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首頁資料庫mysql教程Redis源码分析(六)---ziplist压缩列表

ziplist和之前我解析过的adlist列表名字看上去的很像,但是作用却完全不同。之前的adlist主要针对的是普通的数据链表操作。而今天的ziplist指的是压缩链表,为什么叫压缩链表呢,因为链表中我们一般常用pre,next来指明当前的结点的前一个指针或当前的结点的

ziplist和之前我解析过的adlist列表名字看上去的很像,但是作用却完全不同。之前的adlist主要针对的是普通的数据链表操作。而今天的ziplist指的是压缩链表,为什么叫压缩链表呢,因为链表中我们一般常用pre,next来指明当前的结点的前一个指针或当前的结点的下一个指针,这其实是在一定程度上占据了比较多的内存空间,ziplist采用了长度的表示方法,整个ziplist其实是超级长的字符串,通过里面各个结点的长度,上一个结点的长度等信息,通过快速定位实现相关操作,而且编写者,在长度上也做了动态分配字节的方法,表示长度,避免了一定的内存耗费,比如一个结点的字符串长度每个都很短,而你使用好几个字节表示字符串的长度,显然造成大量浪费,所以在长度表示方面,ziplist 就做到了压缩,也体现了压缩的性能。ziplist 用在什么地方呢,ziplist 就是用在我们平常最常用的一个命令rpush,lpush等这些往链表添加数据的方法,这些数据就是存在ziplist 中的。之后我们会看到相应的实现方法。

在学习ziplist的开始,一定要理解他的结构,关于这一点,必须花一定时间想想,要不然不太容易明白人家的设计。下面是我的理解,帮助大家理解:

