Leetcode：LRUCache四个版本实现
浏览数：14 /
时间：2015年06月20日
题目
Design and implement a data structure for Least Recently Used (LRU) cache. It should support the following operations: get and set.
get(key) - Get the value (will always be positive) of the key if the key exists in the cache, otherwise return -1.set(key, value) - Set or insert the value if the key is not already present. When the cache reached its capacity, it should invalidate the least recently used item before inserting a new item.
链接：https://oj.leetcode.com/problems/lru-cache/
分析
1：维护最近最少（LRU）使用的cache
1）使用count计数，每次操作cache时（get、set），该cache的count置0，其余cache的count加1，count最大的为最近最少使用的cache
2）使用链表，每次操作cache时（get、set），将该cache移动至链表头，链表尾的cache为最近最少使用的cache
2：快速查找cache
1）使用stl::unordered_map存储cache地址（内部hashTable）
版本一
使用std::list维护LRU，链表中存储cache实际空间。Runtime: 248ms。
1 #include <list> 2 #include <unordered_map> 3 4 struct KeyValue { 5 KeyValue(int pKey, int pValue):key(pKey), value(pValue) {}; 6 int key; 7 int value; 8 }; 9 10 class LRUCache{ 11 public: 12 LRUCache(int capacity):_capacity(capacity) {}; 13 14 int get(int key); 15 void set(int key, int value); 16 17 private: 18 std::unordered_map<int, std::list<KeyValue>::iterator> keyToNodeItr; 19 std::list<KeyValue> lru; 20 21 int _capacity; 22 }; 23 24 void LRUCache::set(int key, int value) { 25 auto itr = keyToNodeItr.find(key); 26 if (itr != keyToNodeItr.end()) { // set value 27 itr->second->value = value; 28 KeyValue tmp(itr->second->key, itr->second->value); 29 keyToNodeItr.erase(itr->second->key); 30 lru.erase(itr->second); 31 lru.push_front(tmp); 32 } else { // insert value 33 if (lru.size() != _capacity) { 34 lru.push_front(KeyValue(key, value)); 35 } else { 36 // pop back lru 37 if (lru.size() != 0) { 38 keyToNodeItr.erase((lru.rbegin())->key); 39 lru.pop_back(); 40 } 41 lru.push_front(KeyValue(key, value)); 42 } 43 } 44 45 keyToNodeItr.insert(std::pair<int, std::list<KeyValue>::iterator>(key, lru.begin())); 46 } 47 48 int LRUCache::get(int key) { 49 auto itr = keyToNodeItr.find(key); 50 if (itr != keyToNodeItr.end()) { 51 int value = itr->second->value; 52 53 KeyValue tmp(itr->second->key, itr->second->value); 54 keyToNodeItr.erase(itr->second->key); 55 lru.erase(itr->second); 56 lru.push_front(tmp); 57 keyToNodeItr.insert(std::pair<int, std::list<KeyValue>::iterator>(key, lru.begin())); 58 59 return value; 60 } 61 return -1; 62 }
因为链表中存储的为cache的实际空间，因此当需要改变cache的位置时，链表及map都需要改变，开销较大。
版本二
使用std::list维护LRU，链表中存储cache的指针。Runtime：186ms。
1 #include <list> 2 #include <unordered_map> 3 4 struct KeyValue { 5 KeyValue(int pKey, int pValue):key(pKey), value(pValue) {}; 6 int key; 7 int value; 8 }; 9 10 class LRUCache{ 11 public: 12 LRUCache(int capacity):_capacity(capacity) {}; 13 14 int get(int key); 15 void set(int key, int value); 16 17 ~LRUCache(); 18 19 private: 20 std::unordered_map<int, std::list<KeyValue*>::iterator> keyToNodeItr; 21 std::list<KeyValue*> lru; 22 23 int _capacity; 24 }; 25 26 LRUCache::~LRUCache() { 27 for (auto itr = lru.begin(); itr != lru.end(); ++itr) { 28 delete *itr; 29 } 30 } 31 32 void LRUCache::set(int key, int value) { 33 auto itr = keyToNodeItr.find(key); 34 if (itr != keyToNodeItr.end()) { // set value 35 KeyValue* tmp = *(itr->second); 36 tmp->value = value; 37 lru.erase(itr->second); 38 lru.push_front(tmp); 39 itr->second = lru.begin(); // avoid invalid iterator 40 } else { // insert value 41 if (lru.size() == _capacity) { // pop back lru 42 KeyValue* tmp = *(lru.rbegin()); 43 keyToNodeItr.erase(tmp->key); 44 delete tmp; 45 lru.pop_back(); 46 } 47 lru.push_front(new KeyValue(key, value)); 48 keyToNodeItr.insert(std::pair<int, std::list<KeyValue*>::iterator>(key, lru.begin())); 49 } 50 } 51 52 int LRUCache::get(int key) { 53 auto itr = keyToNodeItr.find(key); 54 if (itr != keyToNodeItr.end()) { 55 KeyValue* kvPtr = *(itr->second); 56 lru.erase(itr->second); 57 lru.push_front(kvPtr); 58 itr->second = lru.begin(); 59 return kvPtr->value; 60 } 61 return -1; 62 }
