先决条件:段树和深度优先搜索。
在本文中,讨论了一种将 N 元有根树(具有 2 个以上子节点的树)转换为用于执行范围更新查询的段树的方法。
当我们已经有一个 n 元有根树时,为什么还需要一个段树?
很多时候,会出现必须在多个节点及其子树上执行相同操作以及多次查询操作的情况。
假设我们必须对不同的子树执行 N 次更新。每个操作最多可能需要 O(N) 时间,因为它是一个 N 元树,因此整体复杂度将是 O(N^2),这对于处理超过 10^3 个更新查询来说太慢了。所以我们必须反过来,我们将为此构建一个段树。
方法:执行深度优先搜索以遍历所有节点,并使用两个数组tin和tout (这将是进行更新和查询的范围)跟踪转换后的数组中每个节点的子树的索引。 DFS 将执行欧拉游走。这个想法是创建一个数组并按照节点访问转换后的数组的顺序向其中添加节点。
让我们看看 tin 和 tout 数组如何帮助确定转换数组中的范围。
设 N 元根树为:
real values on nodes: 1 2 2 1 4 3 6
converted arr(indexes): 1 2 3 5 6 7 4
Node 3 has three children 5, 6, 7.
Therefore, the range of node 3 is index 3-6.
NODE: RANGE(tin-tout)
NODE 1: 1 - 7
NODE 2: 2 - 2
NODE 3: 3 - 6
NODE 5: 4 - 4
NODE 6: 5 - 5
NODE 7: 6 - 6
NODE 4: 7 - 7
此处,节点 1 的范围为 1-7(所有节点),因此将在所有节点上执行更新和查询。像 2 这样没有子节点的叶子节点只会更新范围 2-2(只有它自己),这证明我们的范围数组 tin 和 tout 是正确的。同样,所有节点的 tin 和 tout 决定了段树中查询和更新的范围。
下面是该方法的实现:
C++
// C++ implementation of the above approach
#include
using namespace std;
#define ll long long
#define pb push_back
#define N 100005
// Keeping the values array indexed by 1.
int arr[8] = { 0, 1, 2, 2, 1, 4, 3, 6 };
vector tree[N];
int idx, tin[N], tout[N], converted[N];
// Function to perform DFS in the tree
void dfs(ll node, ll parent)
{
++idx;
converted[idx] = node;
// To store starting range of a node
tin[node] = idx;
for (auto i : tree[node]) {
if (i != parent)
dfs(i, node);
}
// To store ending range of a node
tout[node] = idx;
}
// Segment tree
ll t[N * 4];
// Build using the converted array indexes.
// Here a simple n-ary tree is converted
// into a segment tree.
// Now O(NlogN) range updates and queries
// can be performed.
void build(ll node, ll start, ll end)
{
if (start == end)
t[node] = arr[converted[start]];
else {
ll mid = (start + end) >> 1;
build(2 * node, start, mid);
build(2 * node + 1, mid + 1, end);
t[node] = t[2 * node] + t[2 * node + 1];
}
}
// Function to perform update operation
// on the tree
void update(ll node, ll start, ll end,
ll lf, ll rg, ll c)
{
if (start > end or start > rg or end < lf)
return;
if (start == end) {
t[node] = c;
}
else {
ll mid = (start + end) >> 1;
update(2 * node, start, mid, lf, rg, c);
update(2 * node + 1, mid + 1, end, lf, rg, c);
t[node] = t[2 * node] + t[2 * node + 1];
}
}
// Function to find the sum at every node
ll query(ll node, ll start, ll end, ll lf, ll rg)
{
if (start > rg or end < lf)
return 0;
if (lf <= start and end <= rg) {
return t[node];
}
else {
ll ans = 0;
ll mid = (start + end) >> 1;
ans += query(2 * node, start, mid, lf, rg);
ans += query(2 * node + 1, mid + 1,
end, lf, rg);
return ans;
}
}
// Function to print the tree
void printTree(int q, int node, int n)
{
while (q--) {
// Calculating range of node in segment tree
ll lf = tin[node];
ll rg = tout[node];
ll res = query(1, 1, n, lf, rg);
cout << "sum at node " << node
<< ": " << res << endl;
node++;
}
}
// Driver code
int main()
{
int n = 7;
int q = 7;
// Creating the tree.
tree[1].pb(2);
tree[1].pb(3);
tree[1].pb(4);
tree[3].pb(5);
tree[3].pb(6);
tree[3].pb(7);
// DFS to get converted array.
idx = 0;
dfs(1, -1);
// Build segment tree with converted array.
