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AugmentedIntervalTree.cpp
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605 lines (494 loc) · 17.3 KB
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#include <algorithm>
#include <vector>
#include <iostream>
#include <random>
#include <assert.h>
#include "Timer.h"
using namespace std;
struct Interval {
double start, end;
};
struct Node {
Interval *interval;
double max;
int height;
Node *left, *right;
};
/* Helper Function */
int maxInt(int a, int b) {
if (a > b) return a;
return b;
}
/* Helper Function */
double maxDouble(double a, double b) {
if (a > b) return a;
return b;
}
/*
Helper Function: newNode
========================
Create a new node given the interval.
*/
Node *newNode(Interval interval) {
Node *temp = new Node;
temp->interval = new Interval(interval);
temp->max = interval.end;
temp->left = temp->right = NULL;
temp->height = 1;
return temp;
}
/* Helper Function: getHeight */
int getHeight(Node *node) {
if (node == NULL) return 0;
return node->height;
}
/* Helper Function */
double getMax(Node *node) {
if (node == NULL) return -1;
return node->max;
}
/* Helper Function */
int getBalance(Node *node){
if (node == NULL) return 0;
return getHeight(node->left) - getHeight(node->right);
}
/* Helper Function */
bool isOverlap(Interval i1, Interval i2) {
return i1.start <= i2.end && i2.start <= i1.end;
}
/*
Helper Function: rightRotate
===========================
Right Rotate root with y.
y x
/ \
x => y
\ /
T2 T2
*/
Node* rightRotate(Node *y) {
Node *x = y->left;
Node *T2 = x->right;
// Perform Rotation
x->right = y;
y->left = T2;
// Update heights
y->height = maxInt(getHeight(y->left), getHeight(y->right)) + 1;
x->height = maxInt(getHeight(x->left), getHeight(x->right)) + 1;
// Update max
y->max = maxDouble(maxDouble(getMax(y->left), getMax(y->right)), y->interval->end);
x->max = maxDouble(maxDouble(getMax(x->left), getMax(x->right)), x->interval->end);
// Return the root node
return x;
}
/*
Helper Function: leftRotate
===========================
Right Rotate root with x.
x y
\ /
y => x
/ \
T2 T2
*/
Node *leftRotate(Node *x) {
Node *y = x->right;
Node *T2 = y->left;
// Perform Rotation
y->left = x;
x->right = T2;
// Update heights
x->height = maxInt(getHeight(x->left), getHeight(x->right)) + 1;
y->height = maxInt(getHeight(y->left), getHeight(y->right)) + 1;
// Update max
x->max = maxDouble(maxDouble(getMax(x->left), getMax(x->right)), x->interval->end);
y->max = maxDouble(maxDouble(getMax(y->left), getMax(y->right)), y->interval->end);
// Return the root node
return y;
}
/*
Main Function: insert
=====================
Given an in interval and root node,
insert a node to the augmented interval tree
*/
Node *insert(Node* node, Interval newInterval) {
if (newInterval.start > newInterval.end) return NULL;
// Perform normal BST insertion indexed by start value
if (node == NULL) return newNode(newInterval);
if (newInterval.start < node->interval->start) {
node->left = insert(node->left, newInterval);
} else {
node->right = insert(node->right, newInterval);
}
// Update height and max
node->height = 1 + maxInt(getHeight(node->left), getHeight(node->right));
node->max = maxDouble(maxDouble(getMax(node->left), getMax(node->right)), node->interval->end);
// Get the balance factor
int balance = getBalance(node);
// Balance the tree (4 possible cases)
if (balance > 1 && newInterval.start < node->left->interval->start) {
return rightRotate(node);
}
if (balance < -1 && newInterval.start >= node->right->interval->start) {
return leftRotate(node);
}
if (balance > 1 && newInterval.start >= node->left->interval->start) {
node->left = leftRotate(node->left);
return rightRotate(node);
}
if (balance < -1 && newInterval.start < node->right->interval->start) {
node->right = rightRotate(node->right);
return leftRotate(node);
}
// Return the unchange node
return node;
}
/* Helper Function */
Node *minValueNode(Node* node) {
Node *current = node;
while (current->left != NULL)
current = current->left;
return current;
}
/*
Main Function: deleteNode
=========================