/* The ziplist is a specially encoded dually linked list that is designed
 * to be very memory efficient. It stores both strings and integer values,
 * where integers are encoded as actual integers instead of a series of
 * characters. It allows push and pop operations on either side of the list
 * in O(1) time. However, because every operation requires a reallocation of
 * the memory used by the ziplist, the actual complexity is related to the
 * amount of memory used by the ziplist.
 *
 * ziplist是一个编码后的列表,特殊的设计使得内存操作非常有效率,此列表可以同时存放
 * 字符串和整数类型,列表可以在头尾各边支持推加和弹出操作在O(1)常量时间,但是,因为每次
 * 操作设计到内存的重新分配释放,所以加大了操作的复杂性
 * ----------------------------------------------------------------------------
 *
 * ziplist的结构组成:
 * ZIPLIST OVERALL LAYOUT:
 * The general layout of the ziplist is as follows:
 * <zlbytes><zltail><zllen><entry><entry><zlend>
 *
 * <zlbytes> is an unsigned integer to hold the number of bytes that the
 * ziplist occupies. This value needs to be stored to be able to resize the
 * entire structure without the need to traverse it first.
 * <zipbytes>代表着ziplist占有的字节数,这方便当重新调整大小的时候不需要重新从头遍历
 * 
 * <zltail> is the offset to the last entry in the list. This allows a pop
 * operation on the far side of the list without the need for full traversal.
 * <zltail>记录了最后一个entry的位置在列表中,可以方便快速在列表末尾弹出操作
 *
 * <zllen> is the number of entries.When this value is larger than 2**16-2,
 * we need to traverse the entire list to know how many items it holds.
 * <zllen>记录的是ziplist里面entry数据结点的总数
 *
 * <zlend> is a single byte special value, equal to 255, which indicates the
 * end of the list.
 * <zlend>代表的是结束标识别,用单字节表示,值是255,就是11111111
 *
 * ZIPLIST ENTRIES:
 * Every entry in the ziplist is prefixed by a header that contains two pieces
 * of information. First, the length of the previous entry is stored to be
 * able to traverse the list from back to front. Second, the encoding with an
 * optional string length of the entry itself is stored.
 * 每个entry数据结点主要包含2部分信息,第一个,上一个结点的长度,主要就可以可以从任意结点从后往前遍历整个列表
 * 第二个,编码字符串的方式的类型保存
 *
 * The length of the previous entry is encoded in the following way:
 * If this length is smaller than 254 bytes, it will only consume a single
 * byte that takes the length as value. When the length is greater than or
 * equal to 254, it will consume 5 bytes. The first byte is set to 254 to
 * indicate a larger value is following. The remaining 4 bytes take the
 * length of the previous entry as value.
 * 之前的数据结点的字符串长度的长度少于254个字节,他将消耗单个字节,一个字节8位,最大可表示长度为2的8次方
 * 当字符串的长度大于254个字节,则用5个字节表示,第一个字节被设置成254,其余的4个字节占据的长度为之前的数据结点的长度
 *
 * The other header field of the entry itself depends on the contents of the
 * entry. When the entry is a string, the first 2 bits of this header will hold
 * the type of encoding used to store the length of the string, followed by the
 * actual length of the string. When the entry is an integer the first 2 bits
 * are both set to 1. The following 2 bits are used to specify what kind of
 * integer will be stored after this header. An overview of the different
 * types and encodings is as follows:
 * 头部信息中的另一个值记录着编码的方式,当编码的是字符串,头部的前2位为00,01,10共3种
 * 如果编码的是整型数字的时候,则头部的前2位为11,代表的是整数编码,后面2位代表什么类型整型值将会在头部后面被编码
 * 00-int16_t, 01-int32_t, 10-int64_t, 11-24 bit signed,还有比较特殊的2个,11111110-8 bit signed,
 * 1111 0000 - 1111 1101,代表的是整型值0-12,头尾都已经存在,都不能使用,与传统的通过固定的指针表示长度,这么做的好处实现
 * 可以更合理的分配内存
 *
 * String字符串编码的3种形式
 * |00pppppp| - 1 byte
 *      String value with length less than or equal to 63 bytes (6 bits).
 * |01pppppp|qqqqqqqq| - 2 bytes
 *      String value with length less than or equal to 16383 bytes (14 bits).
 * |10______|qqqqqqqq|rrrrrrrr|ssssssss|tttttttt| - 5 bytes
 *      String value with length greater than or equal to 16384 bytes.
 * |11000000| - 1 byte
 *      Integer encoded as int16_t (2 bytes).
 * |11010000| - 1 byte
 *      Integer encoded as int32_t (4 bytes).
 * |11100000| - 1 byte
 *      Integer encoded as int64_t (8 bytes).
 * |11110000| - 1 byte
 *      Integer encoded as 24 bit signed (3 bytes).
 * |11111110| - 1 byte
 *      Integer encoded as 8 bit signed (1 byte).
 * |1111xxxx| - (with xxxx between 0000 and 1101) immediate 4 bit integer.
 *      Unsigned integer from 0 to 12. The encoded value is actually from
 *      1 to 13 because 0000 and 1111 can not be used, so 1 should be
 *      subtracted from the encoded 4 bit value to obtain the right value.
 * |11111111| - End of ziplist.
 *
 * All the integers are represented in little endian byte order.
 *
 * ----------------------------------------------------------------------------
希望大家能仔细反复阅读,理解作者的设计思路,下面给出的他的实际结构体的定义: 
/* 实际存放数据的数据结点 */
typedef struct zlentry {
	//prevrawlen为上一个数据结点的长度,prevrawlensize为记录该长度数值所需要的字节数
    unsigned int prevrawlensize, prevrawlen;
    //len为当前数据结点的长度,lensize表示表示当前长度表示所需的字节数
    unsigned int lensize, len;
    //数据结点的头部信息长度的字节数
    unsigned int headersize;
    //编码的方式
    unsigned char encoding;
    //数据结点的数据(已包含头部等信息),以字符串形式保存
    unsigned char *p;
} zlentry;
/* <zlentry>的结构图线表示 <pre_node_len>(上一结点的长度信息)<node_encode>(本结点的编码方式和编码数据的长度信息)<node>(本结点的编码数据) */
我们看一下里面比较核心的操作,插入操作,里面涉及指针的各种来回移动,这些都是内存地址的调整:
/* Insert item at "p". */
/* 插入操作的实现 */
static unsigned char *__ziplistInsert(unsigned char *zl, unsigned char *p, unsigned char *s, unsigned int slen) {
    size_t curlen = intrev32ifbe(ZIPLIST_BYTES(zl)), reqlen;
    unsigned int prevlensize, prevlen = 0;
    size_t offset;
    int nextdiff = 0;
    unsigned char encoding = 0;
    long long value = 123456789; /* initialized to avoid warning. Using a value
                                    that is easy to see if for some reason
                                    we use it uninitialized. */
    zlentry tail;