build(1, 1, n);
printTree(7, 1, 7);
// Updating the value at node 3
int node = 3;
ll lf = tin[node];
ll rg = tout[node];
ll value = 4;
update(1, 1, n, lf, rg, value);
cout << "After Update" << endl;
printTree(7, 1, 7);
return 0;
}
Java
// Java implementation of the above approach
import java.util.*;
class GFG
{
static final int N = 100005;
// Keeping the values array indexed by 1.
static int arr[] = { 0, 1, 2, 2, 1, 4, 3, 6 };
static Vector []tree = new Vector[N];
static int idx;
static int []tin = new int[N];
static int []tout = new int[N];
static int []converted = new int[N];
// Function to perform DFS in the tree
static void dfs(int node, int parent)
{
++idx;
converted[idx] = node;
// To store starting range of a node
tin[node] = idx;
for (int i : tree[node])
{
if (i != parent)
dfs(i, node);
}
// To store ending range of a node
tout[node] = idx;
}
// Segment tree
static int []t = new int[N * 4];
// Build using the converted array indexes.
// Here a simple n-ary tree is converted
// into a segment tree.
// Now O(NlogN) range updates and queries
// can be performed.
static void build(int node, int start, int end)
{
if (start == end)
t[node] = arr[converted[start]];
else
{
int mid = (start + end) >> 1;
build(2 * node, start, mid);
build(2 * node + 1, mid + 1, end);
t[node] = t[2 * node] + t[2 * node + 1];
}
}
// Function to perform update operation
// on the tree
static void update(int node, int start, int end,
int lf, int rg, int c)
{
if (start > end || start > rg || end < lf)
return;
if (start == end)
{
t[node] = c;
}
else
{
int mid = (start + end) >> 1;
update(2 * node, start, mid, lf, rg, c);
update(2 * node + 1, mid + 1, end, lf, rg, c);
t[node] = t[2 * node] + t[2 * node + 1];
}
}
// Function to find the sum at every node
static int query(int node, int start, int end,
int lf, int rg)
{
if (start > rg || end < lf)
return 0;
if (lf <= start && end <= rg)
{
return t[node];
}
else
{
int ans = 0;
int mid = (start + end) >> 1;
ans += query(2 * node, start, mid, lf, rg);
ans += query(2 * node + 1, mid + 1,
end, lf, rg);
return ans;
}
}
// Function to print the tree
static void printTree(int q, int node, int n)
{
while (q-- > 0)
{
// Calculating range of node in segment tree
int lf = tin[node];
int rg = tout[node];
int res = query(1, 1, n, lf, rg);
System.out.print("sum at node " + node
+ ": " + res +"\n");
node++;
}
}
// Driver code
public static void main(String[] args)
{
int n = 7;
int q = 7;
for(int i = 0; i < N; i++)
tree[i] = new Vector();
// Creating the tree.
tree[1].add(2);
tree[1].add(3);
tree[1].add(4);
tree[3].add(5);
tree[3].add(6);
tree[3].add(7);
// DFS to get converted array.
idx = 0;
dfs(1, -1);
// Build segment tree with converted array.
build(1, 1, n);
printTree(7, 1, 7);
// Updating the value at node 3
int node = 3;
int lf = tin[node];
int rg = tout[node];
int value = 4;
update(1, 1, n, lf, rg, value);
System.out.print("After Update" + "\n");
printTree(7, 1, 7);
}
}
// This code is contributed by 29AjayKumar
Python3
# Python3 implementation of the above approach
N = 100005
# Keeping the values array indexed by 1.
arr = [0, 1, 2, 2, 1, 4, 3, 6]
tree = [[] for i in range(N)]
idx = 0
tin = [0]*N
tout = [0]*N
converted = [0]*N
# Function to perform DFS in the tree
def dfs(node, parent):
global idx
idx += 1
converted[idx] = node
# To store starting range of a node
tin[node] = idx
for i in tree[node]:
if (i != parent):
dfs(i, node)
# To store ending range of a node
tout[node] = idx
# Segment tree
t = [0]*(N * 4)
# Build using the converted array indexes.
# Here a simple n-ary tree is converted
# into a segment tree.
# Now O(NlogN) range updates and queries
# can be performed.
def build(node, start, end):
if (start == end):
t[node] = arr[converted[start]]
else:
mid = (start + end) >> 1
build(2 * node, start, mid)
build(2 * node + 1, mid + 1, end)
t[node] = t[2 * node] + t[2 * node + 1]
# Function to perform update operation
# on the tree
def update(node, start, end,lf, rg, c):
if (start > end or start > rg or end < lf):
return
if (start == end):
t[node] = c
else:
mid = (start + end) >> 1
update(2 * node, start, mid, lf, rg, c)
update(2 * node + 1, mid + 1, end, lf, rg, c)
t[node] = t[2 * node] + t[2 * node + 1]
# Function to find the sum at every node
def query(node, start, end, lf, rg):
if (start > rg or end < lf):
return 0
if (lf <= start and end <= rg):
return t[node]
else:
ans = 0
mid = (start + end) >> 1
ans += query(2 * node, start, mid, lf, rg)
ans += query(2 * node + 1, mid + 1,
end, lf, rg)
return ans
# Function to print tree
def printTree(q, node, n):
while (q > 0):
# Calculating range of node in segment tree
lf = tin[node]
rg = tout[node]
res = query(1, 1, n, lf, rg)
print("sum at node",node,":",res)
node += 1
q -= 1
# Driver code
if __name__ == '__main__':