Delete a node from the augmented interval tree
*/
Node *deleteNode(Node* node, Interval interval) {
if (interval.start > interval.end) return NULL;
// Perform normal BST deletion indexed by start value
if (node == NULL) return node;
// Recursion Case
if (node->interval->start != interval.start || node->interval->end != interval.end) {
if (interval.start < node->interval->start) {
node->left = deleteNode(node->left, interval);
} else {
node->right = deleteNode(node->right, interval);
}
// Delete current node
} else {
// node with one child or no child
if (node->left == NULL || node->right == NULL) {
Node *temp = node->left ? node->left: node->right;
if (temp == NULL) {
temp = node;
node = NULL;
} else {
*node = *temp;
}
free(temp);
} else {
Node* temp = minValueNode(node->right);
node->interval = temp->interval;
node->right = deleteNode(node->right, *(temp->interval));
}
}
if (node == NULL) return node;
// Update height and max
node->height = 1 + maxInt(getHeight(node->left), getHeight(node->right));
node->max = maxDouble(maxDouble(getMax(node->left), getMax(node->right)), node->interval->end);
// Get the balance factor
int balance = getBalance(node);
if (balance > 1 && getBalance(node->left) >= 0) {
return rightRotate(node);
}
if (balance > 1 && getBalance(node->left) < 0) {
node->left = leftRotate(node->left);
return rightRotate(node);
}
if (balance < -1 && getBalance(node->right) <= 0) {
return leftRotate(node);
}
if (balance < -1 && getBalance(node->right) > 0) {
node->right = rightRotate(node->right);
return leftRotate(node);
}
return node;
}
/*
Main Function: pointQuery
=========================
Return a node whose interval contain a query point
Runtime: O(log n)
*/
Node* pointQuery(Node *node, double query) {
if (node == NULL || node->max < query) return NULL;
if (node->interval->start <= query && node->interval->end >= query) return node;
if (node->left != NULL && node->left->max >= query) return pointQuery(node->left, query);
return pointQuery(node->right, query);
}
/* Helper Function */
void pointQueryAllRecurse(Node *node, double query, vector<Node *> *queryResult) {
if (node == NULL || node->max < query) return;
if (node->interval->start <= query && node->interval->end >= query) {
(*queryResult).push_back(node);
}
if (node->left != NULL && node->left->max >= query) {
pointQueryAllRecurse(node->left, query, queryResult);
}
if (node->right != NULL && node->right->max >= query) {
pointQueryAllRecurse(node->right, query, queryResult);
}
};
/*
Main Function: pointQueryAll
============================
Return all nodes whose interval contain a query point
Runtime: O(min{zlogn, n})
*/
vector<Node *> pointQueryAll(Node *node, double query) {
vector<Node *> queryResult;
pointQueryAllRecurse(node, query, &queryResult);
return queryResult;
}
/*
Main Function: intervalQuery
============================
Return a node whow interval overlaps with a query interval
Runtime: O(log n)
*/
Node* intervalQuery(Node *node, Interval query) {
if (node == NULL || query.start > query.end) return NULL;
if (isOverlap(*(node->interval), query)) return node;
if (node->left != NULL && node->left->max >= query.start)
return intervalQuery(node->left, query);
return intervalQuery(node->right, query);
}
/* Helper Function */
void intervalQueryAllRecurse(Node *node, Interval query, vector<Node *> *queryResult) {
if (node == NULL) return;
if (isOverlap(*(node->interval), query)){
(*queryResult).push_back(node);
}
if (node->left != NULL && node->left->max >= query.start) {
intervalQueryAllRecurse(node->left, query, queryResult);
}
if (node->right != NULL && node->right->max >= query.start) {
intervalQueryAllRecurse(node->right, query, queryResult);
}
}
/*
Main Function: intervalQueryAll
===============================
Return all node whoses interval contain a query point
Runtime: O(min{zlogn, n})
*/
vector<Node *> intervalQueryAll(Node *node, Interval query) {
vector<Node *> queryResult;
if (node == NULL || query.start > query.end) return queryResult;
intervalQueryAllRecurse(node, query, &queryResult);
return queryResult;
}
/* Helper Function (for testing) */
