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Redis(六):list/lpush/lrange/lpop 命令源码解析

等你归去来 人气:0

  上一篇讲了hash数据类型的相关实现方法,没有茅塞顿开也至少知道redis如何搞事情的了吧。

  本篇咱们继续来看redis中的数据类型的实现: list 相关操作实现。

  

  同样,我们以使用者的角度,开始理解list提供的功能,相应的数据结构承载,再到具体实现,以这样一个思路来理解redis之list。

 

零、redis list相关操作方法

  从官方的手册中可以查到相关的使用方法。

1> BLPOP key1 [key2] timeout
功能: 移出并获取列表的第一个元素, 如果列表没有元素会阻塞列表直到等待超时或发现可弹出元素为止。(LPOP的阻塞版本)
返回值: 获取到元素的key和被弹出的元素值

2> BRPOP key1 [key2 ] timeout
功能: 移出并获取列表的最后一个元素, 如果列表没有元素会阻塞列表直到等待超时或发现可弹出元素为止。(RPOP 的阻塞版本)
返回值: 获取到元素的key和被弹出的元素值

3> BRPOPLPUSH source destination timeout
功能: 从列表中弹出一个值,将弹出的元素插入到另外一个列表中并返回它; 如果列表没有元素会阻塞列表直到等待超时或发现可弹出元素为止。(RPOPLPUSH 的阻塞版本)
返回值: 被转移的元素值或者为nil

4> LINDEX key index
功能: 通过索引获取列表中的元素
返回值: 查找到的元素值,超出范围时返回nil

5> LINSERT key BEFORE|AFTER pivot value
功能: 在列表的元素前或者后插入元素
返回值: 插入后的list长度

6> LLEN key
功能: 获取列表长度
返回值: 列表长度

7> LPOP key
功能: 移出并获取列表的第一个元素
返回值: 第一个元素或者nil

8> LPUSH key value1 [value2]
功能: 将一个或多个值插入到列表头部
返回值: 插入后的list长度

9> LPUSHX key value
将一个值插入到已存在的列表头部,如果key不存在则不做任何操作
返回值: 插入后的list长度

10> LRANGE key start stop
功能: 获取列表指定范围内的元素 (包含起止边界)
返回值: 值列表

11> LREM key count value
功能: 移除列表元素, count>0:移除正向匹配的count个元素,count<0:移除逆向匹配的count个元素, count=0,只移除匹配的元素
返回值: 移除的元素个数

12> LSET key index value
功能: 通过索引设置列表元素的值
返回值: OK or err

13> LTRIM key start stop
功能: 对一个列表进行修剪(trim),就是说,让列表只保留指定区间内的元素,不在指定区间之内的元素都将被删除。
返回值: OK

14> RPOP key
功能: 移除列表的最后一个元素,返回值为移除的元素。
返回值: 最后一个元素值或者nil

15> RPOPLPUSH source destination
功能: 移除列表的最后一个元素,并将该元素添加到另一个列表并返回
返回值: 被转移的元素

16> RPUSH key value1 [value2]
功能: 在列表中添加一个或多个值
返回值: 插入后的list长度

17> RPUSHX key value
功能: 为已存在的列表添加值
返回值: 插入后的list长度

 

  redis中的实现方法定义如下:

    {"rpush",rpushCommand,-3,"wmF",0,NULL,1,1,1,0,0},
    {"lpush",lpushCommand,-3,"wmF",0,NULL,1,1,1,0,0},
    {"rpushx",rpushxCommand,3,"wmF",0,NULL,1,1,1,0,0},
    {"lpushx",lpushxCommand,3,"wmF",0,NULL,1,1,1,0,0},
    {"linsert",linsertCommand,5,"wm",0,NULL,1,1,1,0,0},
    {"rpop",rpopCommand,2,"wF",0,NULL,1,1,1,0,0},
    {"lpop",lpopCommand,2,"wF",0,NULL,1,1,1,0,0},
    {"brpop",brpopCommand,-3,"ws",0,NULL,1,1,1,0,0},
    {"brpoplpush",brpoplpushCommand,4,"wms",0,NULL,1,2,1,0,0},
    {"blpop",blpopCommand,-3,"ws",0,NULL,1,-2,1,0,0},
    {"llen",llenCommand,2,"rF",0,NULL,1,1,1,0,0},
    {"lindex",lindexCommand,3,"r",0,NULL,1,1,1,0,0},
    {"lset",lsetCommand,4,"wm",0,NULL,1,1,1,0,0},
    {"lrange",lrangeCommand,4,"r",0,NULL,1,1,1,0,0},
    {"ltrim",ltrimCommand,4,"w",0,NULL,1,1,1,0,0},
    {"lrem",lremCommand,4,"w",0,NULL,1,1,1,0,0},
    {"rpoplpush",rpoplpushCommand,3,"wm",0,NULL,1,2,1,0,0},