    /* Find out prevlen for the entry that is inserted. */
    //寻找插入的位置
    if (p[0] != ZIP_END) {
    	//定位到指定位置
        ZIP_DECODE_PREVLEN(p, prevlensize, prevlen);
    } else {
    	//如果插入的位置是尾结点,直接定位到尾结点,看第一个字节的就可以判断
        unsigned char *ptail = ZIPLIST_ENTRY_TAIL(zl);
        if (ptail[0] != ZIP_END) {
            prevlen = zipRawEntryLength(ptail);
        }
    }

    /* See if the entry can be encoded */
    if (zipTryEncoding(s,slen,&value,&encoding)) {
        /* &#39;encoding&#39; is set to the appropriate integer encoding */
        reqlen = zipIntSize(encoding);
    } else {
        /* &#39;encoding&#39; is untouched, however zipEncodeLength will use the
         * string length to figure out how to encode it. */
        reqlen = slen;
    }
    /* We need space for both the length of the previous entry and
     * the length of the payload. */
    reqlen += zipPrevEncodeLength(NULL,prevlen);
    reqlen += zipEncodeLength(NULL,encoding,slen);

    /* When the insert position is not equal to the tail, we need to
     * make sure that the next entry can hold this entry&#39;s length in
     * its prevlen field. */
    nextdiff = (p[0] != ZIP_END) ? zipPrevLenByteDiff(p,reqlen) : 0;

    /* Store offset because a realloc may change the address of zl. */
    //调整大小,为新结点的插入预留空间
    offset = p-zl;
    zl = ziplistResize(zl,curlen+reqlen+nextdiff);
    p = zl+offset;

    /* Apply memory move when necessary and update tail offset. */
    if (p[0] != ZIP_END) {
        /* Subtract one because of the ZIP_END bytes */
        //如果插入的位置不是尾结点,则挪动位置
        memmove(p+reqlen,p-nextdiff,curlen-offset-1+nextdiff);

        /* Encode this entry&#39;s raw length in the next entry. */
        zipPrevEncodeLength(p+reqlen,reqlen);

        /* Update offset for tail */
        ZIPLIST_TAIL_OFFSET(zl) =
            intrev32ifbe(intrev32ifbe(ZIPLIST_TAIL_OFFSET(zl))+reqlen);

        /* When the tail contains more than one entry, we need to take
         * "nextdiff" in account as well. Otherwise, a change in the
         * size of prevlen doesn&#39;t have an effect on the *tail* offset. */
        tail = zipEntry(p+reqlen);
        if (p[reqlen+tail.headersize+tail.len] != ZIP_END) {
            ZIPLIST_TAIL_OFFSET(zl) =
                intrev32ifbe(intrev32ifbe(ZIPLIST_TAIL_OFFSET(zl))+nextdiff);
        }
    } else {
    	//如果是尾结点,直接设置新尾结点
        /* This element will be the new tail. */
        ZIPLIST_TAIL_OFFSET(zl) = intrev32ifbe(p-zl);
    }

    /* When nextdiff != 0, the raw length of the next entry has changed, so
     * we need to cascade the update throughout the ziplist */
    if (nextdiff != 0) {
        offset = p-zl;
        zl = __ziplistCascadeUpdate(zl,p+reqlen);
        p = zl+offset;
    }

