Redis中渐进式rehash

Redis一共支持5种数据结构，hash是其中的一种，在hash扩容的时候采用的是渐进式rehash的方式。要想深入理解渐进式rehash，首先要了解以下Redis中hash的数据结构。

哈希表节点

typedef struct dictEntry {
    void *key; // 键
    union {
        void *val;
        uint64_t u64;
        int64_t s64;
        double d;
    } v; // 值
    struct dictEntry *next; // 下一个节点
} dictEntry;

哈希表

/* This is our hash table structure. Every dictionary has two of this as we
 * implement incremental rehashing, for the old to the new table. */
typedef struct dictht {
    dictEntry **table; // 哈希表数组
    unsigned long size; // 哈希表大小
    unsigned long sizemask; // 掩码，计算索引值，size-1
    unsigned long used; // 哈希表已有节点的数量
} dictht;

字典

typedef struct dict {
    dictType *type; // 类型特定函数
    void *privdata; // 私有数据
    dictht ht[2]; // 哈希表
    // rehash索引
    long rehashidx; /* rehashing not in progress if rehashidx == -1 */
    unsigned long iterators; /* number of iterators currently running */
} dict;

特定函数

typedef struct dictType {
    // 计算哈希值的函数
    uint64_t (*hashFunction)(const void *key);
    // 复制键的函数
    void *(*keyDup)(void *privdata, const void *key);
    // 复制值的函数
    void *(*valDup)(void *privdata, const void *obj);
    // 对比键的函数
    int (*keyCompare)(void *privdata, const void *key1, const void *key2);
    // 销毁键的函数
    void (*keyDestructor)(void *privdata, void *key);
    // 销毁值的函数
    void (*valDestructor)(void *privdata, void *obj);
} dictType;

字典中包含一个数据结构dictht的ht数组，一般情况下字典只是用ht[0]用来存储数据，ht[1]在rehash时使用。

哈希算法原理

当向字典中添加一个元素时（假设此时 rehashidx = -1，也就是没有进行rehash），首先通过dict->type->hashFunction计算该元素的hash值，然后通过hash & dict->ht[x].sizemask计算哈希地址index。如果该元素对应的下标没有数据，则直接添加，否则采用链地址法添加到hash对应index元素的链表尾部。

rehash原理

随着操作的不断执行，哈希表中的元素会逐渐增加或者减少，为了让哈希表的负载因子维持在一个合理的范围内，程序需要对哈希表的大小进行相应的扩容和收缩。步骤如下：

1. 为ht[1]哈希表分配空间。如果是扩容操作，ht[1]的大小为第一个大于等于ht[0].used*2的2的n次方幂，如果是收缩操作，ht[1]的大小为第一个大于等于ht[0].used的2的n次方幂

2. 将保存在ht[0]中的所有键值对rehash到ht[1]：rehash指的是重新计算键的哈希值和索引值，然后将键值对放到ht[1]对应位置上

3. 当ht[0]包含的所有键值对都迁移到ht[1]之后，释放ht[0]，将ht[1]设置为ht[0]，并在ht[1]新创建一个空白哈希表，为下一次rehash做准备

渐进式rehash原理

在扩容和收缩的时候，如果哈希字典中有很多元素，一次性将这些键全部rehash到ht[1]的话，可能会导致服务器在一段时间内停止服务。所以，采用渐进式rehash的方式，详细步骤如下：

1. 为ht[1]分配空间，让字典同时持有ht[0]和ht[1]两个哈希表

2. 将rehashindex的值设置为0，表示rehash工作正式开始

3. 在rehash期间，每次对字典执行增删改查操作是，程序除了执行指定的操作以外，还会顺带将ht[0]哈希表在rehashindex索引上的所有键值对rehash到ht[1]，当rehash工作完成以后，rehashindex的值+1

4. 随着字典操作的不断执行，最终会在某一时间段上ht[0]的所有键值对都会被rehash到ht[1]，这时将rehashindex的值设置为-1，表示rehash操作结束

