2.3.2 AVL Tree
Maintain an ordered map, that is, an ordered collection of key-value pairs such that each possible key appears at most once in the collection. An AVL tree is a binary search tree balanced by height, guaranteeing $O(\log n)$ worst-case running time in insertions and deletions by making sure that the heights of the left and right subtrees at every node differ by at most $1$. Whenever an insertion or deletion breaks this invariant, it is repaired with one or two rotations at each affected node along the search path.
The comparator comp defines the key ordering: comp(a, b) is true when a precedes b. It defaults to std::less<K>; to customize the ordering, instantiate AVLTree<K, V, Compare> and pass the comparator to the constructor.
AVLTree<K, V>()constructs an empty map.size()returns the size of the map.empty()returns whether the map is empty.insert(k, v)adds an entry with keykand valuevto the map, returningtrueif a new entry was added orfalseif the key already exists (in which case the map is unchanged and the old value associated with the key is preserved).erase(k)removes the entry with keykfrom the map, returningtrueif the removal was successful orfalseif the key to be removed was not found.find(k)returns a pointer to a const value associated with keyk, ornullptrif the key was not found.entries()returns all key-value entries in comparator order.
The comparator-aware navigation routines min(), max(), lower_bound(k), upper_bound(k), prev(k), and next(k) from the treap in 2.3.1 depend only on the BST property and may be adapted here as needed.
Implementation
#include <algorithm>
#include <functional>
#include <utility>
#include <vector>
template<typename K, typename V, typename Compare = std::less<K>>
class AVLTree {
struct Node {
K key;
V value;
int height;
Node *left, *right;
Node(const K &k, const V &v) : key(k), value(v), height(1), left(nullptr), right(nullptr) {}
} *root;
int num_nodes;
Compare comp;
static int height(Node *n) { return (n != nullptr) ? n->height : 0; }
static void update_height(Node *n) {
if (n != nullptr) {
n->height = 1 + std::max(height(n->left), height(n->right));
}
}
static void rotate_left(Node *&n) {
Node *tmp = n;
n = n->right;
tmp->right = n->left;
n->left = tmp;
update_height(tmp);
update_height(n);
}
static void rotate_right(Node *&n) {
Node *tmp = n;
n = n->left;
tmp->left = n->right;
n->right = tmp;
update_height(tmp);
update_height(n);
}
static int balance_factor(Node *n) {
return (n != nullptr) ? (height(n->left) - height(n->right)) : 0;
}
static void rebalance(Node *&n) {
if (n == nullptr) {
return;
}
update_height(n);
int bf = balance_factor(n);
if (bf > 1 && balance_factor(n->left) >= 0) {
rotate_right(n);
} else if (bf > 1 && balance_factor(n->left) < 0) {
rotate_left(n->left);
rotate_right(n);
} else if (bf < -1 && balance_factor(n->right) <= 0) {
rotate_left(n);
} else if (bf < -1 && balance_factor(n->right) > 0) {
rotate_right(n->right);
rotate_left(n);
}
}
bool insert(Node *&n, const K &k, const V &v) {
if (n == nullptr) {
n = new Node(k, v);
num_nodes++;
return true;
}
if ((comp(k, n->key) && insert(n->left, k, v)) || (comp(n->key, k) && insert(n->right, k, v))) {
rebalance(n);
return true;
}
return false;
}
bool erase(Node *&n, const K &k) {
if (n == nullptr) {
return false;
}
if (!(comp(k, n->key) || comp(n->key, k))) {
if (n->left != nullptr && n->right != nullptr) {
Node *tmp = n->right;
while (tmp->left != nullptr) {
tmp = tmp->left;
}
K successor_key = tmp->key;
n->key = successor_key;
n->value = tmp->value;
if (!erase(n->right, successor_key)) {
return false;
}
} else {
Node *tmp = (n->left != nullptr) ? n->left : n->right;
delete n;
n = tmp;
num_nodes--;
}
rebalance(n);
return true;
}
if ((comp(k, n->key) && erase(n->left, k)) || (comp(n->key, k) && erase(n->right, k))) {
rebalance(n);
return true;
}
return false;
}
static void collect_entries(Node *n, std::vector<std::pair<K, V>> &res) {
if (n != nullptr) {
collect_entries(n->left, res);
res.emplace_back(n->key, n->value);
collect_entries(n->right, res);
}
}
static void clean_up(Node *n) {
if (n != nullptr) {
clean_up(n->left);