 

一、list相关数据结构

  说到list或者说链表,我们能想到什么数据结构呢?单向链表、双向链表、循环链表... 好像都挺简单的,还有啥?? 我们来看下redis 的实现:

// quicklist 是其实数据容器,由head,tail 进行迭代,所以算是一个双向链表
/* quicklist is a 32 byte struct (on 64-bit systems) describing a quicklist.
 * 'count' is the number of total entries.
 * 'len' is the number of quicklist nodes.
 * 'compress' is: -1 if compression disabled, otherwise it's the number
 *                of quicklistNodes to leave uncompressed at ends of quicklist.
 * 'fill' is the user-requested (or default) fill factor. */
typedef struct quicklist {
    // 头节点
    quicklistNode *head;
    // 尾节点
    quicklistNode *tail;
    // 现有元素个数
    unsigned long count;        /* total count of all entries in all ziplists */
    // 现有的 quicklistNode 个数,一个 node 可能包含n个元素
    unsigned int len;           /* number of quicklistNodes */
    // 填充因子
    int fill : 16;              /* fill factor for individual nodes */
    // 多深的链表无需压缩
    unsigned int compress : 16; /* depth of end nodes not to compress;0=off */
} quicklist;
// 链表中的每个节点
typedef struct quicklistEntry {
    const quicklist *quicklist;
    quicklistNode *node;
    // 当前迭代元素的ziplist的偏移位置指针
    unsigned char *zi;
    // 纯粹的 value, 值来源 zi
    unsigned char *value;
    // 占用空间大小
    unsigned int sz;
    long long longval;
    // 当前节点偏移
    int offset;
} quicklistEntry;
// 链表元素节点使用 quicklistNode 
/* quicklistNode is a 32 byte struct describing a ziplist for a quicklist.
 * We use bit fields keep the quicklistNode at 32 bytes.
 * count: 16 bits, max 65536 (max zl bytes is 65k, so max count actually < 32k).
 * encoding: 2 bits, RAW=1, LZF=2.
 * container: 2 bits, NONE=1, ZIPLIST=2.
 * recompress: 1 bit, bool, true if node is temporarry decompressed for usage.
 * attempted_compress: 1 bit, boolean, used for verifying during testing.
 * extra: 12 bits, free for future use; pads out the remainder of 32 bits */
typedef struct quicklistNode {
    struct quicklistNode *prev;
    struct quicklistNode *next;
    // zl 为ziplist链表,保存count个元素值
    unsigned char *zl;
    unsigned int sz;             /* ziplist size in bytes */
    unsigned int count : 16;     /* count of items in ziplist */
    unsigned int encoding : 2;   /* RAW==1 or LZF==2 */
    unsigned int container : 2;  /* NONE==1 or ZIPLIST==2 */
    unsigned int recompress : 1; /* was this node previous compressed? */
    unsigned int attempted_compress : 1; /* node can't compress; too small */
    unsigned int extra : 10; /* more bits to steal for future usage */
} quicklistNode;
// list迭代器
typedef struct quicklistIter {
    const quicklist *quicklist;
    quicklistNode *current;
    unsigned char *zi;
    long offset; /* offset in current ziplist */
    int direction;
} quicklistIter;
// ziplist 数据结构 
typedef struct zlentry {
    unsigned int prevrawlensize, prevrawlen;
    unsigned int lensize, len;
    unsigned int headersize;
    unsigned char encoding;
    unsigned char *p;
} zlentry;

 

二、rpush/lpush 新增元素操作实现

  rpush是所尾部添加元素,lpush是从头部添加元素,本质上都是一样的,redis实际上也是完全复用一套代码。

// t_list.c, lpush
void lpushCommand(client *c) {
    // 使用 LIST_HEAD|LIST_TAIL 作为插入位置标识
    pushGenericCommand(c,LIST_HEAD);
}
void rpushCommand(client *c) {
    pushGenericCommand(c,LIST_TAIL);
}
// t_list.c, 实际的push操作
void pushGenericCommand(client *c, int where) {
    int j, waiting = 0, pushed = 0;
    // 在db中查找对应的key实例,查到或者查不到
    robj *lobj = lookupKeyWrite(c->db,c->argv[1]);
    // 查到的情况下,需要验证数据类型
    if (lobj && lobj->type != OBJ_LIST) {
        addReply(c,shared.wrongtypeerr);
        return;
    }

