|
1 |
| -class DoubleLinkedListNode { |
2 |
| - // Double Linked List Node built specifically for LFU Cache |
3 |
| - constructor (key, val) { |
| 1 | +class CacheNode { |
| 2 | + constructor (key, value, frequency) { |
4 | 3 | this.key = key
|
5 |
| - this.val = val |
6 |
| - this.freq = 0 |
7 |
| - this.next = null |
8 |
| - this.prev = null |
| 4 | + this.value = value |
| 5 | + this.frequency = frequency |
| 6 | + |
| 7 | + return Object.seal(this) |
9 | 8 | }
|
10 | 9 | }
|
11 | 10 |
|
12 |
| -class DoubleLinkedList { |
13 |
| - // Double Linked List built specifically for LFU Cache |
14 |
| - constructor () { |
15 |
| - this.head = new DoubleLinkedListNode(null, null) |
16 |
| - this.rear = new DoubleLinkedListNode(null, null) |
17 |
| - this.head.next = this.rear |
18 |
| - this.rear.prev = this.head |
19 |
| - } |
| 11 | +// This frequency map class will act like javascript Map DS with more two custom method refresh & insert |
| 12 | +class FrequencyMap extends Map { |
| 13 | + static get [Symbol.species] () { return Map } // for using Symbol.species we can access Map constructor @see -> https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Map/@@species |
| 14 | + get [Symbol.toStringTag] () { return '' } |
20 | 15 |
|
21 |
| - _positionNode (node) { |
22 |
| - // Helper function to position a node based on the frequency of the key |
23 |
| - while (node.prev.key && node.prev.freq > node.freq) { |
24 |
| - const node1 = node |
25 |
| - const node2 = node.prev |
26 |
| - node1.prev = node2.prev |
27 |
| - node2.next = node1.prev |
28 |
| - node1.next = node2 |
29 |
| - node2.prev = node1 |
30 |
| - } |
31 |
| - } |
| 16 | + /** |
| 17 | + * @method refresh |
| 18 | + * @description - It's revive a CacheNode, increment of this nodes frequency and refresh the frequencyMap via new incremented nodes frequency |
| 19 | + * @param {CacheNode} node |
| 20 | + */ |
| 21 | + refresh (node) { |
| 22 | + const { frequency } = node |
| 23 | + const freqSet = this.get(frequency) |
| 24 | + freqSet.delete(node) |
| 25 | + |
| 26 | + node.frequency++ |
32 | 27 |
|
33 |
| - add (node) { |
34 |
| - // Adds the given node to the end of the list (before rear) and positions it based on frequency |
35 |
| - const temp = this.rear.prev |
36 |
| - temp.next = node |
37 |
| - node.prev = temp |
38 |
| - this.rear.prev = node |
39 |
| - node.next = this.rear |
40 |
| - this._positionNode(node) |
| 28 | + this.insert(node) |
41 | 29 | }
|
42 | 30 |
|
43 |
| - remove (node) { |
44 |
| - // Removes and returns the given node from the list |
45 |
| - const tempLast = node.prev |
46 |
| - const tempNext = node.next |
47 |
| - node.prev = null |
48 |
| - node.next = null |
49 |
| - tempLast.next = tempNext |
50 |
| - tempNext.prev = tempLast |
| 31 | + /** |
| 32 | + * @method insert |
| 33 | + * @description - Add new CacheNode into HashSet by the frequency |
| 34 | + * @param {CacheNode} node |
| 35 | + */ |
| 36 | + insert (node) { |
| 37 | + const { frequency } = node |
51 | 38 |
|
52 |
| - return node |
| 39 | + if (!this.has(frequency)) { |
| 40 | + this.set(frequency, new Set()) |
| 41 | + } |
| 42 | + |
| 43 | + this.get(frequency).add(node) |
53 | 44 | }
|
54 | 45 | }
|
55 | 46 |
|
56 | 47 | class LFUCache {
|
57 |
| - // LFU Cache to store a given capacity of data |
58 |
| - // The Double Linked List is used to store the order of deletion from the cache |
59 |
| - // The rear.prev holds the most frequently used key and the head.next holds the least used key |
60 |
| - // When the number of elements reaches the capacity, the least frequently used item is removed before adding the next key |
61 |
| - constructor (capacity) { |
62 |
| - this.list = new DoubleLinkedList() |
63 |
| - this.capacity = capacity |
64 |
| - this.numKeys = 0 |
65 |
| - this.hits = 0 |
66 |
| - this.miss = 0 |
67 |
| - this.cache = {} |
68 |
| - } |
