Posts tagged as “graph”

花花酱 LeetCode 851. Loud and Rich

By zxi on May 4, 2019

In a group of N people (labelled 0, 1, 2, ..., N-1), each person has different amounts of money, and different levels of quietness.

For convenience, we’ll call the person with label x, simply “person x“.

We’ll say that richer[i] = [x, y] if person x definitely has more money than person y. Note that richer may only be a subset of valid observations.

Also, we’ll say quiet[x] = q if person x has quietness q.

Now, return answer, where answer[x] = y if y is the least quiet person (that is, the person y with the smallest value of quiet[y]), among all people who definitely have equal to or more money than person x.

Example 1:

Input: richer = [[1,0],[2,1],[3,1],[3,7],[4,3],[5,3],[6,3]], quiet = [3,2,5,4,6,1,7,0]
Output: [5,5,2,5,4,5,6,7]
Explanation: 
answer[0] = 5.
Person 5 has more money than 3, which has more money than 1, which has more money than 0.
The only person who is quieter (has lower quiet[x]) is person 7, but
it isn't clear if they have more money than person 0.

answer[7] = 7.
Among all people that definitely have equal to or more money than person 7
(which could be persons 3, 4, 5, 6, or 7), the person who is the quietest (has lower quiet[x])
is person 7.

The other answers can be filled out with similar reasoning.

Note:

1 <= quiet.length = N <= 500
0 <= quiet[i] < N, all quiet[i] are different.
0 <= richer.length <= N * (N-1) / 2
0 <= richer[i][j] < N
richer[i][0] != richer[i][1]
richer[i]‘s are all different.
The observations in richer are all logically consistent.

Solution: DFS + Memoization

For person i , remember the quietest person who is richer than person i.

Time complexity: O(n^2)
Space complexity: O(n)

C++

// Author: Huahua, running time: 108 ms, 31.6 MB

class Solution {

public:

vector<int> loudAndRich(vector<vector<int>>& richer, vector<int>& quiet) {

const int n = quiet.size();

vector<vector<int>> g(n);

for (const auto& r : richer)

g[r[1]].push_back(r[0]);

vector<int> ans(n, -1);

function<void(int)> dfs = [&](int i) {

if (ans[i] != -1) return;

ans[i] = i;

for (int j : g[i]) {

dfs(j);

if (quiet[ans[j]] < quiet[ans[i]])

ans[i] = ans[j];

}

};

for (int i = 0; i < n; ++i) dfs(i);

return ans;

}

};

花花酱 LeetCode 997. Find the Town Judge

By zxi on February 23, 2019

In a town, there are N people labelled from 1 to N. There is a rumor that one of these people is secretly the town judge.

If the town judge exists, then:

The town judge trusts nobody.
Everybody (except for the town judge) trusts the town judge.
There is exactly one person that satisfies properties 1 and 2.

You are given trust, an array of pairs trust[i] = [a, b] representing that the person labelled a trusts the person labelled b.

If the town judge exists and can be identified, return the label of the town judge. Otherwise, return -1.

Example 1:

Input: N = 2, trust = [[1,2]]
Output: 2

Example 2:

Input: N = 3, trust = [[1,3],[2,3]]
Output: 3

Example 3:

Input: N = 3, trust = [[1,3],[2,3],[3,1]]
Output: -1

Example 4:

Input: N = 3, trust = [[1,2],[2,3]]
Output: -1

Example 5:

Input: N = 4, trust = [[1,3],[1,4],[2,3],[2,4],[4,3]]
Output: 3

Note:

1 <= N <= 1000
trust.length <= 10000
trust[i] are all different
trust[i][0] != trust[i][1]
1 <= trust[i][0], trust[i][1] <= N

Solution: Degree

node with degree (in_degree – out_degree) N – 1 is the judge.

Time complexity: O(N+T)
Space complexity: O(N)

C++

class Solution {

public:

int findJudge(int N, vector<vector<int>>& trusts) {

vector<int> degrees(N + 1);

for (const auto& trust : trusts) {

--degrees[trust[0]];

++degrees[trust[1]];

}

for (int i = 1; i <= N; ++i)

if (degrees[i] == N - 1) return i;

return -1;

}

};

花花酱 LeetCode 133. Clone Graph

By zxi on February 13, 2019

Given the head of a graph, return a deep copy (clone) of the graph. Each node in the graph contains a label (int) and a list (List[UndirectedGraphNode]) of its neighbors. There is an edge between the given node and each of the nodes in its neighbors.
OJ’s undirected graph serialization (so you can understand error output):

Nodes are labeled uniquely.We use # as a separator for each node, and , as a separator for node label and each neighbor of the node.