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   https://www.imdb.com/list/ls085325642/?ref_=otl_q2
   https://www.imdb.com/list/ls085325699/?ref_=otl_a6
   https://www.imdb.com/list/ls085325256/?ref_=otl_c1
   https://www.imdb.com/list/ls085325237/?ref_=otl_98
   https://www.imdb.com/list/ls085325261/?ref_=otl_6c
   https://www.imdb.com/list/ls085325241/?ref_=otl_k9
   https://www.imdb.com/list/ls085325290/?ref_=otl_la
   https://www.imdb.com/list/ls085325454/?ref_=otl_m3
   https://www.imdb.com/list/ls085325472/?ref_=otl_oc
   https://www.imdb.com/list/ls085325430/?ref_=otl_68
   https://www.imdb.com/list/ls085325434/?ref_=otl_j0
   https://www.imdb.com/list/ls085325428/?ref_=otl_hb
   https://www.imdb.com/list/ls085325444/?ref_=otl_4u
   https://www.imdb.com/list/ls085325914/?ref_=otl_0m
   https://www.imdb.com/list/ls085325967/?ref_=otl_j5
   https://www.imdb.com/list/ls085325928/?ref_=otl_o5
   https://www.imdb.com/list/ls085325989/?ref_=otl_20
   https://www.imdb.com/list/ls085325806/?ref_=otl_ws
   https://www.imdb.com/list/ls085325879/?ref_=otl_9q
   https://www.imdb.com/list/ls085325818/?ref_=otl_r5
   https://www.imdb.com/list/ls085325863/?ref_=otl_cq
   https://www.imdb.com/list/ls085325868/?ref_=otl_31
   https://www.imdb.com/list/ls085325897/?ref_=otl_04
   https://www.imdb.com/list/ls085325898/?ref_=otl_o2
   https://www.imdb.com/list/ls085327057/?ref_=otl_pw
   https://www.imdb.com/list/ls085327070/?ref_=otl_ia
   https://www.imdb.com/list/ls085327018/?ref_=otl_ht
   https://www.imdb.com/list/ls085327033/?ref_=otl_36
   https://www.imdb.com/list/ls085327022/?ref_=otl_f0
   https://www.imdb.com/list/ls085327043/?ref_=otl_km
   https://www.imdb.com/list/ls085327579/?ref_=otl_7x
   https://www.imdb.com/list/ls085327514/?ref_=otl_77
   https://www.imdb.com/list/ls085327527/?ref_=otl_p4
   https://www.imdb.com/list/ls085327546/?ref_=otl_7t
   https://www.imdb.com/list/ls085327700/?ref_=otl_k4
   https://www.imdb.com/list/ls085327709/?ref_=otl_a8
   https://www.imdb.com/list/ls085327715/?ref_=otl_mz
   https://www.imdb.com/list/ls085327719/?ref_=otl_me
   https://www.imdb.com/list/ls085327766/?ref_=otl_t4
   https://www.imdb.com/list/ls085327726/?ref_=otl_qb
   https://www.imdb.com/list/ls085327786/?ref_=otl_zd
   https://www.imdb.com/list/ls085327103/?ref_=otl_rp
   https://www.imdb.com/list/ls085327131/?ref_=otl_tf
   https://www.imdb.com/list/ls085327122/?ref_=otl_ss
   https://www.imdb.com/list/ls085327144/?ref_=otl_2n
   https://www.imdb.com/list/ls085327183/?ref_=otl_35
   https://www.imdb.com/list/ls085327303/?ref_=otl_0q
   https://www.imdb.com/list/ls085327374/?ref_=otl_ea
   https://www.imdb.com/list/ls085327335/?ref_=otl_9j
   https://www.imdb.com/list/ls085327342/?ref_=otl_tb
   https://www.imdb.com/list/ls085327394/?ref_=otl_p5
   https://www.imdb.com/list/ls085327604/?ref_=otl_m8
   https://www.imdb.com/list/ls085327651/?ref_=otl_aj
   https://www.imdb.com/list/ls085327613/?ref_=otl_9i
   https://www.imdb.com/list/ls085327614/?ref_=otl_58
