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feat: add lru caching algorithm (#1557)
* updating DIRECTORY.md * feat: add lru caching algorithm * removing clang tidy warnings * updating DIRECTORY.md * clang-format and clang-tidy fixes forfcb50fb7
* docs updated * clang-format and clang-tidy fixes foree18e3aa
* using list instead of bits/stdc++.h * clang-format and clang-tidy fixes for19d09e85
* Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * clang-format and clang-tidy fixes for4e223bc3
* Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * clang-format and clang-tidy fixes for4bea23ef
* using uint for non negative numbers * clang-format and clang-tidy fixes for87e7df55
* Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * clang-format and clang-tidy fixes forb423fd4b
* suggestions applied * clang-format and clang-tidy fixes fore3ba29eb
* Update others/lru_cache.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * clang-format and clang-tidy fixes forbdeee3da
Co-authored-by: github-actions <${GITHUB_ACTOR}@users.noreply.github.com> Co-authored-by: David Leal <halfpacho@gmail.com> Co-authored-by: Abhinn Mishra <49574460+mishraabhinn@users.noreply.github.com>
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parent
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@ -242,6 +242,7 @@
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* [Fast Integer Input](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/fast_integer_input.cpp)
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* [Fast Integer Input](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/fast_integer_input.cpp)
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* [Happy Number](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/happy_number.cpp)
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* [Happy Number](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/happy_number.cpp)
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* [Iterative Tree Traversals](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/iterative_tree_traversals.cpp)
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* [Iterative Tree Traversals](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/iterative_tree_traversals.cpp)
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* [Lru Cache](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/lru_cache.cpp)
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* [Matrix Exponentiation](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/matrix_exponentiation.cpp)
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* [Matrix Exponentiation](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/matrix_exponentiation.cpp)
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* [Palindrome Of Number](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/palindrome_of_number.cpp)
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* [Palindrome Of Number](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/palindrome_of_number.cpp)
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* [Paranthesis Matching](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/paranthesis_matching.cpp)
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* [Paranthesis Matching](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/others/paranthesis_matching.cpp)
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@ -24,7 +24,7 @@ class hash_chain {
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};
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};
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std::vector<std::shared_ptr<Node>> head; ///< array of nodes
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std::vector<std::shared_ptr<Node>> head; ///< array of nodes
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int _mod; ///< modulus of the class
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int _mod; ///< modulus of the class
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public:
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public:
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/**
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/**
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@ -164,7 +164,8 @@ int main() {
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case 3:
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case 3:
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std::cout << "Enter element to generate hash = " << std::endl;
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std::cout << "Enter element to generate hash = " << std::endl;
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std::cin >> x;
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std::cin >> x;
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std::cout << "Hash of " << x << " is = " << mychain.hash(x) << std::endl;
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std::cout << "Hash of " << x << " is = " << mychain.hash(x)
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<< std::endl;
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break;
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break;
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case 4:
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case 4:
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mychain.display();
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mychain.display();
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268
others/lru_cache.cpp
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268
others/lru_cache.cpp
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/**
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* @file
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* @brief An implementation of
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* [LRU
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* Cache](https://en.wikipedia.org/wiki/Cache_replacement_policies#Least_recently_used_(LRU)).
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* Lru is a part of cache algorithms (also frequently called cache replacement
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* algorithms or cache replacement policies).
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*
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* ### Logic
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* * Discards the least recently used items first.
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* * This algorithm requires keeping track of what was used when, which is
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* expensive if one wants to make sure the algorithm always discards the least
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* recently used item.
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* * General implementations of this technique require keeping "age bits"
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* for cache-lines and track the "Least Recently Used" cache-line based on
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* age-bits.
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* * In such an implementation, every time a cache-line is used, the age of
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* all other cache-lines changes
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*
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* ### Algorithm explanation
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* For a cache of page frame x:
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* * Check if the page is present in cache.
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* * If not present, then check is the cache is full or not:
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* * If the cache is full, REMOVE the last element from the cache.
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* * If the element is present in cache, then shift that element to
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* first position in cache from its original position.
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* * This way you can keep the least recently used elements in the
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* last and most recently used in front of the cache.
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*
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* Every time a requested page is not found in cache, that is a miss or page
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* fault, and if the page is present in cache, then its a hit.
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*
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* ## Data Structure used
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* * In the algorithm below we used two different data structure, one is linked
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* list and other one is a hash map
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* * The linked list is used to contain the pages and the hash map contains the
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* pages and their address.
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* * Every time a new page is requested, we first check in the hash map if the
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* page is present or not.
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* * If not present, and the cache is full, we simply delete the last entry in
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* the cache.
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* * If present, we shift that page from its current location to beginning of
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* the cache and update the address in hash map for that page.
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*
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* @author [Nitin Sharma](https://github.com/foo290)
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* */
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#include <cassert> /// for assert
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#include <iostream> /// for IO Operations
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#include <list> /// for std::list
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#include <unordered_map> /// for std::unordered_map
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/**
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* @namespace others
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* @brief Other algorithms
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*/
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namespace others {
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/**
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* @namespace lru_cache
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* @brief Implementation of the [LRU caching
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* algorithm](https://en.wikipedia.org/wiki/Cache_replacement_policies#Least_recently_used_(LRU))
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*/
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namespace lru_cache {
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/**
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* @brief LRU cache class
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*/
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class LRUCache {
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uint64_t pageFrame; ///< Page frame, or total size of the cache.