| 48 | + #capacity |
| 49 | + #frequencyMap |
69 | 50 |
|
70 |
| - cacheInfo () { |
71 |
| - // Return the details for the cache instance [hits, misses, capacity, current_size] |
72 |
| - return `CacheInfo(hits=${this.hits}, misses=${this.miss}, capacity=${this.capacity}, current size=${this.numKeys})` |
73 |
| - } |
| 51 | + /** |
| 52 | + * @param {number} capacity - The range of LFUCache |
| 53 | + * @returns {LFUCache} - sealed |
| 54 | + */ |
| 55 | + constructor (capacity) { |
| 56 | + this.#capacity = capacity |
| 57 | + this.#frequencyMap = new FrequencyMap() |
| 58 | + this.misses = 0 |
| 59 | + this.hits = 0 |
| 60 | + this.cache = new Map() |
| 61 | + |
| 62 | + return Object.seal(this) |
| 63 | + } |
| 64 | + |
| 65 | + /** |
| 66 | + * Get the capacity of the LFUCache |
| 67 | + * @returns {number} |
| 68 | + */ |
| 69 | + get capacity () { |
| 70 | + return this.#capacity |
| 71 | + } |
| 72 | + |
| 73 | + /** |
| 74 | + * Get the current size of LFUCache |
| 75 | + * @returns {number} |
| 76 | + */ |
| 77 | + get size () { |
| 78 | + return this.cache.size |
| 79 | + } |
| 80 | + |
| 81 | + /** |
| 82 | + * Set the capacity of the LFUCache if you decrease the capacity its removed CacheNodes following the LFU - least frequency used |
| 83 | + */ |
| 84 | + set capacity (newCapacity) { |
| 85 | + if (this.#capacity > newCapacity) { |
| 86 | + let diff = this.#capacity - newCapacity // get the decrement number of capacity |
| 87 | + |
| 88 | + while (diff--) { |
| 89 | + this.#removeCacheNode() |
| 90 | + } |
74 | 91 |
|
75 |
| - set (key, value) { |
76 |
| - // Sets the value for the input key and updates the Double Linked List |
77 |
| - if (!(key in this.cache)) { |
78 |
| - if (this.numKeys >= this.capacity) { |
79 |
| - const keyToDelete = this.list.head.next.key |
80 |
| - this.list.remove(this.cache[keyToDelete]) |
81 |
| - delete this.cache[keyToDelete] |
82 |
| - this.numKeys -= 1 |
| 92 | + this.cache.size === 0 && this.#frequencyMap.clear() |
83 | 93 | }
|
84 |
| - this.cache[key] = new DoubleLinkedListNode(key, value) |
85 |
| - this.list.add(this.cache[key]) |
86 |
| - this.numKeys += 1 |
87 |
| - } else { |
88 |
| - const node = this.list.remove(this.cache[key]) |
89 |
| - node.val = value |
90 |
| - this.list.add(node) |
| 94 | + |
| 95 | + this.#capacity = newCapacity |
91 | 96 | }
|
92 |
| - } |
93 | 97 |
|
94 |
| - get (key) { |
95 |
| - // Returns the value for the input key and updates the Double Linked List. Returns null if key is not present in cache |
96 |
| - if (key in this.cache) { |
97 |
| - this.hits += 1 |
98 |
| - this.list.add(this.list.remove(this.cache[key])) |
99 |
| - return this.cache[key].val |
| 98 | + get info () { |
| 99 | + return Object.freeze({ |
| 100 | + misses: this.misses, |
| 101 | + hits: this.hits, |
| 102 | + capacity: this.capacity, |
| 103 | + currentSize: this.size, |
| 104 | + leastFrequency: this.leastFrequency |
| 105 | + }) |
| 106 | + } |
| 107 | + |
| 108 | + get leastFrequency () { |
| 109 | + const freqCacheIterator = this.#frequencyMap.keys() |
| 110 | + let leastFrequency = freqCacheIterator.next().value || null |
| 111 | + |
| 112 | + // select the non-empty frequency Set |
| 113 | + while (this.#frequencyMap.get(leastFrequency)?.size === 0) { |
| 114 | + leastFrequency = freqCacheIterator.next().value |
| 115 | + } |
| 116 | + |
| 117 | + return leastFrequency |
| 118 | + } |
| 119 | + |
| 120 | + #removeCacheNode () { |
| 121 | + const leastFreqSet = this.#frequencyMap.get(this.leastFrequency) |
| 122 | + // Select the least recently used node from the least Frequency set |
| 123 | + const LFUNode = leastFreqSet.values().next().value |
| 124 | + |
| 125 | + leastFreqSet.delete(LFUNode) |
| 126 | + this.cache.delete(LFUNode.key) |
| 127 | + } |
| 128 | + |
| 129 | + /** |
| 130 | + * if key exist then return true otherwise false |
| 131 | + * @param {any} key |