As an example, consider the serialized graph {0,1,2#1,2#2,2}.

The graph has a total of three nodes, and therefore contains three parts as separated by #.

First node is labeled as 0. Connect node 0 to both nodes 1 and 2.
Second node is labeled as 1. Connect node 1 to node 2.
Third node is labeled as 2. Connect node 2 to node 2 (itself), thus forming a self-cycle.

Visually, the graph looks like the following:

Note: The information about the tree serialization is only meant so that you can understand error output if you get a wrong answer. You don’t need to understand the serialization to solve the problem.

Solution: Queue + Hashtable

Time complexity: O(V+E)
Space complexity: O(V+E)

C++

// Author: Huahua, 44ms, 16.8MB

class Solution {

public:

UndirectedGraphNode *cloneGraph(UndirectedGraphNode *node) {

if (!node) return nullptr;

typedef UndirectedGraphNode Node;

unordered_set<Node*> done;

unordered_map<Node*, Node*> m;

queue<Node*> q;

q.push(node);

while (!q.empty()) {

Node* s = q.front(); q.pop();

if (done.count(s)) continue;

done.insert(s);

if (!m.count(s))

m[s] = new Node(s->label);

Node* t = m[s];

for (Node* ss : s->neighbors) {

if (!m.count(ss))

m[ss] = new Node(ss->label);

q.push(ss);

t->neighbors.push_back(m[ss]);

}

return m[node];

}

};

花花酱 LeetCode 990. Satisfiability of Equality Equations

By zxi on February 10, 2019

Given an array equations of strings that represent relationships between variables, each string equations[i] has length 4 and takes one of two different forms: "a==b" or "a!=b". Here, a and b are lowercase letters (not necessarily different) that represent one-letter variable names.

Return true if and only if it is possible to assign integers to variable names so as to satisfy all the given equations.

Example 1:

Input: ["a==b","b!=a"]
Output: false
Explanation: If we assign say, a = 1 and b = 1, then the first equation is satisfied, but not the second.  There is no way to assign the variables to satisfy both equations.

Example 2:

Input: ["b==a","a==b"]
Output: true
Explanation: We could assign a = 1 and b = 1 to satisfy both equations.

Example 3:

Input: ["a==b","b==c","a==c"]
Output: true

Example 4:

Input: ["a==b","b!=c","c==a"]
Output: false

Example 5:

Input: ["c==c","b==d","x!=z"]
Output: true

Note:

1 <= equations.length <= 500
equations[i].length == 4
equations[i][0] and equations[i][3] are lowercase letters
equations[i][1] is either '=' or '!'
equations[i][2] is '='

Solution: Union Find

Time complexity: O(n)
Space complexity: O(1)

C++

// Author: Huahua, running time: 12 ms, 7.1 MB

class Solution {

public:

bool equationsPossible(vector<string>& equations) {

iota(begin(parents_), end(parents_), 0);

for (const auto& eq : equations)

if (eq[1] == '=')

parents_[find(eq[0])] = find(eq[3]);

for (const auto& eq : equations)

if (eq[1] == '!' && find(eq[0]) == find(eq[3]))

return false;

return true;

}

private:

array<int, 128> parents_;

int find(int x) {

if (x != parents_[x])

parents_[x] = find(parents_[x]);

return parents_[x];

}

};

花花酱 LeetCode 959. Regions Cut By Slashes

By zxi on December 18, 2018

In a N x N grid composed of 1 x 1 squares, each 1 x 1 square consists of a /, \, or blank space. These characters divide the square into contiguous regions.

(Note that backslash characters are escaped, so a \ is represented as "\\".)

Return the number of regions.

Example 1:

Input:[  " /",  "/ "]
Output: 2
Explanation: The 2x2 grid is as follows:

Example 2:

Input:[  " /",  "  "]
Output: 1
Explanation: The 2x2 grid is as follows:

Example 3:

Input:[  "\\/",  "/\\"]
Output: 4
Explanation: (Recall that because \ characters are escaped, "\\/" refers to \/, and "/\\" refers to /\.)The 2x2 grid is as follows:

Example 4:

Input:[  "/\\",  "\\/"]
Output: 5
Explanation: (Recall that because \ characters are escaped, "/\\" refers to /\, and "\\/" refers to \/.)The 2x2 grid is as follows:

Example 5:

Input:[  "//",  "/ "]
Output: 3
Explanation: The 2x2 grid is as follows:

Note:

1 <= grid.length == grid[0].length <= 30
grid[i][j] is either '/', '\', or ' '.

