redis源码学习-intset篇
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intset介绍
redis中的inset用来保存整数集合,适用于无重复数字,且数据量小的场合。
intset分析
c中的大小端模式:
**大端存储:**把一个数的低位字节序的内容存放到高地址处,高位字节序的内容存放在低地址处。
**小端存储:**把一个数的低位字节序的内容存放到低地址处,高位字节序的内容存放在高地址处。
在redis中,全部使用小端存储。因此,引入了/src/endianconv.h和/src/endianconv.c负责统一判断机器本地的方式并处理。
数据结构:
/* Note that these encodings are ordered, so:
* INTSET_ENC_INT16 < INTSET_ENC_INT32 < INTSET_ENC_INT64. */
#define INTSET_ENC_INT16 (sizeof(int16_t))
#define INTSET_ENC_INT32 (sizeof(int32_t))
#define INTSET_ENC_INT64 (sizeof(int64_t))
typedef struct intset {
uint32_t encoding;
uint32_t length;
int8_t contents[];
} intset;
encoding为类型,定义在宏INTSET_ENC_INT16 ,INTSET_ENC_INT32 ,INTSET_ENC_INT64 中。length为集合的长度,contents为集合。
其中encoding的编码方式取决于集合中最大的数,如果存在一个int64,那么整个inset的encoding都为int64.
创建:
/* Create an empty intset. */
intset *intsetNew(void) {
//调用zmalloc分配堆内存
intset *is = zmalloc(sizeof(intset));
//默认INTSET_ENC_INT16节约内存
is->encoding = intrev32ifbe(INTSET_ENC_INT16);
is->length = 0;
return is;
}
初始化时全部默认使用INTSET_ENC_INT16 来节约内存。
新增:
/* Insert an integer in the intset */
intset *intsetAdd(intset *is, int64_t value, uint8_t *success) {
//获取对应的value编码,看当前value是int几
uint8_t valenc = _intsetValueEncoding(value);
uint32_t pos;
if (success) *success = 1;
/* Upgrade encoding if necessary. If we need to upgrade, we know that
* this value should be either appended (if > 0) or prepended (if < 0),
* because it lies outside the range of existing values. */
//假如说当前编码大于inset的最大编码,需要执行升级和新增的操作了
if (valenc > intrev32ifbe(is->encoding)) {
/* This always succeeds, so we don't need to curry *success. */
return intsetUpgradeAndAdd(is,value);
} else {
/* Abort if the value is already present in the set.
* This call will populate "pos" with the right position to insert
* the value when it cannot be found. */
//查找当前value是否存在,同时找到小于value的最大值是哪个,将这个值赋给pos
if (intsetSearch(is,value,&pos)) {
if (success) *success = 0;
return is;
}
//多申请空间
is = intsetResize(is,intrev32ifbe(is->length)+1);
//如果没有找到当前value的前一个数字,那么就将pos数据后挪一位
if (pos < intrev32ifbe(is->length)) intsetMoveTail(is,pos,pos+1);
}
_intsetSet(is,pos,value);
is->length = intrev32ifbe(intrev32ifbe(is->length)+1);
return is;
}
/* Return the required encoding for the provided value. */
static uint8_t _intsetValueEncoding(int64_t v) {
if (v < INT32_MIN || v > INT32_MAX)
return INTSET_ENC_INT64;
else if (v < INT16_MIN || v > INT16_MAX)
return INTSET_ENC_INT32;
else
return INTSET_ENC_INT16;
}
编码升级且新增:
/* Upgrades the intset to a larger encoding and inserts the given integer. */
static intset *intsetUpgradeAndAdd(intset *is, int64_t value) {
uint8_t curenc = intrev32ifbe(is->encoding);
uint8_t newenc = _intsetValueEncoding(value);
int length = intrev32ifbe(is->length);
int prepend = value < 0 ? 1 : 0;
/* First set new encoding and resize */
is->encoding = intrev32ifbe(newenc);
is = intsetResize(is,intrev32ifbe(is->length)+1);
/* Upgrade back-to-front so we don't overwrite values.
