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feat: Added persistent segment tree with lazy propagation (TheAlgorit…
…hms#1445) * Added persistent segment tree with lazy propagation * Updated * Updated * Updated * Updated * Updated * Updated * Added a documentation * Updated * updating DIRECTORY.md * clang-format and clang-tidy fixes for 4b6566d * Updated * clang-format and clang-tidy fixes for 6197ba4 * Update persistent_segment_tree_with_lazy_propagation.cpp * Updated * Delete persistent_segment_tree_with_lazy_propagation.cpp * Updated * updating DIRECTORY.md * clang-format and clang-tidy fixes for 81621d8 * Update persistent_seg_tree_lazy_prop.cpp Co-authored-by: github-actions <${GITHUB_ACTOR}@users.noreply.github.com> Co-authored-by: David Leal <[email protected]>
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/** | ||
* @file | ||
* @brief [Persistent segment tree with range updates (lazy | ||
* propagation)](https://en.wikipedia.org/wiki/Persistent_data_structure) | ||
* | ||
* @details | ||
* A normal segment tree facilitates making point updates and range queries in | ||
* logarithmic time. Lazy propagation preserves the logarithmic time with range | ||
* updates. So, a segment tree with lazy propagation enables doing range updates | ||
* and range queries in logarithmic time, but it doesn't save any information | ||
* about itself before the last update. A persistent data structure always | ||
* preserves the previous version of itself when it is modified. That is, a new | ||
* version of the segment tree is generated after every update. It saves all | ||
* previous versions of itself (before every update) to facilitate doing range | ||
* queries in any version. More memory is used ,but the logarithmic time is | ||
* preserved because the new version points to the same nodes, that the previous | ||
* version points to, that are not affected by the update. That is, only the | ||
* nodes that are affected by the update and their ancestors are copied. The | ||
* rest is copied using lazy propagation in the next queries. Thus preserving | ||
* the logarithmic time because the number of nodes copied after any update is | ||
* logarithmic. | ||
* | ||
* @author [Magdy Sedra](https://github.com/MSedra) | ||
*/ | ||
#include <iostream> /// for IO operations | ||
#include <memory> /// to manage dynamic memory | ||
#include <vector> /// for std::vector | ||
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/** | ||
* @namespace range_queries | ||
* @brief Range queries algorithms | ||
*/ | ||
namespace range_queries { | ||
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/** | ||
* @brief Range query here is range sum, but the code can be modified to make | ||
* different queries like range max or min. | ||
*/ | ||
class perSegTree { | ||
private: | ||
class Node { | ||
public: | ||
std::shared_ptr<Node> left = nullptr; /// pointer to the left node | ||
std::shared_ptr<Node> right = nullptr; /// pointer to the right node | ||
int64_t val = 0, | ||
prop = 0; /// val is the value of the node (here equals to the | ||
/// sum of the leaf nodes children of that node), | ||
/// prop is the value to be propagated/added to all | ||
/// the leaf nodes children of that node | ||
}; | ||
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uint32_t n = 0; /// number of elements/leaf nodes in the segment tree | ||
std::vector<std::shared_ptr<Node>> | ||
ptrs{}; /// ptrs[i] holds a root pointer to the segment tree after the | ||
/// ith update. ptrs[0] holds a root pointer to the segment | ||
/// tree before any updates | ||
std::vector<int64_t> vec{}; /// values of the leaf nodes that the segment | ||
/// tree will be constructed with | ||
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/** | ||
* @brief Creating a new node with the same values of curr node | ||
* @param curr node that would be copied | ||
* @returns the new node | ||
*/ | ||
std::shared_ptr<Node> newKid(std::shared_ptr<Node> const &curr) { | ||
auto newNode = std::make_shared<Node>(Node()); | ||
newNode->left = curr->left; | ||
newNode->right = curr->right; | ||
newNode->prop = curr->prop; | ||
newNode->val = curr->val; | ||
return newNode; | ||
} | ||
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/** | ||
* @brief If there is some value to be propagated to the passed node, value | ||
* is added to the node and the children of the node, if exist, are copied | ||
* and the propagated value is also added to them | ||
* @param i the left index of the range that the passed node holds its sum | ||
* @param j the right index of the range that the passed node holds its sum | ||