    for (j = 2; j < c->argc; j++) {
        c->argv[j] = tryObjectEncoding(c->argv[j]);
        if (!lobj) {
            // 1. 在没有key实例的情况下,先创建key实例到db中
            lobj = createQuicklistObject();
            // 2. 设置 fill和depth 参数
            // fill 默认: -2
            // depth 默认: 0
            quicklistSetOptions(lobj->ptr, server.list_max_ziplist_size,
                                server.list_compress_depth);
            dbAdd(c->db,c->argv[1],lobj);
        }
        // 3. 一个个元素添加进去
        listTypePush(lobj,c->argv[j],where);
        pushed++;
    }
    // 返回list长度
    addReplyLongLong(c, waiting + (lobj ? listTypeLength(lobj) : 0));
    if (pushed) {
        // 命令传播
        char *event = (where == LIST_HEAD) ? "lpush" : "rpush";

        signalModifiedKey(c->db,c->argv[1]);
        notifyKeyspaceEvent(NOTIFY_LIST,event,c->argv[1],c->db->id);
    }
    server.dirty += pushed;
}
// 1. 创建初始list
// object.c, 创建初始list
robj *createQuicklistObject(void) {
    quicklist *l = quicklistCreate();
    robj *o = createObject(OBJ_LIST,l);
    o->encoding = OBJ_ENCODING_QUICKLIST;
    return o;
}
// quicklist.c, 创建一个新的list容器,初始化默认值
/* Create a new quicklist.
 * Free with quicklistRelease(). */
quicklist *quicklistCreate(void) {
    struct quicklist *quicklist;

    quicklist = zmalloc(sizeof(*quicklist));
    quicklist->head = quicklist->tail = NULL;
    quicklist->len = 0;
    quicklist->count = 0;
    quicklist->compress = 0;
    quicklist->fill = -2;
    return quicklist;
}

// 2. 设置quicklist 的fill和depth 值
// quicklist.c
void quicklistSetOptions(quicklist *quicklist, int fill, int depth) {
    quicklistSetFill(quicklist, fill);
    quicklistSetCompressDepth(quicklist, depth);
}
// quicklist.c, 设置 fill 参数
void quicklistSetFill(quicklist *quicklist, int fill) {
    if (fill > FILL_MAX) {
        fill = FILL_MAX;
    } else if (fill < -5) {
        fill = -5;
    }
    quicklist->fill = fill;
}
// quicklist.c, 设置 depth 参数
void quicklistSetCompressDepth(quicklist *quicklist, int compress) {
    if (compress > COMPRESS_MAX) {
        compress = COMPRESS_MAX;
    } else if (compress < 0) {
        compress = 0;
    }
    quicklist->compress = compress;
}

// 3. 将元素添加进list中
// t_list.c, 
/* The function pushes an element to the specified list object 'subject',
 * at head or tail position as specified by 'where'.
 *
 * There is no need for the caller to increment the refcount of 'value' as
 * the function takes care of it if needed. */
void listTypePush(robj *subject, robj *value, int where) {
    if (subject->encoding == OBJ_ENCODING_QUICKLIST) {
        int pos = (where == LIST_HEAD) ? QUICKLIST_HEAD : QUICKLIST_TAIL;
        // 解码value
        value = getDecodedObject(value);
        size_t len = sdslen(value->ptr);
        // 将value添加到链表中
        quicklistPush(subject->ptr, value->ptr, len, pos);
        // 减小value的引用,如果是被解编码后的对象,此时会将内存释放
        decrRefCount(value);
    } else {
        serverPanic("Unknown list encoding");
    }
}
// object.c
/* Get a decoded version of an encoded object (returned as a new object).
 * If the object is already raw-encoded just increment the ref count. */
robj *getDecodedObject(robj *o) {
    robj *dec;
    // OBJ_ENCODING_RAW,OBJ_ENCODING_EMBSTR 编码直接返回,引用计数+1(原因是: 原始robj一个引用,转换后的robj一个引用)
    if (sdsEncodedObject(o)) {
        incrRefCount(o);
        return o;
    }
    if (o->type == OBJ_STRING && o->encoding == OBJ_ENCODING_INT) {
        char buf[32];
        // 整型转换为字符型,返回string型的robj
        ll2string(buf,32,(long)o->ptr);
        dec = createStringObject(buf,strlen(buf));
        return dec;
    } else {
        serverPanic("Unknown encoding type");
    }
}