* Note that the "prepend" variable is used to make sure we have an empty
* space at either the beginning or the end of the intset. */
//从最后开始,将原有的数据进行迁移
while(length--)
_intsetSet(is,length+prepend,_intsetGetEncoded(is,length,curenc));
/* Set the value at the beginning or the end. */
//如果当前value值小于0,那么set到集合的头部
if (prepend)
_intsetSet(is,0,value);
else
_intsetSet(is,intrev32ifbe(is->length),value);
is->length = intrev32ifbe(intrev32ifbe(is->length)+1);
return is;
}
新增时,需要在原先申请的内存之上realloc,假如说新增的value在当前intset中间,那么从value之后的都需要向后移动一个encoding
删除:
/* Delete integer from intset */
intset *intsetRemove(intset *is, int64_t value, int *success) {
uint8_t valenc = _intsetValueEncoding(value);
uint32_t pos;
if (success) *success = 0;
//如果当前要删除的value编码已经大于当前intset的编码格式,说明value肯定不在intset里,无需操作
if (valenc <= intrev32ifbe(is->encoding) && intsetSearch(is,value,&pos)) {
//将value转为小端存储
uint32_t len = intrev32ifbe(is->length);
/* We know we can delete */
if (success) *success = 1;
/* Overwrite value with tail and update length */
if (pos < (len-1)) intsetMoveTail(is,pos+1,pos);
is = intsetResize(is,len-1);
is->length = intrev32ifbe(len-1);
}
return is;
}
可以看到,删除时首先判断value的编码,假如编码明显不对那就什么都不做。在删除时并不做编码降级操作。由于此intset曾经出现过超大的数,那么再次出现的概率并不低,因此贸然降级的话,不仅当前需要处理intset的编码,而且以后升级的概况也很高,干脆多占点内存,避免麻烦与无用的时间消耗。
查找:
/* Determine whether a value belongs to this set */
uint8_t intsetFind(intset *is, int64_t value) {
uint8_t valenc = _intsetValueEncoding(value);
return valenc <= intrev32ifbe(is->encoding) && intsetSearch(is,value,NULL);
}
/* Search for the position of "value". Return 1 when the value was found and
* sets "pos" to the position of the value within the intset. Return 0 when
* the value is not present in the intset and sets "pos" to the position
* where "value" can be inserted. */
static uint8_t intsetSearch(intset *is, int64_t value, uint32_t *pos) {
int min = 0, max = intrev32ifbe(is->length)-1, mid = -1;
int64_t cur = -1;
/* The value can never be found when the set is empty */
//判断空值
if (intrev32ifbe(is->length) == 0) {
if (pos) *pos = 0;
return 0;
} else {
/* Check for the case where we know we cannot find the value,
* but do know the insert position. */
if (value > _intsetGet(is,max)) {
//假如说现value已经大于当前intset中的最大了,那么修改pos为value,更新pos为最大值
if (pos) *pos = intrev32ifbe(is->length);
return 0;
} else if (value < _intsetGet(is,0)) {
//如果说当现value比当前intset中最小的还小,修改pos为0,代表有最小的出现
if (pos) *pos = 0;
return 0;
}
}
//采用二分查找
while(max >= min) {
mid = ((unsigned int)min + (unsigned int)max) >> 1;
cur = _intsetGet(is,mid);
if (value > cur) {
min = mid+1;
} else if (value < cur) {
max = mid-1;
} else {
break;
}
}
if (value == cur) {
if (pos) *pos = mid;
return 1;
} else {
if (pos) *pos = min;
return 0;
}
}
/* Return the value at pos, using the configured encoding. */
static int64_t _intsetGet(intset *is, int pos) {
return _intsetGetEncoded(is,pos,intrev32ifbe(is->encoding));
}
/* Return the value at pos, given an encoding. */
static int64_t _intsetGetEncoded(intset *is, int pos, uint8_t enc) {
int64_t v64;
int32_t v32;
int16_t v16;
if (enc == INTSET_ENC_INT64) {
memcpy(&v64,((int64_t*)is->contents)+pos,sizeof(v64));
memrev64ifbe(&v64);
return v64;
} else if (enc == INTSET_ENC_INT32) {
memcpy(&v32,((int32_t*)is->contents)+pos,sizeof(v32));
memrev32ifbe(&v32);
return v32;
} else {
memcpy(&v16,((int16_t*)is->contents)+pos,sizeof(v16));
memrev16ifbe(&v16);
return v16;
}
}
由于intset里保存的为有序数组,故在这里直接使用二分查找。
总体来说,redis在设计intset的时候,就定下了intset是仅仅用来存储数字的集合,而且里边无法存储相同的数字,也因此采用了简单粗暴的二分查找,整体性能一般。时间复杂度在O(log2n) 的级别,更何况在每次新增或删除时都有批量移动的操作。
与redis的sds,dict,hyperloglog等数据结构相比,intset的整体优化不够,足够简单算是唯一的优点了把。