   https://www.imdb.com/list/ls085327666/?ref_=otl_ib
   https://www.imdb.com/list/ls085327627/?ref_=otl_dn
   https://www.imdb.com/list/ls085327697/?ref_=otl_x5
   https://www.imdb.com/list/ls085327687/?ref_=otl_sg
   https://www.imdb.com/list/ls085327205/?ref_=otl_ca
   https://www.imdb.com/list/ls085327250/?ref_=otl_41
   https://www.imdb.com/list/ls085327216/?ref_=otl_ou
   https://www.imdb.com/list/ls085327230/?ref_=otl_ae
   https://www.imdb.com/list/ls085327221/?ref_=otl_qo
   https://www.imdb.com/list/ls085327228/?ref_=otl_sg
   https://www.imdb.com/list/ls085327291/?ref_=otl_aa
   https://www.imdb.com/list/ls085327281/?ref_=otl_22
   https://www.imdb.com/list/ls085327474/?ref_=otl_wo
   https://www.imdb.com/list/ls085327413/?ref_=otl_9r
   https://www.imdb.com/list/ls085327420/?ref_=otl_2z
   https://www.imdb.com/list/ls085327429/?ref_=otl_6l
   https://www.imdb.com/list/ls085327492/?ref_=otl_ey
   https://www.imdb.com/list/ls085327903/?ref_=otl_dp
   https://www.imdb.com/list/ls085327916/?ref_=otl_bq
   https://www.imdb.com/list/ls085327918/?ref_=otl_ln
   https://www.imdb.com/list/ls085327982/?ref_=otl_gv
   https://www.imdb.com/list/ls085327807/?ref_=otl_wp
   https://www.imdb.com/list/ls085327875/?ref_=otl_5f
   https://www.imdb.com/list/ls085327815/?ref_=otl_0v
   https://www.imdb.com/list/ls085327864/?ref_=otl_wi
   https://www.imdb.com/list/ls085327826/?ref_=otl_j8
   https://www.imdb.com/list/ls085327843/?ref_=otl_6a
   https://www.imdb.com/list/ls085327881/?ref_=otl_6q
   https://www.imdb.com/list/ls085321004/?ref_=otl_5s
   https://www.imdb.com/list/ls085321057/?ref_=otl_8c
   https://www.imdb.com/list/ls085321074/?ref_=otl_02
   https://www.imdb.com/list/ls085321019/?ref_=otl_60
   https://www.imdb.com/list/ls085321021/?ref_=otl_y6
   https://www.imdb.com/list/ls085321040/?ref_=otl_27
   https://www.imdb.com/list/ls085321099/?ref_=otl_67
   https://www.imdb.com/list/ls085321082/?ref_=otl_e5
   https://www.imdb.com/list/ls085321579/?ref_=otl_z7
   https://www.imdb.com/list/ls085321516/?ref_=otl_pr
   https://www.imdb.com/list/ls085321539/?ref_=otl_2e
   https://www.imdb.com/list/ls085321520/?ref_=otl_hw
   https://www.imdb.com/list/ls085321597/?ref_=otl_hp
   https://www.imdb.com/list/ls085321580/?ref_=otl_hl
   https://www.imdb.com/list/ls085321750/?ref_=otl_c9
   https://www.imdb.com/list/ls085321759/?ref_=otl_jc
   https://www.imdb.com/list/ls085321729/?ref_=otl_0k
   https://www.imdb.com/list/ls085321746/?ref_=otl_90
   https://www.imdb.com/list/ls085321789/?ref_=otl_3c
   https://www.imdb.com/list/ls085321151/?ref_=otl_gm
   https://www.imdb.com/list/ls085321178/?ref_=otl_ke
   https://www.imdb.com/list/ls085321135/?ref_=otl_r3
   https://www.imdb.com/list/ls085321127/?ref_=otl_m8
   https://www.imdb.com/list/ls085321147/?ref_=otl_7o
   https://www.imdb.com/list/ls085321185/?ref_=otl_lo
   https://www.imdb.com/list/ls085321300/?ref_=otl_62
   https://www.imdb.com/list/ls085321255/?ref_=otl_1z