// quicklist.c, 添加value到链表中
/* Wrapper to allow argument-based switching between HEAD/TAIL pop */
void quicklistPush(quicklist *quicklist, void *value, const size_t sz,
                   int where) {
    // 根据where决定添加到表头还表尾
    if (where == QUICKLIST_HEAD) {
        quicklistPushHead(quicklist, value, sz);
    } else if (where == QUICKLIST_TAIL) {
        quicklistPushTail(quicklist, value, sz);
    }
}
// quicklist.c, 添加表头数据
/* Add new entry to head node of quicklist.
 *
 * Returns 0 if used existing head.
 * Returns 1 if new head created. */
int quicklistPushHead(quicklist *quicklist, void *value, size_t sz) {
    quicklistNode *orig_head = quicklist->head;
    // likely 对不同平台处理 __builtin_expect(!!(x), 1), 
    // 判断是否允许插入元素,实际上是判断 head 的ziplist空间是否已占满, 没有则直接往里面插入即可
    // fill 默认: -2
    // depth 默认: 0
    if (likely(
            _quicklistNodeAllowInsert(quicklist->head, quicklist->fill, sz))) {
        // 3.1. 添加head节点的zl链表中, zl 为ziplist 链表节点
        quicklist->head->zl =
            ziplistPush(quicklist->head->zl, value, sz, ZIPLIST_HEAD);
        // 3.2. 更新头节点size大小
        quicklistNodeUpdateSz(quicklist->head);
    } else {
        // 如果head已占满,则创建一个新的 quicklistNode 节点进行插入
        quicklistNode *node = quicklistCreateNode();
        node->zl = ziplistPush(ziplistNew(), value, sz, ZIPLIST_HEAD);

        quicklistNodeUpdateSz(node);
        // 3.3. 插入新节点到head之前
        _quicklistInsertNodeBefore(quicklist, quicklist->head, node);
    }
    // 将链表计数+1, 避免获取总数时迭代计算
    quicklist->count++;
    quicklist->head->count++;
    return (orig_head != quicklist->head);
}
// quicklist.c, 判断是否允许插入元素
REDIS_STATIC int _quicklistNodeAllowInsert(const quicklistNode *node,
                                           const int fill, const size_t sz) {
    if (unlikely(!node))
        return 0;

    int ziplist_overhead;
    /* size of previous offset */
    if (sz < 254)
        ziplist_overhead = 1;
    else
        ziplist_overhead = 5;

    /* size of forward offset */
    if (sz < 64)
        ziplist_overhead += 1;
    else if (likely(sz < 16384))
        ziplist_overhead += 2;
    else
        ziplist_overhead += 5;

    /* new_sz overestimates if 'sz' encodes to an integer type */
    // 加上需要添加的新元素的长度后,进行阀值判定,如果在阀值内,则返回1,否则返回0
    unsigned int new_sz = node->sz + sz + ziplist_overhead;
    // 使用fill参数判定
    if (likely(_quicklistNodeSizeMeetsOptimizationRequirement(new_sz, fill)))
        return 1;
    else if (!sizeMeetsSafetyLimit(new_sz))
        return 0;
    else if ((int)node->count < fill)
        return 1;
    else
        return 0;
}
// quicklist.c 
REDIS_STATIC int
_quicklistNodeSizeMeetsOptimizationRequirement(const size_t sz,
                                               const int fill) {
    if (fill >= 0)
        return 0;

    size_t offset = (-fill) - 1;
    // /* Optimization levels for size-based filling */
    // static const size_t optimization_level[] = {4096, 8192, 16384, 32768, 65536};
    // offset < 5, offset 默认将等于 1, sz <= 8292
    if (offset < (sizeof(optimization_level) / sizeof(*optimization_level))) {
        if (sz <= optimization_level[offset]) {
            return 1;
        } else {
            return 0;
        }
    } else {
        return 0;
    }
}
// SIZE_SAFETY_LIMIT 8192
#define sizeMeetsSafetyLimit(sz) ((sz) <= SIZE_SAFETY_LIMIT)

