基于Least Recently Used的前端缓存更新策略

关键字: 缓存 前端 JavaScript

今天在看vue的1.0.0版本的时候(git版本d8e9e2e),看到一个控制缓存的js(src/cache.js)。细细读了下,觉得这个算法不错,遂写出来和大家分享下。看注释也是yyx截取了某人写的工具的一部分(地址:https://github.com/rsms/js-lru)。

原理:通过双向链表实现Least Recently Used的算法,

           entry             entry             entry             entry        
           ______            ______            ______            ______       
          | head |.newer => |      |.newer => |      |.newer => | tail |      
.newest = |  A   |          |  B   |          |  C   |          |  D   | = .oldest
          |______| <= older.|______| <= older.|______| <= older.|______|      
                                                                             
       removed  <--  <--  <--  <--  <--  <--  <--  <--  <--  <--  <--  added

head -- 头指针,tail -- 尾指针。链表在初始化的时候会制定长度,每次新增对象的时候会将对象放入链表,更新新对象和尾指针的双向关系,然后将尾指针指向新的数据。如果超出链表长度则做弹出操作。
弹出操作就是头指针指向的对象(最老的)清除,同时移动头指针指向第二老的对象。
每次读取对象会将读取的对象置为最新。从链表中拿出(更新原位置左右两个对象的双向指向)放入最尾部(更新尾指针及双向指向)。
这样就能保证读取频率高的对象一直保存在缓存中,提高命中率。
代码如下

/**
 * A doubly linked list-based Least Recently Used (LRU)
 * cache. Will keep most recently used items while
 * discarding least recently used items when its limit is
 * reached. This is a bare-bone version of
 * Rasmus Andersson's js-lru:
 *
 *   https://github.com/rsms/js-lru
 *
 * @param {Number} limit
 * @constructor
 */

function Cache (limit) {
  this.size = 0
  this.limit = limit
  this.head = this.tail = undefined
  this._keymap = Object.create(null)
}

var p = Cache.prototype

/**
 * Put  into the cache associated with .
 * Returns the entry which was removed to make room for
 * the new entry. Otherwise undefined is returned.
 * (i.e. if there was enough room already).
 *
 * @param {String} key
 * @param {*} value
 * @return {Entry|undefined}
 */

p.put = function (key, value) {
  var entry = {
    key: key,
    value: value
  }
  this._keymap[key] = entry
  if (this.tail) {
    this.tail.newer = entry
    entry.older = this.tail
  } else {
    this.head = entry
  }
  this.tail = entry
  if (this.size === this.limit) {
    return this.shift()
  } else {
    this.size++
  }
}

/**
 * Purge the least recently used (oldest) entry from the
 * cache. Returns the removed entry or undefined if the
 * cache was empty.
 */

p.shift = function () {
  var entry = this.head
  if (entry) {
    this.head = this.head.newer
    this.head.older = undefined
    entry.newer = entry.older = undefined
    this._keymap[entry.key] = undefined
  }
  return entry
}

/**
 * Get and register recent use of . Returns the value
 * associated with  or undefined if not in cache.
 *
 * @param {String} key
 * @param {Boolean} returnEntry
 * @return {Entry|*}
 */

p.get = function (key, returnEntry) {
  var entry = this._keymap[key]
  if (entry === undefined) return
  if (entry === this.tail) {
    return returnEntry
      ? entry
      : entry.value
  }
  // HEAD--------------TAIL
  //   <.older   .newer>
  //  <--- add direction --
  //   A  B  C    E
  if (entry.newer) {
    if (entry === this.head) {
      this.head = entry.newer
    }
    entry.newer.older = entry.older // C <-- E.
  }
  if (entry.older) {
    entry.older.newer = entry.newer // C. --> E
  }
  entry.newer = undefined // D --x
  entry.older = this.tail // D. --> E
  if (this.tail) {
    this.tail.newer = entry // E. <-- D
  }
  this.tail = entry
  return returnEntry
    ? entry
    : entry.value
}

module.exports = Cache

vue还附带了单元测试,使用的是jasmine这个工具,代码如下

var Cache = require('../../../src/cache')

/**
 * Debug function to assert cache state
 *
 * @param {Cache} cache
 */

function toString (cache) {
  var s = ''
  var entry = cache.head
  while (entry) {
    s += String(entry.key) + ':' + entry.value
    entry = entry.newer
    if (entry) {
      s += ' < '
    }
  }
  return s
}

describe('Cache', function () {

  var c = new Cache(4)

  it('put', function () {
    c.put('adam', 29)
    c.put('john', 26)
    c.put('angela', 24)
    c.put('bob', 48)
    expect(c.size).toBe(4)
    expect(toString(c)).toBe('adam:29 < john:26 < angela:24 < bob:48')
  })

  it('get', function () {
    expect(c.get('adam')).toBe(29)
    expect(c.get('john')).toBe(26)
    expect(c.get('angela')).toBe(24)
    expect(c.get('bob')).toBe(48)
    expect(toString(c)).toBe('adam:29 < john:26 < angela:24 < bob:48')

    expect(c.get('angela')).toBe(24)
    // angela should now be the tail
    expect(toString(c)).toBe('adam:29 < john:26 < bob:48 < angela:24')
  })

  it('expire', function () {
    c.put('ygwie', 81)
    expect(c.size).toBe(4)
    expect(toString(c)).toBe('john:26 < bob:48 < angela:24 < ygwie:81')
    expect(c.get('adam')).toBeUndefined()
  })
})

好了就那么多,希望你会有收获。

祝爸爸妈妈身体健康!

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