    /* Write the entry */
    //写入新的数据结点信息
    p += zipPrevEncodeLength(p,prevlen);
    p += zipEncodeLength(p,encoding,slen);
    if (ZIP_IS_STR(encoding)) {
        memcpy(p,s,slen);
    } else {
        zipSaveInteger(p,value,encoding);
    }
    
    //更新列表的长度加1
    ZIPLIST_INCR_LENGTH(zl,1);
    return zl;
}
下面是删除操作:
/* Delete "num" entries, starting at "p". Returns pointer to the ziplist. */
/* 删除方法涉及p指针的滑动,后面的地址内容都需要滑动 */
static unsigned char *__ziplistDelete(unsigned char *zl, unsigned char *p, unsigned int num) {
    unsigned int i, totlen, deleted = 0;
    size_t offset;
    int nextdiff = 0;
    zlentry first, tail;

    first = zipEntry(p);
    for (i = 0; p[0] != ZIP_END && i < num; i++) {
        p += zipRawEntryLength(p);
        deleted++;
    }

    totlen = p-first.p;
    if (totlen > 0) {
        if (p[0] != ZIP_END) {
            /* Storing `prevrawlen` in this entry may increase or decrease the
             * number of bytes required compare to the current `prevrawlen`.
             * There always is room to store this, because it was previously
             * stored by an entry that is now being deleted. */
            nextdiff = zipPrevLenByteDiff(p,first.prevrawlen);
            p -= nextdiff;
            zipPrevEncodeLength(p,first.prevrawlen);

            /* Update offset for tail */
            ZIPLIST_TAIL_OFFSET(zl) =
                intrev32ifbe(intrev32ifbe(ZIPLIST_TAIL_OFFSET(zl))-totlen);

            /* When the tail contains more than one entry, we need to take
             * "nextdiff" in account as well. Otherwise, a change in the
             * size of prevlen doesn&#39;t have an effect on the *tail* offset. */
            tail = zipEntry(p);
            if (p[tail.headersize+tail.len] != ZIP_END) {
                ZIPLIST_TAIL_OFFSET(zl) =
                   intrev32ifbe(intrev32ifbe(ZIPLIST_TAIL_OFFSET(zl))+nextdiff);
            }

            /* Move tail to the front of the ziplist */
            memmove(first.p,p,
                intrev32ifbe(ZIPLIST_BYTES(zl))-(p-zl)-1);
        } else {
            /* The entire tail was deleted. No need to move memory. */
            ZIPLIST_TAIL_OFFSET(zl) =
                intrev32ifbe((first.p-zl)-first.prevrawlen);
        }

        /* Resize and update length */
        //调整列表大小
        offset = first.p-zl;
        zl = ziplistResize(zl, intrev32ifbe(ZIPLIST_BYTES(zl))-totlen+nextdiff);
        ZIPLIST_INCR_LENGTH(zl,-deleted);
        p = zl+offset;

        /* When nextdiff != 0, the raw length of the next entry has changed, so
         * we need to cascade the update throughout the ziplist */
        if (nextdiff != 0)
            zl = __ziplistCascadeUpdate(zl,p);
    }
    return zl;
}
该方法的意思是从index索引对应的结点开始算起,删除num个结点,这是删除的最原始的方法,其他方法都是对此方法的包装。

下面我们看看我们在redis命令行中输入的lpush或rpush调用的是什么方法呢?调用的形式:

zl = ziplistPush(zl, (unsigned char*)"foo", 3, ZIPLIST_TAIL);
    zl = ziplistPush(zl, (unsigned char*)"quux", 4, ZIPLIST_TAIL);
    zl = ziplistPush(zl, (unsigned char*)"hello", 5, ZIPLIST_HEAD);
/* 在列表2边插入数据的方法 */
unsigned char *ziplistPush(unsigned char *zl, unsigned char *s, unsigned int slen, int where) {
    unsigned char *p;
    //这里开始直接定位
    p = (where == ZIPLIST_HEAD) ? ZIPLIST_ENTRY_HEAD(zl) : ZIPLIST_ENTRY_END(zl);
    //组后调用插入数据的insert方法
    return __ziplistInsert(zl,p,s,slen);
}
到最后还是调用了insert方法。在写之前看了一些别人分析的ziplist分析,感觉有些说的的都很粗略,还是自己仔细过一遍心里会清楚很多,建议大家多多阅读源码。每个人侧重点都是不一样的。最后给出头文件和比较关键的宏定义:
/* zip列表的末尾值 */
#define ZIP_END 255
/* zip列表的最大长度 */
#define ZIP_BIGLEN 254