// 3.1. 向每个链表节点中添加value, 实际是向 ziplist push 数据
// ziplist.c, push *s 数据到 zl 中
unsigned char *ziplistPush(unsigned char *zl, unsigned char *s, unsigned int slen, int where) {
    unsigned char *p;
    p = (where == ZIPLIST_HEAD) ? ZIPLIST_ENTRY_HEAD(zl) : ZIPLIST_ENTRY_END(zl);
    // 具体添加元素方法,有点复杂。简单点说就是 判断容量、扩容、按照ziplist协议添加元素
    return __ziplistInsert(zl,p,s,slen);
}
// ziplist.c, 在hash的数据介绍时已详细介绍
/* Insert item at "p". */
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. */
    if (p[0] != ZIP_END) {
        ZIP_DECODE_PREVLEN(p, prevlensize, prevlen);
    } else {
        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)) {
        /* 'encoding' is set to the appropriate integer encoding */
        reqlen = zipIntSize(encoding);
    } else {
        /* 'encoding' 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'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. */
    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 */
        memmove(p+reqlen,p-nextdiff,curlen-offset-1+nextdiff);

        /* Encode this entry'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't have an effect on the *tail* offset. */
        zipEntry(p+reqlen, &tail);
        if (p[reqlen+tail.headersize+tail.len] != ZIP_END) {
            ZIPLIST_TAIL_OFFSET(zl) =
                intrev32ifbe(intrev32ifbe(ZIPLIST_TAIL_OFFSET(zl))+nextdiff);
        }
    } else {
        /* 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 */
    p += zipPrevEncodeLength(p,prevlen);
    p += zipEncodeLength(p,encoding,slen);
    if (ZIP_IS_STR(encoding)) {
        memcpy(p,s,slen);
    } else {
        zipSaveInteger(p,value,encoding);
    }
    ZIPLIST_INCR_LENGTH(zl,1);
    return zl;
}
// 3.2. 更新node的size (实际占用内存空间大小)
// quicklist.c, 更新node的size, 其实就是重新统计node的ziplist长度
#define quicklistNodeUpdateSz(node)                                            \
    do {                                                                       \
        (node)->sz = ziplistBlobLen((node)->zl);                               \
    } while (0)

// 3.3. 添加新链表节点到head之前
// quicklist.c, 
/* Wrappers for node inserting around existing node. */
REDIS_STATIC void _quicklistInsertNodeBefore(quicklist *quicklist,
                                             quicklistNode *old_node,
                                             quicklistNode *new_node) {
    __quicklistInsertNode(quicklist, old_node, new_node, 0);
}
/* Insert 'new_node' after 'old_node' if 'after' is 1.
 * Insert 'new_node' before 'old_node' if 'after' is 0.
 * Note: 'new_node' is *always* uncompressed, so if we assign it to
 *       head or tail, we do not need to uncompress it. */
REDIS_STATIC void __quicklistInsertNode(quicklist *quicklist,
                                        quicklistNode *old_node,
                                        quicklistNode *new_node, int after) {
    if (after) {
        new_node->prev = old_node;
        if (old_node) {
            new_node->next = old_node->next;
            if (old_node->next)
                old_node->next->prev = new_node;
            old_node->next = new_node;
        }
        if (quicklist->tail == old_node)
            quicklist->tail = new_node;
    } else {
        // 插入new_node到old_node之前
        new_node->next = old_node;
        if (old_node) {
            new_node->prev = old_node->prev;
            if (old_node->prev)
                old_node->prev->next = new_node;
            old_node->prev = new_node;
        }
        // 替换头节点位置
        if (quicklist->head == old_node)
            quicklist->head = new_node;
    }
    /* If this insert creates the only element so far, initialize head/tail. */
    // 第一个元素
    if (quicklist->len == 0) {
        quicklist->head = quicklist->tail = new_node;
    }
    // 压缩list
    if (old_node)
        quicklistCompress(quicklist, old_node);

    quicklist->len++;
}
// quicklist.c, 压缩list
#define quicklistCompress(_ql, _node)                                          \
    do {                                                                       \
        if ((_node)->recompress)                                               \
            // recompress
            quicklistCompressNode((_node));                                    \
        else                                                                   \
            // 
            __quicklistCompress((_ql), (_node));                               \
    } while (0)
// recompress    
/* Compress only uncompressed nodes. */
#define quicklistCompressNode(_node)                                           \
    do {                                                                       \
        if ((_node) && (_node)->encoding == QUICKLIST_NODE_ENCODING_RAW) {     \
            __quicklistCompressNode((_node));                                  \
        }                                                                      \
    } while (0)
/* Compress the ziplist in 'node' and update encoding details.
 * Returns 1 if ziplist compressed successfully.
 * Returns 0 if compression failed or if ziplist too small to compress. */
REDIS_STATIC int __quicklistCompressNode(quicklistNode *node) {
#ifdef REDIS_TEST
    node->attempted_compress = 1;
#endif