void preOrder (Node *root) {
if (root != NULL) {
cout << "Interval = (" << root->interval->start << "," << root->interval->end << "), ";
cout << "Max = " << root->max << " ,";
cout << "Height = " << root->height << endl;
preOrder(root->left);
preOrder(root->right);
}
}
// ================================================
// ================================================
// ==================== TEST ======================
// ================================================
// ================================================
void smallTest() {
cout << "=======================" << endl;
cout << "===== MANUAL TEST =====" << endl;
cout << "=======================" << endl;
Interval intervals[] = {{9, 20}, {5, 30}, {10, 19}, {0, 20}, {6, 15}, {11, 40}, {0, 12}, {1, 7}, {2, 34}};
int numElem = sizeof(intervals)/sizeof(intervals[0]);
Node *root = NULL;
for (int i = 0; i < numElem; i++) {
root = insert(root, intervals[i]);
}
Interval deletedInterval = {10, 19};
root = deleteNode(root, deletedInterval);
Node *query1 = pointQuery(root, 100);
assert(query1 == NULL);
Node *query2 = pointQuery(root, 15);
assert(query2->interval->start == 0 && query2->interval->end == 20);
Node *query3 = pointQuery(root, 34);
assert(query3->interval->start == 2 && query3->interval->end == 34);
Node *query4 = pointQuery(root, 39);
assert(query4->interval->start == 11 && query4->interval->end == 40);
Node *query5 = pointQuery(root, -2);
assert(query5 == NULL);
cout << "Point Query Test: PASS!!!" << endl;
Interval interval6 = {45, 100};
Node *query6 = intervalQuery(root, interval6);
assert(query6 == NULL);
Interval interval7 = {10, 12};
Node *query7 = intervalQuery(root, interval7);
assert(isOverlap(interval7, *(query7->interval)));
Interval interval8 = {32, 33};
Node *query8 = intervalQuery(root, interval8);
assert(isOverlap(interval8, *(query8->interval)));
Interval interval9 = {-100, -3};
Node *query9 = intervalQuery(root, interval9);
assert(query9 == NULL);
Interval interval10 = {5, 3};
Node *query10 = intervalQuery(root, interval10);
assert(query10 == NULL);
cout << "Interval Query Test: PASS!!!" << endl;
vector<Node *>query11 = pointQueryAll(root, 5);
assert(query11.size() == 5);
assert(query11[0]->interval->start == 1 && query11[0]->interval->end == 7);
assert(query11[1]->interval->start == 0 && query11[1]->interval->end == 12);
assert(query11[2]->interval->start == 0 && query11[2]->interval->end == 20);
assert(query11[3]->interval->start == 5 && query11[3]->interval->end == 30);
assert(query11[4]->interval->start == 2 && query11[4]->interval->end == 34);
vector<Node *>query12 = pointQueryAll(root, 100);
assert(query12.size() == 0);
vector<Node *>query13 = pointQueryAll(root, -3);
assert(query13.size() == 0);
vector<Node *>query14 = pointQueryAll(root, 7);
assert(query14.size() == 6);
assert(query14[0]->interval->start == 1 && query14[0]->interval->end == 7);
assert(query14[1]->interval->start == 0 && query14[1]->interval->end == 12);
assert(query14[2]->interval->start == 0 && query14[2]->interval->end == 20);
assert(query14[3]->interval->start == 5 && query14[3]->interval->end == 30);
assert(query14[4]->interval->start == 2 && query14[4]->interval->end == 34);
assert(query14[5]->interval->start == 6 && query14[5]->interval->end == 15);
vector<Node *>query15 = pointQueryAll(root, 33);
assert(query15.size() == 2);
assert(query15[0]->interval->start == 2 && query15[0]->interval->end == 34);
assert(query15[1]->interval->start == 11 && query15[1]->interval->end == 40);
cout << "Point Query All Test: PASS!!!" << endl;
Interval interval16 = {1,7};
vector<Node *>query16 = intervalQueryAll(root, interval16);
assert(query16.size() == 6);
for (int i = 0; i < query16.size(); i++) {
assert(isOverlap(*(query16[i]->interval), interval16));
}
Interval interval17 = {41, 42};
vector<Node *>query17 = intervalQueryAll(root, interval17);
assert(query17.size() == 0);
Interval interval18 = {0, 0};
vector<Node *>query18 = intervalQueryAll(root, interval18);
assert(query18.size() == 2);
for (int i = 0; i < query18.size(); i++) {
assert(isOverlap(*(query18[i]->interval), interval18));