n = 7
q = 7
# Creating the tree.
tree[1].append(2)
tree[1].append(3)
tree[1].append(4)
tree[3].append(5)
tree[3].append(6)
tree[3].append(7)
# DFS to get converted array.
idx = 0
dfs(1, -1)
# Build segment tree with converted array.
build(1, 1, n)
printTree(7, 1, 7)
# Updating the value at node 3
node = 3
lf = tin[node]
rg = tout[node]
value = 4
update(1, 1, n, lf, rg, value)
print("After Update")
printTree(7, 1, 7)
# This code is contributed by mohit kumar 29
C#
// C# implementation of the above approach
using System;
using System.Collections.Generic;
class GFG
{
static readonly int N = 100005;
// Keeping the values array indexed by 1.
static int []arr = { 0, 1, 2, 2, 1, 4, 3, 6 };
static List []tree = new List[N];
static int idx;
static int []tin = new int[N];
static int []tout = new int[N];
static int []converted = new int[N];
// Function to perform DFS in the tree
static void dfs(int node, int parent)
{
++idx;
converted[idx] = node;
// To store starting range of a node
tin[node] = idx;
foreach (int i in tree[node])
{
if (i != parent)
dfs(i, node);
}
// To store ending range of a node
tout[node] = idx;
}
// Segment tree
static int []t = new int[N * 4];
// Build using the converted array indexes.
// Here a simple n-ary tree is converted
// into a segment tree.
// Now O(NlogN) range updates and queries
// can be performed.
static void build(int node, int start, int end)
{
if (start == end)
t[node] = arr[converted[start]];
else
{
int mid = (start + end) >> 1;
build(2 * node, start, mid);
build(2 * node + 1, mid + 1, end);
t[node] = t[2 * node] + t[2 * node + 1];
}
}
// Function to perform update operation
// on the tree
static void update(int node, int start, int end,
int lf, int rg, int c)
{
if (start > end || start > rg || end < lf)
return;
if (start == end)
{
t[node] = c;
}
else
{
int mid = (start + end) >> 1;
update(2 * node, start, mid, lf, rg, c);
update(2 * node + 1, mid + 1, end, lf, rg, c);
t[node] = t[2 * node] + t[2 * node + 1];
}
}
// Function to find the sum at every node
static int query(int node, int start, int end,
int lf, int rg)
{
if (start > rg || end < lf)
return 0;
if (lf <= start && end <= rg)
{
return t[node];
}
else
{
int ans = 0;
int mid = (start + end) >> 1;
ans += query(2 * node, start, mid, lf, rg);
ans += query(2 * node + 1, mid + 1,
end, lf, rg);
return ans;
}
}
// Function to print the tree
static void printTree(int q, int node, int n)
{
while (q-- > 0)
{
// Calculating range of node in segment tree
int lf = tin[node];
int rg = tout[node];
int res = query(1, 1, n, lf, rg);
Console.Write("sum at node " + node
+ ": " + res +"\n");
node++;
}
}
// Driver code
public static void Main(String[] args)
{
int n = 7;
for(int i = 0; i < N; i++)
tree[i] = new List();
// Creating the tree.
tree[1].Add(2);
tree[1].Add(3);
tree[1].Add(4);
tree[3].Add(5);
tree[3].Add(6);
tree[3].Add(7);
// DFS to get converted array.
idx = 0;
dfs(1, -1);
// Build segment tree with converted array.
build(1, 1, n);
printTree(7, 1, 7);
// Updating the value at node 3
int node = 3;
int lf = tin[node];
int rg = tout[node];
int value = 4;
update(1, 1, n, lf, rg, value);
Console.Write("After Update" + "\n");
printTree(7, 1, 7);
}
}
// This code is contributed by PrinciRaj1992
Javascript
输出:
sum at node 1: 19
sum at node 2: 2
sum at node 3: 15
sum at node 4: 1
sum at node 5: 4
sum at node 6: 3
sum at node 7: 6
After Update
sum at node 1: 20
sum at node 2: 2
sum at node 3: 16
sum at node 4: 1
sum at node 5: 4
sum at node 6: 4
sum at node 7: 4
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