   https://www.imdb.com/list/ls085321254/?ref_=otl_3k
   https://www.imdb.com/list/ls085321232/?ref_=otl_hp
   https://www.imdb.com/list/ls085321228/?ref_=otl_x9
   https://www.imdb.com/list/ls085321298/?ref_=otl_n2
   https://www.imdb.com/list/ls085321400/?ref_=otl_0b
   https://www.imdb.com/list/ls085321479/?ref_=otl_j3
   https://www.imdb.com/list/ls085321412/?ref_=otl_uh
   https://www.imdb.com/list/ls085321466/?ref_=otl_hf
   https://www.imdb.com/list/ls085321427/?ref_=otl_mh
   https://www.imdb.com/list/ls085321448/?ref_=otl_ar
   https://www.imdb.com/list/ls085321492/?ref_=otl_4e
   https://www.imdb.com/list/ls085321956/?ref_=otl_u8
   https://www.imdb.com/list/ls085321977/?ref_=otl_l9
   https://www.imdb.com/list/ls085321935/?ref_=otl_73
   https://www.imdb.com/list/ls085321934/?ref_=otl_82
   https://www.imdb.com/list/ls085321928/?ref_=otl_rp
   https://www.imdb.com/list/ls085321944/?ref_=otl_uu
   https://www.imdb.com/list/ls085321982/?ref_=otl_z3
   https://www.imdb.com/list/ls085321805/?ref_=otl_br
   https://www.imdb.com/list/ls085321859/?ref_=otl_y0
   https://www.imdb.com/list/ls085321872/?ref_=otl_y0
   https://www.imdb.com/list/ls085321865/?ref_=otl_p5
   https://www.imdb.com/list/ls085321864/?ref_=otl_8q
   https://www.imdb.com/list/ls085321848/?ref_=otl_4b
   https://www.imdb.com/list/ls085321898/?ref_=otl_sp
   https://www.imdb.com/list/ls085323057/?ref_=otl_mf
   https://www.imdb.com/list/ls085323070/?ref_=otl_fq
   https://www.imdb.com/list/ls085323016/?ref_=otl_ah
   https://www.imdb.com/list/ls085323031/?ref_=otl_h8
   https://www.imdb.com/list/ls085323069/?ref_=otl_9r
   https://www.imdb.com/list/ls085323029/?ref_=otl_uu
   https://www.imdb.com/list/ls085323080/?ref_=otl_8k
   https://www.imdb.com/list/ls085323084/?ref_=otl_el
   https://www.imdb.com/list/ls085323558/?ref_=otl_1c
   https://www.imdb.com/list/ls085323515/?ref_=otl_eo
   https://www.imdb.com/list/ls085323563/?ref_=otl_h5
   https://www.imdb.com/list/ls085323569/?ref_=otl_8a
   https://www.imdb.com/list/ls085323548/?ref_=otl_kw
   https://www.imdb.com/list/ls085323592/?ref_=otl_uh
   https://www.imdb.com/list/ls085323704/?ref_=otl_u2
   https://www.imdb.com/list/ls085323752/?ref_=otl_vv
   https://www.imdb.com/list/ls085332357/?ref_=otl_88
   https://www.imdb.com/list/ls085332374/?ref_=otl_uq
   https://www.imdb.com/list/ls085332314/?ref_=otl_26
   https://www.imdb.com/list/ls085332338/?ref_=otl_07
   https://www.imdb.com/list/ls085332324/?ref_=otl_c6
   https://www.imdb.com/list/ls085332342/?ref_=otl_3l
   https://www.imdb.com/list/ls085332609/?ref_=otl_v8
   https://www.imdb.com/list/ls085332659/?ref_=otl_m3
   https://www.imdb.com/list/ls085332611/?ref_=otl_9f
   https://www.imdb.com/list/ls085332632/?ref_=otl_90
   https://www.imdb.com/list/ls085332620/?ref_=otl_gi
   https://www.imdb.com/list/ls085332622/?ref_=otl_8l

渐进式rehash采用的是一种分而治之的方式，将rehash的操作分摊在每一个的访问中，避免集中式rehash而带来的庞大计算量。

需要注意的是在渐进式rehash的过程，如果有增删改查操作时，如果index大于rehashindex，访问ht[0]，否则访问ht[1]