Regions Cut By Slashes
Disjoint Set Union (Graph)
Intuition
Let's shift our perspective and consider slashes as connectors rather than dividers. Imagine each cell as a graph with four vertices at its corners, with slashes acting as edges between these vertices. The following diagram illustrates this concept:
In this paradigm, a slash can be represented as follows:
- A
/
slash connects the top-right point of a cell to the bottom-left point. - A
\
slash connects the top-left point to the bottom-right point. - An empty space doesn't add any new connections.
The edges of the grid form the boundaries of the graph, creating an initial region. As we connect vertices (slashes), cycles may form, indicating the creation of new regions within the graph. By tracking the total number of cycles formed while iterating over all slashes, we determine the final count of regions.
To manage connected components, we use a DSU (Disjoint Set Union) data structure. We start by connecting the boundary points as the first region. As we process each cell, we treat each slash as an edge and union the corresponding vertices. If a union operation reveals that the vertices already share the same parent, it indicates a cycle, prompting us to increment our counter.
Algorithm
Main method regionsBySlashes
:
- Initialize variables:
gridSize
to the length ofgrid
.pointsPerSide
togridSize + 1
.totalPoints
topointsPerSide * pointsPerSide
.
- Create an array
parentArray
to represent the disjoint set, initialized with-1
. - Loop over the each point:
- If the point lies on the border, set its
parent
to0
.
- If the point lies on the border, set its
- Set
parent[0]
(top-left corner) to-1
to make it the root. - Initialize
regionCount
to1
, accounting for the border region. - Iterate through each cell
(i, j)
in thegrid
:- If it's a forward slash (
/
):- Calculate the
topRight
andbottomLeft
indices. - Call
union
on these points and add the result toregionCount
.
- Calculate the
- If it's a backslash (
\\
):- Calculate the
topLeft
andbottomRight
indices. - Call
union
on these points and add the result toregionCount
.
- Calculate the
- If it's a forward slash (
- Return the final
regionCount
.
Helper method find
:
- Define a method
find
with parameters:parentArray
and thenode
. - If
parentArray[node]
is equal to-1
:node
does not have any parent. Returnnode
.
- Set
parentArray[node]
to the parent ofparentArray[node]
using thefind
method. ReturnparentArray[node]
.
Helper method union
:
- Define a method union with parameters:
parentArray
and nodesnode1
andnode2
. - Set
parent1
toparent2
to the parents ofnode1
andnode2
respectively. - If
parent1
is equal toparent2
, return1
. - Set
parentArray[parent2]
toparent1
. - Return
0
.
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