clean_up(n->right);
delete n;
}
}
public:
explicit AVLTree(Compare comp = Compare{}) : root(nullptr), num_nodes(0), comp(std::move(comp)) {}
~AVLTree() { clean_up(root); }
AVLTree(const AVLTree &) = delete;
AVLTree &operator=(const AVLTree &) = delete;
int size() const { return num_nodes; }
bool empty() const { return root == nullptr; }
bool insert(const K &k, const V &v) { return insert(root, k, v); }
bool erase(const K &k) { return erase(root, k); }
const V *find(const K &k) const {
Node *n = root;
while (n != nullptr) {
if (comp(k, n->key)) {
n = n->left;
} else if (comp(n->key, k)) {
n = n->right;
} else {
return &(n->value);
}
}
return nullptr;
}
std::vector<std::pair<K, V>> entries() const {
std::vector<std::pair<K, V>> res;
res.reserve(num_nodes);
collect_entries(root, res);
return res;
}
};
Example Usage
#include <cassert>
using namespace std;
int main() {
AVLTree<int, char> t;
assert(t.empty());
t.insert(2, 'b');
t.insert(1, 'a');
t.insert(3, 'c');
t.insert(5, 'e');
assert(t.insert(4, 'd'));
assert(!t.empty() && t.size() == 5);
assert(*t.find(4) == 'd');
assert(!t.insert(4, 'd'));
assert(t.size() == 5);
assert(
(t.entries() == vector<pair<int, char>>{{1, 'a'}, {2, 'b'}, {3, 'c'}, {4, 'd'}, {5, 'e'}})
);
assert(t.erase(1));
assert(!t.erase(1));
assert(t.find(1) == nullptr);
assert(t.size() == 4);
assert((t.entries() == vector<pair<int, char>>{{2, 'b'}, {3, 'c'}, {4, 'd'}, {5, 'e'}}));
AVLTree<int, int> deep_successor;
for (int key : {20, 10, 30, 25, 40, 22}) {
deep_successor.insert(key, key);
}
assert(deep_successor.erase(20));
assert(
(deep_successor.entries() ==
vector<pair<int, int>>{{10, 10}, {22, 22}, {25, 25}, {30, 30}, {40, 40}})
);
AVLTree<int, char, greater<int>> descending;
for (int key : {2, 1, 3}) {
descending.insert(key, '0' + key);
}
assert((descending.entries() == vector<pair<int, char>>{{3, '3'}, {2, '2'}, {1, '1'}}));
assert(*descending.find(2) == '2');
assert(descending.erase(2) && descending.find(2) == nullptr);
return 0;
}
/*
Maintain an ordered map, that is, an ordered collection of key-value pairs such that each possible
key appears at most once in the collection. An AVL tree is a binary search tree balanced by height,
guaranteeing O(log n) worst-case running time in insertions and deletions by making sure that the
heights of the left and right subtrees at every node differ by at most $1$. Whenever an insertion or
deletion breaks this invariant, it is repaired with one or two rotations at each affected node along
the search path.
The comparator `comp` defines the key ordering: `comp(a, b)` is true when `a` precedes `b`. It
defaults to `std::less<K>`; to customize the ordering, instantiate `AVLTree<K, V, Compare>` and pass
the comparator to the constructor.
- `AVLTree<K, V>()` constructs an empty map.
- `size()` returns the size of the map.
- `empty()` returns whether the map is empty.
- `insert(k, v)` adds an entry with key `k` and value `v` to the map, returning `true` if a new
entry was added or `false` if the key already exists (in which case the map is unchanged and the
old value associated with the key is preserved).
- `erase(k)` removes the entry with key `k` from the map, returning `true` if the removal was
successful or `false` if the key to be removed was not found.
- `find(k)` returns a pointer to a const value associated with key `k`, or `nullptr` if the key was
not found.
- `entries()` returns all key-value entries in comparator order.
The comparator-aware navigation routines `min()`, `max()`, `lower_bound(k)`, `upper_bound(k)`,
`prev(k)`, and `next(k)` from the treap in 2.3.1 depend only on the BST property and may be adapted
here as needed.
Time Complexity:
- O(1) per call to the constructor, `size()`, and `empty()`.
- O(log n) per call to `insert()`, `erase()`, and `find()`, where $n$ is the number of entries
currently in the map.
- O(n) per call to `entries()`.
Space Complexity:
- O(n) for storage of the map elements.
- O(log n) auxiliary stack space for `insert()`, `erase()`, `entries()`, and destruction.
- O(n) for the vector returned by `entries()`.
- O(1) auxiliary for all other operations.