/* Different encoding/length possibilities */
/* 不同的编码 */
#define ZIP_STR_MASK 0xc0
#define ZIP_INT_MASK 0x30
#define ZIP_STR_06B (0 << 6)
#define ZIP_STR_14B (1 << 6)
#define ZIP_STR_32B (2 << 6)
#define ZIP_INT_16B (0xc0 | 0<<4)
#define ZIP_INT_32B (0xc0 | 1<<4)
#define ZIP_INT_64B (0xc0 | 2<<4)
#define ZIP_INT_24B (0xc0 | 3<<4)
#define ZIP_INT_8B 0xfe

/* 4 bit integer immediate encoding */
#define ZIP_INT_IMM_MASK 0x0f    //后续的好多运算都需要与掩码进行位运算
#define ZIP_INT_IMM_MIN 0xf1    /* 11110001 */
#define ZIP_INT_IMM_MAX 0xfd    /* 11111101 */   //最大值不能为11111111,这跟最末尾的结点重复了
#define ZIP_INT_IMM_VAL(v) (v & ZIP_INT_IMM_MASK)

#define INT24_MAX 0x7fffff
#define INT24_MIN (-INT24_MAX - 1)

/* Macro to determine type */
#define ZIP_IS_STR(enc) (((enc) & ZIP_STR_MASK) < ZIP_STR_MASK)

/* Utility macros */
/* 下面是一些用来到时能够直接定位的数值偏移量 */
#define ZIPLIST_BYTES(zl)       (*((uint32_t*)(zl)))
#define ZIPLIST_TAIL_OFFSET(zl) (*((uint32_t*)((zl)+sizeof(uint32_t))))
#define ZIPLIST_LENGTH(zl)      (*((uint16_t*)((zl)+sizeof(uint32_t)*2)))
#define ZIPLIST_HEADER_SIZE     (sizeof(uint32_t)*2+sizeof(uint16_t))
#define ZIPLIST_ENTRY_HEAD(zl)  ((zl)+ZIPLIST_HEADER_SIZE)
#define ZIPLIST_ENTRY_TAIL(zl)  ((zl)+intrev32ifbe(ZIPLIST_TAIL_OFFSET(zl)))
#define ZIPLIST_ENTRY_END(zl)   ((zl)+intrev32ifbe(ZIPLIST_BYTES(zl))-1)
.h文件: 
/*
 * Copyright (c) 2009-2012, Pieter Noordhuis <pcnoordhuis at gmail dot com>
 * Copyright (c) 2009-2012, Salvatore Sanfilippo <antirez at gmail dot com>
 * All rights reserved.
 *
 * Redistribution and use in source and binary forms, with or without
 * modification, are permitted provided that the following conditions are met:
 *
 *   * Redistributions of source code must retain the above copyright notice,
 *     this list of conditions and the following disclaimer.
 *   * Redistributions in binary form must reproduce the above copyright
 *     notice, this list of conditions and the following disclaimer in the
 *     documentation and/or other materials provided with the distribution.
 *   * Neither the name of Redis nor the names of its contributors may be used
 *     to endorse or promote products derived from this software without
 *     specific prior written permission.
 *
 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
 * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
 * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
 * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
 * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
 * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
 * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
 * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
 * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
 * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
 * POSSIBILITY OF SUCH DAMAGE.
 */

