
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