| 132 | + * @returns {boolean} |
| 133 | + */ |
| 134 | + has (key) { |
| 135 | + key = String(key) // converted to string |
| 136 | + |
| 137 | + return this.cache.has(key) |
| 138 | + } |
| 139 | + |
| 140 | + /** |
| 141 | + * @method get |
| 142 | + * @description - This method return the value of key & refresh the frequencyMap by the oldNode |
| 143 | + * @param {string} key |
| 144 | + * @returns {any} |
| 145 | + */ |
| 146 | + get (key) { |
| 147 | + key = String(key) // converted to string |
| 148 | + |
| 149 | + if (this.cache.has(key)) { |
| 150 | + const oldNode = this.cache.get(key) |
| 151 | + this.#frequencyMap.refresh(oldNode) |
| 152 | + |
| 153 | + this.hits++ |
| 154 | + |
| 155 | + return oldNode.value |
| 156 | + } |
| 157 | + |
| 158 | + this.misses++ |
| 159 | + return null |
| 160 | + } |
| 161 | + |
| 162 | + /** |
| 163 | + * @method set |
| 164 | + * @description - This method stored the value by key & add frequency if it doesn't exist |
| 165 | + * @param {string} key |
| 166 | + * @param {any} value |
| 167 | + * @param {number} frequency |
| 168 | + * @returns {LFUCache} |
| 169 | + */ |
| 170 | + set (key, value, frequency = 1) { |
| 171 | + key = String(key) // converted to string |
| 172 | + |
| 173 | + if (this.#capacity === 0) { |
| 174 | + throw new RangeError('LFUCache ERROR: The Capacity is 0') |
| 175 | + } |
| 176 | + |
| 177 | + if (this.cache.has(key)) { |
| 178 | + const node = this.cache.get(key) |
| 179 | + node.value = value |
| 180 | + |
| 181 | + this.#frequencyMap.refresh(node) |
| 182 | + |
| 183 | + return this |
| 184 | + } |
| 185 | + |
| 186 | + // if the cache size is full, then it's delete the Least Frequency Used node |
| 187 | + if (this.#capacity === this.cache.size) { |
| 188 | + this.#removeCacheNode() |
| 189 | + } |
| 190 | + |
| 191 | + const newNode = new CacheNode(key, value, frequency) |
| 192 | + |
| 193 | + this.cache.set(key, newNode) |
| 194 | + this.#frequencyMap.insert(newNode) |
| 195 | + |
| 196 | + return this |
| 197 | + } |
| 198 | + |
| 199 | + /** |
| 200 | + * @method parse |
| 201 | + * @description - This method receive a valid LFUCache JSON & run JSON.prase() method and merge with existing LFUCache |
| 202 | + * @param {JSON} json |
| 203 | + * @returns {LFUCache} - merged |
| 204 | + */ |
| 205 | + parse (json) { |
| 206 | + const { misses, hits, cache } = JSON.parse(json) |
| 207 | + |
| 208 | + this.misses += misses ?? 0 |
| 209 | + this.hits += hits ?? 0 |
| 210 | + |
| 211 | + for (const key in cache) { |
| 212 | + const { value, frequency } = cache[key] |
| 213 | + this.set(key, value, frequency) |
| 214 | + } |
| 215 | + |
| 216 | + return this |
| 217 | + } |
| 218 | + |
| 219 | + /** |
| 220 | + * @method clear |
| 221 | + * @description - This method cleared the whole LFUCache |
| 222 | + * @returns {LFUCache} |
| 223 | + */ |
| 224 | + clear () { |
| 225 | + this.cache.clear() |
| 226 | + this.#frequencyMap.clear() |
| 227 | + |
| 228 | + return this |
| 229 | + } |
| 230 | + |
| 231 | + /** |
| 232 | + * @method toString |
| 233 | + * @description - This method generate a JSON format of LFUCache & return it. |
| 234 | + * @param {number} indent |
| 235 | + * @returns {string} - JSON |
| 236 | + */ |
| 237 | + toString (indent) { |
| 238 | + const replacer = (_, value) => { |
| 239 | + if (value instanceof Set) { |
| 240 | + return [...value] |
| 241 | + } |
| 242 | + |
| 243 | + if (value instanceof Map) { |
| 244 | + return Object.fromEntries(value) |
| 245 | + } |
| 246 | + |
| 247 | + return value |
| 248 | + } |
| 249 | + |
| 250 | + return JSON.stringify(this, replacer, indent) |
100 | 251 | }
|
101 |
| - this.miss += 1 |
102 |
| - return null |
103 |
| - } |
104 | 252 | }
|
105 | 253 |
|
106 |
| -export { LFUCache } |
| 254 | +export default LFUCache |
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