/* 标记列表头节点和尾结点的标识 */
#define ZIPLIST_HEAD 0
#define ZIPLIST_TAIL 1

unsigned char *ziplistNew(void);    //创建新列表
unsigned char *ziplistPush(unsigned char *zl, unsigned char *s, unsigned int slen, int where);  //像列表中推入数据
unsigned char *ziplistIndex(unsigned char *zl, int index);   //索引定位到列表的某个位置
unsigned char *ziplistNext(unsigned char *zl, unsigned char *p);   //获取当前列表位置的下一个值
unsigned char *ziplistPrev(unsigned char *zl, unsigned char *p);   //获取当期列表位置的前一个值
unsigned int ziplistGet(unsigned char *p, unsigned char **sval, unsigned int *slen, long long *lval);   //获取列表的信息
unsigned char *ziplistInsert(unsigned char *zl, unsigned char *p, unsigned char *s, unsigned int slen); //向列表中插入数据
unsigned char *ziplistDelete(unsigned char *zl, unsigned char **p); //列表中删除某个结点
unsigned char *ziplistDeleteRange(unsigned char *zl, unsigned int index, unsigned int num);   //从index索引对应的结点开始算起,删除num个结点
unsigned int ziplistCompare(unsigned char *p, unsigned char *s, unsigned int slen);   //列表间的比较方法
unsigned char *ziplistFind(unsigned char *p, unsigned char *vstr, unsigned int vlen, unsigned int skip); //在列表中寻找某个结点
unsigned int ziplistLen(unsigned char *zl);   //返回列表的长度
size_t ziplistBlobLen(unsigned char *zl);   //返回列表的二进制长度,返回的是字节数
陳述
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MySQL數據庫升級的步驟包括:1.備份數據庫,2.停止當前MySQL服務,3.安裝新版本MySQL,4.啟動新版本MySQL服務,5.恢復數據庫。升級過程需注意兼容性問題,並可使用高級工具如PerconaToolkit進行測試和優化。

您可以使用MySQL的不同備份策略是什麼?您可以使用MySQL的不同備份策略是什麼?Apr 30, 2025 am 12:28 AM

MySQL備份策略包括邏輯備份、物理備份、增量備份、基於復制的備份和雲備份。 1.邏輯備份使用mysqldump導出數據庫結構和數據,適合小型數據庫和版本遷移。 2.物理備份通過複製數據文件,速度快且全面,但需數據庫一致性。 3.增量備份利用二進制日誌記錄變化,適用於大型數據庫。 4.基於復制的備份通過從服務器備份,減少對生產系統的影響。 5.雲備份如AmazonRDS提供自動化解決方案,但成本和控制需考慮。選擇策略時應考慮數據庫大小、停機容忍度、恢復時間和恢復點目標。

什麼是mySQL聚類?什麼是mySQL聚類?Apr 30, 2025 am 12:28 AM

MySQLclusteringenhancesdatabaserobustnessandscalabilitybydistributingdataacrossmultiplenodes.ItusestheNDBenginefordatareplicationandfaulttolerance,ensuringhighavailability.Setupinvolvesconfiguringmanagement,data,andSQLnodes,withcarefulmonitoringandpe

如何優化數據庫架構設計以在MySQL中的性能?如何優化數據庫架構設計以在MySQL中的性能?Apr 30, 2025 am 12:27 AM

在MySQL中優化數據庫模式設計可通過以下步驟提升性能:1.索引優化:在常用查詢列上創建索引,平衡查詢和插入更新的開銷。 2.表結構優化:通過規範化或反規範化減少數據冗餘,提高訪問效率。 3.數據類型選擇:使用合適的數據類型,如INT替代VARCHAR,減少存儲空間。 4.分區和分錶:對於大數據量,使用分區和分錶分散數據,提升查詢和維護效率。

您如何優化MySQL性能?您如何優化MySQL性能?Apr 30, 2025 am 12:26 AM

tooptimizemysqlperformance,lofterTheSeSteps:1)inasemproperIndexingTospeedUpqueries,2)使用ExplaintplaintoAnalyzeandoptimizequeryPerformance,3)ActiveServerConfigurationStersLikeTlikeTlikeTlikeIkeLikeIkeIkeLikeIkeLikeIkeLikeIkeLikeNodb_buffer_pool_sizizeandmax_connections,4)

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