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feat: LRU (Least recently used) cache - different implementation (#2783)
* feat: add lru cache * test: add test to cover exception * test: add assert for exception message * review: change int to uint32_t * review: add header for std::uint32_t --------- Co-authored-by: realstealthninja <68815218+realstealthninja@users.noreply.github.com>
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others/lru_cache2.cpp
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277
others/lru_cache2.cpp
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/**
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* @file
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* @brief Implementation for [LRU Cache]
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* (https://en.wikipedia.org/wiki/Cache_replacement_policies#:~:text=Least%20Recently%20Used%20(LRU))
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*
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* @details
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* LRU discards the least recently used value.
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* Data structures used - doubly linked list and unordered_map
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*
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* unordered_map maps the key to the address of the node of the linked list.
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* If the element is accessed, the element is moved to the beginning of the
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* linked list.
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*
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* When the cache is full, the last element in the linked list is popped.
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*
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* @author [Karan Sharma](https://github.com/deDSeC00720)
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*/
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#include <cassert> // for assert
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#include <cstdint> // for std::uint32_t
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#include <iostream> // for std::cout
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#include <unordered_map> // for std::unordered_map
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/**
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* @namespace
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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
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* @brief Cache algorithm
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*/
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namespace Cache {
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/**
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* @class
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* @brief Node for a doubly linked list with data, prev and next pointers
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* @tparam T type of the data of the node
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*/
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template <typename T>
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class D_Node {
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public:
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T data; ///< data of the node
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D_Node<T> *prev; ///< previous node in the doubly linked list
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D_Node<T> *next; ///< next node in the doubly linked list
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explicit D_Node(T data) : data(data), prev(nullptr), next(nullptr) {}
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};
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template <typename K, typename V>
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using CacheNode = D_Node<std::pair<K, V>>;
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/**
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* @class
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* @brief LRUCache
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* @tparam K type of key in the LRU
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* @tparam V type of value in the LRU
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*/
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template <typename K, typename V>
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class LRUCache {
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CacheNode<K, V> *head; ///< head of the doubly linked list
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CacheNode<K, V> *tail; ///< tail of the doubly linked list
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std::uint32_t _capacity; ///< maximum capacity of the cache
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std::unordered_map<K, CacheNode<K, V> *>
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node_map; ///< maps the key to the node address
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public:
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/**
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* @brief Constructor, Initialize the head and tail pointers to nullptr and
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* initialize the _capacity of the cache
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* @param _capacity Total capacity of the cache
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*/
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explicit LRUCache(int _capacity)
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: head(nullptr), tail(nullptr), _capacity(_capacity) {}
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private:
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/**
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* @brief push the node to the front of the linked list.
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* @param node_ptr the node to be pushed
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*/
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void push_front(CacheNode<K, V> *node_ptr) {
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if (!head) {
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head = node_ptr;
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tail = node_ptr;
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return;
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}
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node_ptr->next = head;
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head->prev = node_ptr;
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head = node_ptr;
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}
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/**
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* @brief move the existing node in the list to the beginning of the list.
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* @param node_ptr node to be moved to the beginning.
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*/
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void make_recent(CacheNode<K, V> *node_ptr) {
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if (head == node_ptr) {
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return;
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}
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CacheNode<K, V> *prev = node_ptr->prev;
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CacheNode<K, V> *next = node_ptr->next;
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prev->next = next;
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if (next) {
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next->prev = prev;
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} else {
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tail = prev;
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}
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node_ptr->prev = nullptr;
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node_ptr->next = nullptr;
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push_front(node_ptr);
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}
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/**
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* @brief pop the last node in the linked list.
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*/
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void pop_back() {
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if (!head) {
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return;
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}
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if (head == tail) {
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delete head;
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head = nullptr;
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tail = nullptr;
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return;
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}
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CacheNode<K, V> *temp = tail;
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tail = tail->prev;
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tail->next = nullptr;
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delete temp;
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}
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public:
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/**
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* @brief upsert a key-value pair
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* @param key key of the key-value pair
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* @param value value of the key-value pair
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*/
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void put(K key, V value) {
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// update the value if key already exists
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if (node_map.count(key)) {
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node_map[key]->data.second = value;
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make_recent(node_map[key]);
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return;
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}
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// if the cache is full
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// remove the least recently used item
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if (node_map.size() == _capacity) {
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node_map.erase(tail->data.first);
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pop_back();
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}
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CacheNode<K, V> *newNode = new CacheNode<K, V>({key, value});
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node_map[key] = newNode;
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push_front(newNode);
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}
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/**
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* @brief get the value of the key-value pair if exists
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* @param key key of the key-value pair
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* @return the value mapped to the given key
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* @exception exception is thrown if the key is not present in the cache
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*/
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V get(K key) {
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if (!node_map.count(key)) {
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throw std::runtime_error("key is not present in the cache");
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}
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// move node to the beginning of the list
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V value = node_map[key]->data.second;
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make_recent(node_map[key]);
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return value;
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}
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/**
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* @brief Returns the number of items present in the cache.
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* @return number of items in the cache
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*/
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int size() const { return node_map.size(); }
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/**
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* @brief Returns the total capacity of the cache
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* @return Total capacity of the cache
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*/
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int capacity() const { return _capacity; }
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/**
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* @brief returns whether the cache is empty or not
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* @return true if the cache is empty, false otherwise.
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*/
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bool empty() const { return node_map.empty(); }
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/**
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* @brief destructs the cache, iterates on the map and deletes every node
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* present in the cache.
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*/
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~LRUCache() {
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auto it = node_map.begin();
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while (it != node_map.end()) {
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delete it->second;
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++it;
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}
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}
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};
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} // namespace Cache
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} // namespace others
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/**
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* @brief self test implementations
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* @return void
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*/
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static void test() {
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others::Cache::LRUCache<int, int> cache(5);
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// test the initial state of the cache
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assert(cache.size() == 0);
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assert(cache.capacity() == 5);
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assert(cache.empty());
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// test insertion in the cache
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cache.put(1, 10);
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cache.put(-2, 20);
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// test the state of cache after inserting some items
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assert(cache.size() == 2);
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assert(cache.capacity() == 5);
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assert(!cache.empty());
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// test getting items from the cache
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assert(cache.get(1) == 10);
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assert(cache.get(-2) == 20);
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cache.put(-3, -30);
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cache.put(4, 40);
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cache.put(5, -50);
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cache.put(6, 60);
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// test the state after inserting more items than the capacity
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assert(cache.size() == 5);
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assert(cache.capacity() == 5);
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assert(!cache.empty());
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// fetching 1 throws runtime_error
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// as 1 was evicted being the least recently used
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// when 6 was added
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try {
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cache.get(1);
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} catch (const std::runtime_error &e) {
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assert(std::string(e.what()) == "key is not present in the cache");
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}
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// test retrieval of all items in the cache
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assert(cache.get(-2) == 20);
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assert(cache.get(-3) == -30);
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assert(cache.get(4) == 40);
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assert(cache.get(5) == -50);
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assert(cache.get(6) == 60);
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std::cout << "test - passed\n";
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}
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/**
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* @brief main function
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* @return 0 on exit
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*/
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int main() {
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test(); // run the self test implementation
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return 0;
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}
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