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std::list<uint64_t> cache; ///< Cache linked list (using the STL)
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std::unordered_map<uint64_t, std::list<uint64_t>::iterator>
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pageMap; ///< Hash map containing pages and their addresses
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uint64_t hits =
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0; ///< Total number of hits, or total number of times a page
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///< was found in cache.
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uint64_t pageFault = 0; ///< Total number of miss/page fault, or total
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///< number of times a page was not found in cache
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public:
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/**
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* @brief Constructor, Initialize thee LRU class with page frame.
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* @param pf Page frame or total size of cache.
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* */
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explicit LRUCache(uint64_t pf) { pageFrame = pf; }
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/**
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* @brief Refer to a page, or request a page from memory.
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* @param page The page that you are referring to.
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* @returns void
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* */
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void refer(uint64_t page) {
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// If the page requested not in cache.
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if (pageMap.find(page) == pageMap.end()) {
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pageFault++; ///< Increase the page fault by one.
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// Check if the cache is full
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if (cache.size() == pageFrame) {
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// delete the last page from cache
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uint64_t lastPage = cache.back();
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cache.pop_back();
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pageMap.erase(lastPage);
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}
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}
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// The requested page is in the cache
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else {
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hits++;
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// present in cache, erase from current position to bring in front
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cache.erase(pageMap[page]);
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}
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// Push it in the front of the cache and update the page reference in
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// page map.
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cache.push_front(page);
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pageMap[page] = cache.begin();
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}
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/**
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* @brief A function to display the current cache
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* @returns Void
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* */
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void display() {
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for (uint64_t &it : cache) {
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std::cout << it << " ";
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}
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std::cout << std::endl;
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}
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/**
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* @brief A function to get page hits
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* @returns int
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* */
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uint64_t getHits() const { return hits; }
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/**
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* @brief A function to get page fault
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* @returns int
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* */
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uint64_t getPageFault() const { return pageFault; }
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};
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} // namespace lru_cache
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} // namespace others
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namespace lru_tests {
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/**
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* @brief A function to print given message on console.
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* @tparam T Type of the given message.
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* @returns void
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* */
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template <typename T>
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void log(T msg) {
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// It's just to avoid writing cout and endl
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std::cout << "[TESTS] : ---> " << msg << std::endl;
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}
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/**
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* @brief A simple test case
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* The assert statement will check expected hist and miss to resultant hits and
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* miss
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* @returns void
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* */
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static void test_1() {
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uint64_t expected_hits = 2;
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uint64_t expected_pageFault = 4;
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log("Running Test-1...");
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others::lru_cache::LRUCache cache(4);
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cache.refer(1);
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cache.refer(2);
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cache.refer(5);
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cache.refer(1);
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cache.refer(4);
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cache.refer(5);
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log("Checking assert statement...");
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assert(cache.getHits() == expected_hits &&
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cache.getPageFault() == expected_pageFault);
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log("Assert successful!");
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log("Test-1 complete!");
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}
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/**
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* @brief A test case contains hits more than cache size
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* The assert statement will check expected hist and miss to resultant hits and
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* miss
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* @returns void
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* */
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static void test_2() {
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uint64_t expected_hits = 4;
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uint64_t expected_pageFault = 2;
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log("Running Test-2...");
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others::lru_cache::LRUCache cache(4);
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cache.refer(1);
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cache.refer(1);
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cache.refer(1);
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cache.refer(1);
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cache.refer(1);
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cache.refer(5);
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log("Checking assert statement...");
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assert(cache.getHits() == expected_hits &&
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cache.getPageFault() == expected_pageFault);
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log("Assert successful!");
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log("Test-2 complete!");
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}
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/**
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* @brief A simple test case
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* The assert statement will check expected hist and miss to resultant hits and
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* miss
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* @returns void
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* */
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static void test_3() {
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uint64_t expected_hits = 1;
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uint64_t expected_pageFault = 5;
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log("Running Test-3...");
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others::lru_cache::LRUCache cache(4);
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cache.refer(1);
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cache.refer(2);
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cache.refer(3);
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cache.refer(4);
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cache.refer(5);
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cache.refer(5);
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log("Checking assert statement...");
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assert(cache.getHits() == expected_hits &&
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cache.getPageFault() == expected_pageFault);
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log("Assert successful!");
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log("Test-3 complete!");
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}
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/**
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* @brief A function to invoke all test cases
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* @returns void
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* */
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static void run_tests() {
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test_1();
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test_2();
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test_3();
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log("");
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log("TESTS COMPLETED!");
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}
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} // namespace lru_tests
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/**
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* @brief Main function
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* @returns 0 on exit
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*/
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int main() {
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lru_tests::run_tests();
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// Usage
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others::lru_cache::LRUCache cache(4);
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cache.refer(1);
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cache.refer(2);
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cache.refer(3);
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cache.refer(4);
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cache.refer(5);
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cache.refer(5);
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cache.display();
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std::cout << "Hits: " << cache.getHits()
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<< " Miss: " << cache.getPageFault() << std::endl;
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return 0;
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}
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