*/
#include <algorithm>
#include <functional>
#include <utility>
#include <vector>
template<typename K, typename V, typename Compare = std::less<K>>
class AVLTree {
struct Node {
K key;
V value;
int height;
Node *left, *right;
Node(const K &k, const V &v) : key(k), value(v), height(1), left(nullptr), right(nullptr) {}
} *root;
int num_nodes;
Compare comp;
static int height(Node *n) { return (n != nullptr) ? n->height : 0; }
static void update_height(Node *n) {
if (n != nullptr) {
n->height = 1 + std::max(height(n->left), height(n->right));
}
}
static void rotate_left(Node *&n) {
Node *tmp = n;
n = n->right;
tmp->right = n->left;
n->left = tmp;
update_height(tmp);
update_height(n);
}
static void rotate_right(Node *&n) {
Node *tmp = n;
n = n->left;
tmp->left = n->right;
n->right = tmp;
update_height(tmp);
update_height(n);
}
static int balance_factor(Node *n) {
return (n != nullptr) ? (height(n->left) - height(n->right)) : 0;
}
static void rebalance(Node *&n) {
if (n == nullptr) {
return;
}
update_height(n);
int bf = balance_factor(n);
if (bf > 1 && balance_factor(n->left) >= 0) {
rotate_right(n);
} else if (bf > 1 && balance_factor(n->left) < 0) {
rotate_left(n->left);
rotate_right(n);
} else if (bf < -1 && balance_factor(n->right) <= 0) {
rotate_left(n);
} else if (bf < -1 && balance_factor(n->right) > 0) {
rotate_right(n->right);
rotate_left(n);
}
}
bool insert(Node *&n, const K &k, const V &v) {
if (n == nullptr) {
n = new Node(k, v);
num_nodes++;
return true;
}
if ((comp(k, n->key) && insert(n->left, k, v)) || (comp(n->key, k) && insert(n->right, k, v))) {
rebalance(n);
return true;
}
return false;
}
bool erase(Node *&n, const K &k) {
if (n == nullptr) {
return false;
}
if (!(comp(k, n->key) || comp(n->key, k))) {
if (n->left != nullptr && n->right != nullptr) {
Node *tmp = n->right;
while (tmp->left != nullptr) {
tmp = tmp->left;
}
K successor_key = tmp->key;
n->key = successor_key;
n->value = tmp->value;
if (!erase(n->right, successor_key)) {
return false;
}
} else {
Node *tmp = (n->left != nullptr) ? n->left : n->right;
delete n;
n = tmp;
num_nodes--;
}
rebalance(n);
return true;
}
if ((comp(k, n->key) && erase(n->left, k)) || (comp(n->key, k) && erase(n->right, k))) {
rebalance(n);
return true;
}
return false;
}
static void collect_entries(Node *n, std::vector<std::pair<K, V>> &res) {
if (n != nullptr) {
collect_entries(n->left, res);
res.emplace_back(n->key, n->value);
collect_entries(n->right, res);
}
}
static void clean_up(Node *n) {
if (n != nullptr) {
clean_up(n->left);
clean_up(n->right);
delete n;
}
}
public:
explicit AVLTree(Compare comp = Compare{}) : root(nullptr), num_nodes(0), comp(std::move(comp)) {}
~AVLTree() { clean_up(root); }
AVLTree(const AVLTree &) = delete;
AVLTree &operator=(const AVLTree &) = delete;
int size() const { return num_nodes; }
bool empty() const { return root == nullptr; }
bool insert(const K &k, const V &v) { return insert(root, k, v); }
bool erase(const K &k) { return erase(root, k); }
const V *find(const K &k) const {
Node *n = root;
while (n != nullptr) {
if (comp(k, n->key)) {
n = n->left;
} else if (comp(n->key, k)) {
n = n->right;
} else {
return &(n->value);
}
}
return nullptr;
}
std::vector<std::pair<K, V>> entries() const {
std::vector<std::pair<K, V>> res;
res.reserve(num_nodes);
collect_entries(root, res);
return res;
}
};
/*** Example Usage ***/
#include <cassert>
using namespace std;
int main() {
AVLTree<int, char> t;
assert(t.empty());
t.insert(2, 'b');
t.insert(1, 'a');
t.insert(3, 'c');
t.insert(5, 'e');
assert(t.insert(4, 'd'));
assert(!t.empty() && t.size() == 5);
assert(*t.find(4) == 'd');
assert(!t.insert(4, 'd'));
assert(t.size() == 5);
assert(
(t.entries() == vector<pair<int, char>>{{1, 'a'}, {2, 'b'}, {3, 'c'}, {4, 'd'}, {5, 'e'}})
);
assert(t.erase(1));
assert(!t.erase(1));
assert(t.find(1) == nullptr);
assert(t.size() == 4);
assert((t.entries() == vector<pair<int, char>>{{2, 'b'}, {3, 'c'}, {4, 'd'}, {5, 'e'}}));
AVLTree<int, int> deep_successor;
for (int key : {20, 10, 30, 25, 40, 22}) {
deep_successor.insert(key, key);
}
assert(deep_successor.erase(20));
assert(
(deep_successor.entries() ==
vector<pair<int, int>>{{10, 10}, {22, 22}, {25, 25}, {30, 30}, {40, 40}})
);
AVLTree<int, char, greater<int>> descending;
for (int key : {2, 1, 3}) {
descending.insert(key, '0' + key);
}
assert((descending.entries() == vector<pair<int, char>>{{3, '3'}, {2, '2'}, {1, '1'}}));
assert(*descending.find(2) == '2');
assert(descending.erase(2) && descending.find(2) == nullptr);
return 0;
}