* @param curr pointer to the node to be propagated | ||
* @returns void | ||
*/ | ||
void lazy(const uint32_t &i, const uint32_t &j, | ||
std::shared_ptr<Node> const &curr) { | ||
if (!curr->prop) { | ||
return; | ||
} | ||
curr->val += (j - i + 1) * curr->prop; | ||
if (i != j) { | ||
curr->left = newKid(curr->left); | ||
curr->right = newKid(curr->right); | ||
curr->left->prop += curr->prop; | ||
curr->right->prop += curr->prop; | ||
} | ||
curr->prop = 0; | ||
} | ||
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/** | ||
* @brief Constructing the segment tree with the early passed vector. Every | ||
* call creates a node to hold the sum of the given range, set its pointers | ||
* to the children, and set its value to the sum of the children's values | ||
* @param i the left index of the range that the created node holds its sum | ||
* @param j the right index of the range that the created node holds its sum | ||
* @returns pointer to the newly created node | ||
*/ | ||
std::shared_ptr<Node> construct(const uint32_t &i, const uint32_t &j) { | ||
auto newNode = std::make_shared<Node>(Node()); | ||
if (i == j) { | ||
newNode->val = vec[i]; | ||
} else { | ||
uint32_t mid = i + (j - i) / 2; | ||
auto leftt = construct(i, mid); | ||
auto right = construct(mid + 1, j); | ||
newNode->val = leftt->val + right->val; | ||
newNode->left = leftt; | ||
newNode->right = right; | ||
} | ||
return newNode; | ||
} | ||
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/** | ||
* @brief Doing range update, checking at every node if it has some value to | ||
* be propagated. All nodes affected by the update are copied and | ||
* propagation value is added to the leaf of them | ||
* @param i the left index of the range that the passed node holds its sum | ||
* @param j the right index of the range that the passed node holds its sum | ||
* @param l the left index of the range to be updated | ||
* @param r the right index of the range to be updated | ||
* @param value the value to be added to every element whose index x | ||
* satisfies l<=x<=r | ||
* @param curr pointer to the current node, which has value = the sum of | ||
* elements whose index x satisfies i<=x<=j | ||
* @returns pointer to the current newly created node | ||
*/ | ||
std::shared_ptr<Node> update(const uint32_t &i, const uint32_t &j, | ||
const uint32_t &l, const uint32_t &r, | ||
const int64_t &value, | ||
std::shared_ptr<Node> const &curr) { | ||
lazy(i, j, curr); | ||
if (i >= l && j <= r) { | ||
std::shared_ptr<Node> newNode = newKid(curr); | ||
newNode->prop += value; | ||
lazy(i, j, newNode); | ||
return newNode; | ||
} | ||
if (i > r || j < l) { | ||
return curr; | ||
} | ||
auto newNode = std::make_shared<Node>(Node()); | ||
uint32_t mid = i + (j - i) / 2; | ||
newNode->left = update(i, mid, l, r, value, curr->left); | ||
newNode->right = update(mid + 1, j, l, r, value, curr->right); | ||
newNode->val = newNode->left->val + newNode->right->val; | ||
return newNode; | ||
} | ||
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/** | ||
* @brief Querying the range from index l to index r, checking at every node | ||
* if it has some value to be propagated. Current node's value is returned | ||
* if its range is completely inside the wanted range, else 0 is returned | ||
* @param i the left index of the range that the passed node holds its sum | ||
* @param j the right index of the range that the passed node holds its sum | ||
* @param l the left index of the range whose sum should be returned as a | ||
* result | ||
* @param r the right index of the range whose sum should be returned as a | ||
* result | ||
* @param curr pointer to the current node, which has value = the sum of | ||
* elements whose index x satisfies i<=x<=j | ||
* @returns sum of elements whose index x satisfies l<=x<=r | ||
*/ | ||
int64_t query(const uint32_t &i, const uint32_t &j, const uint32_t &l, | ||
const uint32_t &r, std::shared_ptr<Node> const &curr) { | ||
lazy(i, j, curr); | ||
if (j < l || r < i) { | ||
return 0; | ||
} | ||
if (i >= l && j <= r) { | ||
return curr->val; | ||
} | ||
uint32_t mid = i + (j - i) / 2; | ||
return query(i, mid, l, r, curr->left) + | ||
query(mid + 1, j, l, r, curr->right); | ||
} | ||
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/** | ||
* public methods that can be used directly from outside the class. They | ||
* call the private functions that do all the work | ||
*/ | ||
public: | ||
/** | ||
* @brief Constructing the segment tree with the values in the passed | ||
* vector. Returned root pointer is pushed in the pointers vector to have | ||
* access to the original version if the segment tree is updated | ||