}
Interval interval19 = {0, 100};
vector<Node *>query19 = intervalQueryAll(root, interval19);
assert(query19.size() == 8);
for (int i = 0; i < query19.size(); i++) {
assert(isOverlap(*(query19[i]->interval), interval19));
}
Interval interval20 = {5, 3};
vector<Node *>query20 = intervalQueryAll(root, interval20);
assert(query20.size() == 0);
cout << "Interval Query All Test: PASS!!!" << endl;
}
void test(int numIntervals) {
Node *root = NULL;
int numInsertElement = numIntervals;
int numPointQueryElement = numIntervals;
int numIntervalQueryElement = numIntervals;
vector<Interval> intervals;
Interval interval;
Node *result;
vector<Node *> results;
double a, b;
Timer insertTimer, deleteTimer, pointQueryTimer, intervalQueryTimer;
cout << "==========================" << endl;
cout << "===== Automated Test =====" << endl;
cout << "==========================" << endl;
cout << "Number of elements inserted = " << numInsertElement << endl;
cout << "Number of point queries = " << numPointQueryElement << endl;
cout << "Number of interval queries = " << numIntervalQueryElement << endl;
for (int i = 0; i < numInsertElement; i++) {
a = (double) (rand()%100001);
b = (double) (rand()%100001);
interval.start = (a >= b) ? b: a;
interval.end = (a >= b) ? a : b;
intervals.push_back(interval);
insertTimer.start();
root = insert(root, interval);
insertTimer.stop();
}
cout << "Insert Timer = " << insertTimer.elapsed() / numInsertElement << endl;
for (int i = 0; i < numPointQueryElement; i++) {
a = (double) (rand()%100001);
result = pointQuery(root, a);
assert(!(result != NULL && ( result->interval->end < a || result->interval->start > a )));
if (result == NULL) {
for (int j = 0; j < intervals.size(); j++) {
assert(intervals[j].start > a || intervals[j].end < a);
}
}
}
cout << "Point Query Test: PASS!!!" << endl;
for (int i = 0; i < numIntervalQueryElement; i++) {
a = (double) (rand()%100001);
b = (double) (rand()%100001);
interval.start = (a >= b) ? b: a;
interval.end = (a >= b) ? a : b;
result = intervalQuery(root, interval);
assert(!(result != NULL && !isOverlap(*(result->interval), interval)));
if (result == NULL) {
for (int j = 0; i < intervals.size(); j++) {
assert(!isOverlap(intervals[j], interval));
}
}
}
cout << "Interval Query Test: PASS!!!" << endl;
for (int i = 0; i < numPointQueryElement; i++) {
a = (double) (rand()%100001);
pointQueryTimer.start ();
results = pointQueryAll(root, a);
pointQueryTimer.stop ();
for (int j = 0; j < results.size(); j++) {
assert(results[j]->interval->start <= a && results[j]->interval->end >= a);
}
int numResult = 0;
for (int j = 0; j < intervals.size(); j++) {
if (intervals[j].start <= a && intervals[j].end >= a) numResult++;
}
assert(results.size() == numResult);
}
cout << "Point Query Timer = " << pointQueryTimer.elapsed() / numPointQueryElement << endl;
cout << "Point Query All Test: PASS!!!" << endl;
for (int i = 0; i < numIntervalQueryElement; i++) {
a = (double) (rand()%100001);
b = (double) (rand()%100001);
interval.start = (a >= b) ? b: a;
interval.end = (a >= b) ? a : b;
intervalQueryTimer.start();
results = intervalQueryAll(root, interval);
intervalQueryTimer.stop();
for (int j = 0; j < results.size(); j++) {
assert(isOverlap(interval, *(results[j]->interval)));
}
int numResult = 0;
for (int j = 0; j < intervals.size(); j++) {
if (isOverlap(intervals[j], interval)) numResult++;
}
assert(results.size() == numResult);
}
cout << "Interval Query Timer = " << intervalQueryTimer.elapsed() / numIntervalQueryElement << endl;
cout << "Interval Query All Test: PASS!!!" << endl;
for (int i = 0; i < numIntervals/10; i++) {
int index = (int) (rand()%(intervals.size()-1));
// std::cout << "Element to remove: " << intervals[index].start << " "
// << intervals[index].end << std::endl;
interval = intervals[index];
deleteTimer.start ();
root = deleteNode (root, interval);
deleteTimer.stop ();
intervals.erase (intervals.begin() + index);
}
std::cout << "Delete Timer = " << deleteTimer.elapsed () / (numIntervals/10) << std::endl;
}
int main() {
// smallTest();
test(1000);
test(10000);
test(25000);
return 0;
}