需要注意的问题是map中存储的为list的迭代器，因此map中仍需要重新设置key到迭代器的映射，避免迭代器失效。
版本三
似乎std::list太笨重了，so实现轻量级双链表代替std::list。Runtime: 77ms。
1 struct BiListNode { 2 BiListNode() {}; 3 BiListNode(int key, int value):key(key), value(value) {}; 4 int key; 5 int value; 6 BiListNode* pre; 7 BiListNode* next; 8 }; 9 10 class BiList { 11 public: 12 BiList():_count(0) { 13 _head = new BiListNode(); 14 _head->pre = _head; 15 _head->next = _head; 16 } 17 18 void push_front(BiListNode* pNode); 19 20 void move_front(BiListNode* pNode); 21 22 BiListNode* begin() { 23 return _head->next; 24 } 25 26 BiListNode* rbegin() { 27 return _head->pre; 28 } 29 30 void pop_back(); 31 32 int size() { return _count; } 33 34 ~BiList(); 35 36 private: 37 BiListNode* _head; 38 int _count; 39 }; 40 41 void BiList::push_front(BiListNode* pNode) { 42 pNode->next = _head->next; 43 pNode->pre = _head; 44 _head->next->pre = pNode; 45 _head->next = pNode; 46 if (_head->pre == _head) { 47 _head->pre = pNode; 48 } 49 ++_count; 50 } 51 52 void BiList::move_front(BiListNode* pNode) { 53 if (pNode == _head->next) { 54 return; 55 } 56 pNode->pre->next = pNode->next; 57 pNode->next->pre = pNode->pre; 58 59 pNode->next = _head->next; 60 pNode->pre = _head; 61 62 _head->next->pre = pNode; 63 64 _head->next = pNode; 65 } 66 67 void BiList::pop_back() { 68 BiListNode* tailPtr = _head->pre; 69 tailPtr->pre->next = _head; 70 _head->pre = tailPtr->pre; 71 delete tailPtr; 72 --_count; 73 } 74 75 BiList::~BiList() { 76 for (BiListNode* itr = _head->next; itr != _head; itr = itr->next) { 77 delete itr; 78 } 79 delete _head; 80 } 81 82 83 class LRUCache { 84 public: 85 LRUCache(int capacity):_capacity(capacity) {}; 86 87 int get(int key); 88 89 void set(int key, int value); 90 91 private: 92 int _capacity; 93 94 BiList biList; 95 std::unordered_map<int, BiListNode*> keyToNodePtr; 96 }; 97 98 int LRUCache::get(int key) { 99 auto itr = keyToNodePtr.find(key); 100 if (itr != keyToNodePtr.end()) { 101 biList.move_front(itr->second); 102 return itr->second->value; 103 } 104 return -1; 105 } 106 107 void LRUCache::set(int key, int value) { 108 auto itr = keyToNodePtr.find(key); 109 if (itr != keyToNodePtr.end()) { // set value 110 itr->second->value = value; 111 biList.move_front(itr->second); 112 } else { // insert 113 if (biList.size() == _capacity) { 114 keyToNodePtr.erase((biList.rbegin())->key); 115 biList.pop_back(); 116 } 117 biList.push_front(new BiListNode(key, value)); 118 keyToNodePtr.insert(std::pair<int, BiListNode*>(key, biList.begin())); 119 } 120 }
自己实现的双链表仅有80行代码，代码运行效率大大提高。
版本四
双链表都自己实现了，就死磕到底，再自己实现个开链哈希表吧。Runtime：66ms。
1 struct BiListNode { 2 BiListNode() {}; 3 BiListNode(int key, int value):key(key), value(value) {}; 4 int key; 5 int value; 6 BiListNode* pre; 7 BiListNode* next; 8 }; 9 10 class BiList { 11 public: 12 BiList():_count(0) { 13 _head = new BiListNode(); 14 _head->pre = _head; 15 _head->next = _head; 16 } 17 18 void push_front(BiListNode* pNode); 19 20 void move_front(BiListNode* pNode); 21 22 BiListNode* begin() { 23 return _head->next; 24 } 25 26 BiListNode* rbegin() { 27 return _head->pre; 28 } 29 30 void pop_back(); 31 32 int size() { return _count; } 33 34 ~BiList(); 35 36 private: 37 BiListNode* _head; 38 int _count; 39 }; 40 41 void BiList::push_front(BiListNode* pNode) { 42 pNode->next = _head->next; 43 pNode->pre = _head; 44 _head->next->pre = pNode; 45 _head->next = pNode; 46 if (_head->pre == _head) { 47 _head->pre = pNode; 48 } 49 ++_count; 50 } 51 52 void BiList::move_front(BiListNode* pNode) { 53 if (pNode == _head->next) { 54 return; 55 } 56 pNode->pre->next = pNode->next; 57 pNode->next->pre = pNode->pre; 58 59 pNode->next = _head->next; 60 pNode->pre = _head; 61 62 _head->next->pre = pNode; 63 64 _head->next = pNode; 65 } 66 67 void BiList::pop_back() { 68 BiListNode* tailPtr = _head->pre; 69 tailPtr->pre->next = _head; 70 _head->pre = tailPtr->pre; 71 delete tailPtr; 72 --_count; 73 } 74 75 BiList::~BiList() { 76 for (BiListNode* itr = _head->next; itr != _head; itr = itr->next) { 77 delete itr; 78 } 79 delete _head; 80 } 81 82 struct hashNode { 83 hashNode(int key, BiListNode* ptr):key(key), ptr(ptr), next(NULL) {}; 84 int key; 85 BiListNode* ptr; 86 hashNode* next; 87 }; 88 89 class HashTable { 90 public: 91 HashTable(int capacity); 92 93 hashNode* find(int key); 94 95 void insert(int key, BiListNode* ptr); 96 97 void erase(int key); 98 99 ~HashTable(); 100 101 private: 102 int _capacity; 103 hashNode** hashArray; 104 }; 105 106 HashTable::HashTable(int capacity):_capacity(capacity) { 107 hashArray = new hashNode*[capacity]; 108 for (int i = 0; i < _capacity; ++i) { 109 hashArray[i] = NULL; 110 } 111 } 112 113 hashNode* HashTable::find(int key) { 114 for (hashNode* itr = hashArray[key % _capacity]; itr != NULL; 115 itr = itr->next) { 116 if (itr->key == key) { 117 return itr; 118 } 119 } 120 return NULL; 121 } 122 123 void HashTable::insert(int key, BiListNode* ptr) { 124 hashNode* tmp = new hashNode(key, ptr); 125 126 int relativeKey = key % _capacity; 127 128 if (hashArray[relativeKey] == NULL) { 129 hashArray[relativeKey] = tmp; 130 return; 131 } 132 133 tmp->next = hashArray[relativeKey]; 134 hashArray[relativeKey] = tmp; 135 } 136 137 void HashTable::erase(int key) { 138 for (hashNode* pre = hashArray[key % _capacity], *itr = pre; 139 itr != NULL; pre = itr, itr = itr->next) { 140 if (itr->key == key) { 141 if (itr != pre) 142 pre->next = itr->next; 143 else // head 144 hashArray[key % _capacity] = itr->next; 145 146 delete itr; 147 } 148 } 149 } 150 151 HashTable::~HashTable() { 152 for (int i = 0; i < _capacity; ++i) { 153 for (hashNode* itr = hashArray[i]; itr != NULL;) { 154 hashNode* tmp = itr; 155 itr = itr->next; 156 delete tmp; 157 } 158 } 159 delete [] hashArray; 160 } 161 162 class LRUCache { 163 public: 164 LRUCache(int capacity):_capacity(capacity) { 165 hashTable = new HashTable(1024); 166 }; 167 168 int get(int key); 169 170 void set(int key, int value); 171 172 ~LRUCache() { delete hashTable; } 173 174 private: 175 int _capacity; 176 BiList bilist; 177 HashTable* hashTable; 178 }; 179 180 int LRUCache::get(int key) { 181 hashNode* tmp = hashTable->find(key); 182 if (tmp != NULL) { 183 bilist.move_front(tmp->ptr); 184 return tmp->ptr->value; 185 } 186 return -1; 187 } 188 189 void LRUCache::set(int key, int value) { 190 hashNode* tmp = hashTable->find(key); 191 if (tmp != NULL) { // set 192 bilist.move_front(tmp->ptr); 193 tmp->ptr->value = value; 194 return; 195 } 196 197 // insert 198 if (bilist.size() == _capacity) { 199 hashTable->erase((bilist.rbegin())->key); 200 bilist.pop_back(); 201 } 202 203 bilist.push_front(new BiListNode(key, value)); 204 hashTable->insert(key, bilist.begin()); 205 }
开链哈希表72行代码
郑重声明：本站内容如果来自互联网及其他传播媒体，其版权均属原媒体及文章作者所有。转载目的在于传递更多信息及用于网络分享，并不代表本站赞同其观点和对其真实性负责，也不构成任何其他建议。