* @param vec vector whose values will be used to build the segment tree | ||
* @returns void | ||
*/ | ||
void construct(const std::vector<int64_t> | ||
&vec) // the segment tree will be built from the values | ||
// in "vec", "vec" is 0 indexed | ||
{ | ||
if (vec.empty()) { | ||
return; | ||
} | ||
n = vec.size(); | ||
this->vec = vec; | ||
auto root = construct(0, n - 1); | ||
ptrs.push_back(root); | ||
} | ||
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/** | ||
* @brief Doing range update by passing the left and right indexes of the | ||
* range as well as the value to be added. | ||
* @param l the left index of the range to be updated | ||
* @param r the right index of the range to be updated | ||
* @param value the value to be added to every element whose index x | ||
* satisfies l<=x<=r | ||
* @returns void | ||
*/ | ||
void update(const uint32_t &l, const uint32_t &r, | ||
const int64_t | ||
&value) // all elements from index "l" to index "r" would | ||
// by updated by "value", "l" and "r" are 0 indexed | ||
{ | ||
ptrs.push_back(update( | ||
0, n - 1, l, r, value, | ||
ptrs[ptrs.size() - | ||
1])); // saving the root pointer to the new segment tree | ||
} | ||
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/** | ||
* @brief Querying the range from index l to index r, getting the sum of the | ||
* elements whose index x satisfies l<=x<=r | ||
* @param l the left index of the range whose sum should be returned as a | ||
* result | ||
* @param r the right index of the range whose sum should be returned as a | ||
* result | ||
* @param version the version to query on. If equals to 0, the original | ||
* segment tree will be queried | ||
* @returns sum of elements whose index x satisfies l<=x<=r | ||
*/ | ||
int64_t query( | ||
const uint32_t &l, const uint32_t &r, | ||
const uint32_t | ||
&version) // querying the range from "l" to "r" in a segment tree | ||
// after "version" updates, "l" and "r" are 0 indexed | ||
{ | ||
return query(0, n - 1, l, r, ptrs[version]); | ||
} | ||
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/** | ||
* @brief Getting the number of versions after updates so far which is equal | ||
* to the size of the pointers vector | ||
* @returns the number of versions | ||
*/ | ||
uint32_t size() // returns the number of segment trees (versions) , the | ||
// number of updates done so far = returned value - 1 | ||
// ,because one of the trees is the original segment tree | ||
{ | ||
return ptrs.size(); | ||
} | ||
}; | ||
} // namespace range_queries | ||
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/** | ||
* @brief Test implementations | ||
* @returns void | ||
*/ | ||
static void test() { | ||
std::vector<int64_t> arr = {-5, 2, 3, 11, -2, 7, 0, 1}; | ||
range_queries::perSegTree tree; | ||
std::cout << "Elements before any updates are {"; | ||
for (uint32_t i = 0; i < arr.size(); ++i) { | ||
std::cout << arr[i]; | ||
if (i != arr.size() - 1) { | ||
std::cout << ","; | ||
} | ||
} | ||
std::cout << "}\n"; | ||
tree.construct( | ||
arr); // constructing the original segment tree (version = 0) | ||
std::cout << "Querying range sum on version 0 from index 2 to 4 = 3+11-2 = " | ||
<< tree.query(2, 4, 0) << '\n'; | ||
std::cout | ||
<< "Subtract 7 from all elements from index 1 to index 5 inclusive\n"; | ||
tree.update(1, 5, -7); // subtracting 7 from index 1 to index 5 | ||
std::cout << "Elements of the segment tree whose version = 1 (after 1 " | ||
"update) are {"; | ||
for (uint32_t i = 0; i < arr.size(); ++i) { | ||
std::cout << tree.query(i, i, 1); | ||
if (i != arr.size() - 1) { | ||
std::cout << ","; | ||
} | ||
} | ||
std::cout << "}\n"; | ||
std::cout << "Add 10 to all elements from index 0 to index 7 inclusive\n"; | ||
tree.update(0, 7, 10); // adding 10 to all elements | ||
std::cout << "Elements of the segment tree whose version = 2 (after 2 " | ||
"updates) are {"; | ||
for (uint32_t i = 0; i < arr.size(); ++i) { | ||
std::cout << tree.query(i, i, 2); | ||
if (i != arr.size() - 1) { | ||
std::cout << ","; | ||
} | ||
} | ||
std::cout << "}\n"; | ||
std::cout << "Number of segment trees (versions) now = " << tree.size() | ||
<< '\n'; | ||
std::cout << "Querying range sum on version 0 from index 3 to 5 = 11-2+7 = " | ||
<< tree.query(3, 5, 0) << '\n'; | ||
std::cout << "Querying range sum on version 1 from index 3 to 5 = 4-9+0 = " | ||
<< tree.query(3, 5, 1) << '\n'; | ||
} | ||
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/** | ||
* @brief Main function | ||
* @returns 0 on exit | ||
*/ | ||
int main() { | ||
test(); // run self-test implementations | ||
return 0; | ||
} |