Detect Squares
Problem Description​
You are given a stream of points on the X-Y plane. Design an algorithm that:
- Adds new points from the stream into a data structure. Duplicate points are allowed and should be treated as different points.
- Given a query point, counts the number of ways to choose three points from the data structure such that the three points and the query point form an axis-aligned square with positive area.
An axis-aligned square is a square whose edges are all the same length and are either parallel or perpendicular to the x-axis and y-axis.
Implement the DetectSquares
class:
DetectSquares()
Initializes the object with an empty data structure.void add(int[] point)
Adds a new pointpoint = [x, y]
to the data structure.int count(int[] point)
Counts the number of ways to form axis-aligned squares withpoint = [x, y]
as described above.
Examples​
Example 1:
Input
["DetectSquares", "add", "add", "add", "count", "count", "add", "count"]
[[], [[3, 10]], [[11, 2]], [[3, 2]], [[11, 10]], [[14, 8]], [[11, 2]], [[11, 10]]]
Output
[null, null, null, null, 1, 0, null, 2]
Constraints​
point.length == 2
0 <= x, y <= 1000
- At most
3000
calls in total will be made toadd
andcount
.
Approach​
To solve this problem, we use a hash map to store the count of points at each coordinate. This allows us to efficiently add points and count the number of squares.
-
Initialize Data Structures:
- Use a hash map to count occurrences of points.
-
Add Points:
- For each point, increment its count in the hash map.
-
Count Squares:
- For a given query point, iterate over all points that have the same x or y coordinate.
- Check if these points can form a square with the query point.
- Count the number of valid squares and return the result.
C++ Solution​
class DetectSquares {
public:
DetectSquares() {
}
void add(vector<int> point) {
countMap[{point[0], point[1]}]++;
}
int count(vector<int> point) {
int x = point[0];
int y = point[1];
int result = 0;
for (auto& p : countMap) {
int px = p.first.first;
int py = p.first.second;
// Only consider points that form a square with (x, y)
if (abs(px - x) != abs(py - y) || px == x || py == y) continue;
// Calculate the number of ways to form squares
result += countMap[{x, py}] * countMap[{px, y}] * countMap[{px, py}];
}
return result;
}
private:
map<pair<int, int>, int> countMap;
};