Solution 1: Split grid into 4 triangles and Union Find Faces

Divide each grid into 4 triangles and union them if not split.
Time complexity: O(n^2*alphn(n^2))
Space complexity: O(n^2)

C++

class Solution {

public:

int regionsBySlashes(vector<string>& grid) {

int n = grid.size();

DSU dsu(4 * n * n);

for (int r = 0; r < n; ++r)

for (int c = 0; c < n; ++c) {

int index = 4 * (r * n + c);

switch (grid[r][c]) {

case '/':

dsu.merge(index + 0, index + 3);

dsu.merge(index + 1, index + 2);

break;

case '\\':

dsu.merge(index + 0, index + 1);

dsu.merge(index + 2, index + 3);

break;

case ' ':

dsu.merge(index + 0, index + 1);

dsu.merge(index + 1, index + 2);

dsu.merge(index + 2, index + 3);

break;

default: break;

}

if (r + 1 < n)

dsu.merge(index + 2, index + 4 * n + 0);

if (c + 1 < n)

dsu.merge(index + 1, index + 4 + 3);

}

int ans = 0;

for (int i = 0; i < 4 * n * n; ++i)

if (dsu.find(i) == i) ++ans;

return ans;

}

private:

class DSU {

public:

DSU(int n): parent_(n) {

for (int i = 0; i < n; ++i)

parent_[i] = i;

}

int find(int x) {

if (parent_[x] != x) parent_[x] = find(parent_[x]);

return parent_[x];

}

void merge(int x, int y) {

parent_[find(x)] = find(y);

}

private:

vector<int> parent_;

};

Solution 2: Euler’s Formula / Union-Find vertices

C++

class Solution {

public:

int regionsBySlashes(vector<string>& grid) {

int n = grid.size();

p_ = vector<int>((n + 1) * (n + 1));

// All vertices on the boundaries are merged into root(0).

for (int r = 0; r < n + 1; ++r)

for (int c = 0; c < n + 1; ++c)

p_[getIndex(n, r, c)] = (r == 0 || r == n || c == 0 || c == n) ? 0 : getIndex(n, r, c);

int f = 1;

for (int r = 0; r < n; ++r)

for (int c = 0; c < n; ++c) {

if (grid[r][c] == ' ') continue;

// A new face will created if two vertices are already in the same group.

if (grid[r][c] == '/') {

f += merge(getIndex(n, r, c + 1),

getIndex(n, r + 1, c));

} else {

f += merge(getIndex(n, r, c),

getIndex(n, r + 1, c + 1));

}

return f;

}

private:

vector<int> p_;

int getIndex(int n, int r, int c) { return r * (n + 1) + c; }

int find(int x) {

if (p_[x] != x) p_[x] = find(p_[x]);

return p_[x];

}

int merge(int x, int y) {

int rx = find(x);

int ry = find(y);

if (rx == ry) return 1;

p_[ry] = rx;

return 0;

}

};

Solution 3: Pixelation (Upscale 3 times)

Time complexity: O(n^2)
Space complexity: O(n^2)

C++

// Author: Huahua, running time: 20 ms

class Solution {

public:

int regionsBySlashes(vector<string>& grid) {

const int n = grid.size();

vector<vector<int>> g(n * 3, vector<int>(n * 3));

for (int i = 0; i < n; ++i)

for (int j = 0; j < n; ++j) {

if (grid[i][j] == '/') {

g[i * 3 + 0][j * 3 + 2] = 1;

g[i * 3 + 1][j * 3 + 1] = 1;

g[i * 3 + 2][j * 3 + 0] = 1;

} else if (grid[i][j] == '\\') {

g[i * 3 + 0][j * 3 + 0] = 1;

g[i * 3 + 1][j * 3 + 1] = 1;

g[i * 3 + 2][j * 3 + 2] = 1;

}

int ans = 0;

for (int i = 0; i < 3 * n; ++i)

for (int j = 0; j < 3 * n; ++j) {

if (g[i][j]) continue;

visit(g, j, i, n * 3);

++ans;

}

return ans;

}

private:

void visit(vector<vector<int>>& g, int x, int y, int n) {

if (x < 0 || x >= n || y < 0 || y >= n) return;

if (g[y][x]) return;

g[y][x] = 1;

visit(g, x + 1, y, n);

visit(g, x, y + 1, n);

visit(g, x - 1, y, n);

visit(g, x, y - 1, n);

}

};