    /* Don't bother compressing small values */
    if (node->sz < MIN_COMPRESS_BYTES)
        return 0;

    quicklistLZF *lzf = zmalloc(sizeof(*lzf) + node->sz);

    /* Cancel if compression fails or doesn't compress small enough */
    // lzf 压缩算法,有点复杂咯
    if (((lzf->sz = lzf_compress(node->zl, node->sz, lzf->compressed,
                                 node->sz)) == 0) ||
        lzf->sz + MIN_COMPRESS_IMPROVE >= node->sz) {
        /* lzf_compress aborts/rejects compression if value not compressable. */
        zfree(lzf);
        return 0;
    }
    lzf = zrealloc(lzf, sizeof(*lzf) + lzf->sz);
    zfree(node->zl);
    node->zl = (unsigned char *)lzf;
    node->encoding = QUICKLIST_NODE_ENCODING_LZF;
    node->recompress = 0;
    return 1;
}

/* Force 'quicklist' to meet compression guidelines set by compress depth.
 * The only way to guarantee interior nodes get compressed is to iterate
 * to our "interior" compress depth then compress the next node we find.
 * If compress depth is larger than the entire list, we return immediately. */
REDIS_STATIC void __quicklistCompress(const quicklist *quicklist,
                                      quicklistNode *node) {
    /* If length is less than our compress depth (from both sides),
     * we can't compress anything. */
    if (!quicklistAllowsCompression(quicklist) ||
        quicklist->len < (unsigned int)(quicklist->compress * 2))
        return;

#if 0
    /* Optimized cases for small depth counts */
    if (quicklist->compress == 1) {
        quicklistNode *h = quicklist->head, *t = quicklist->tail;
        quicklistDecompressNode(h);
        quicklistDecompressNode(t);
        if (h != node && t != node)
            quicklistCompressNode(node);
        return;
    } else if (quicklist->compress == 2) {
        quicklistNode *h = quicklist->head, *hn = h->next, *hnn = hn->next;
        quicklistNode *t = quicklist->tail, *tp = t->prev, *tpp = tp->prev;
        quicklistDecompressNode(h);
        quicklistDecompressNode(hn);
        quicklistDecompressNode(t);
        quicklistDecompressNode(tp);
        if (h != node && hn != node && t != node && tp != node) {
            quicklistCompressNode(node);
        }
        if (hnn != t) {
            quicklistCompressNode(hnn);
        }
        if (tpp != h) {
            quicklistCompressNode(tpp);
        }
        return;
    }
#endif

    /* Iterate until we reach compress depth for both sides of the list.a
     * Note: because we do length checks at the *top* of this function,
     *       we can skip explicit null checks below. Everything exists. */
    quicklistNode *forward = quicklist->head;
    quicklistNode *reverse = quicklist->tail;
    int depth = 0;
    int in_depth = 0;
    while (depth++ < quicklist->compress) {
        // 解压缩???
        quicklistDecompressNode(forward);
        quicklistDecompressNode(reverse);

        if (forward == node || reverse == node)
            in_depth = 1;

        if (forward == reverse)
            return;

        forward = forward->next;
        reverse = reverse->prev;
    }

    if (!in_depth)
        quicklistCompressNode(node);

    if (depth > 2) {
        /* At this point, forward and reverse are one node beyond depth */
        // 压缩
        quicklistCompressNode(forward);
        quicklistCompressNode(reverse);
    }
}

/* Decompress only compressed nodes. */
#define quicklistDecompressNode(_node)                                         \
    do {                                                                       \
        if ((_node) && (_node)->encoding == QUICKLIST_NODE_ENCODING_LZF) {     \
            __quicklistDecompressNode((_node));                                \
        }                                                                      \
    } while (0)
/* Uncompress the ziplist in 'node' and update encoding details.
 * Returns 1 on successful decode, 0 on failure to decode. */
REDIS_STATIC int __quicklistDecompressNode(quicklistNode *node) {
#ifdef REDIS_TEST
    node->attempted_compress = 0;
#endif

    void *decompressed = zmalloc(node->sz);
    quicklistLZF *lzf = (quicklistLZF *)node->zl;
    if (lzf_decompress(lzf->compressed, lzf->sz, decompressed, node->sz) == 0) {
        /* Someone requested decompress, but we can't decompress.  Not good. */
        zfree(decompressed);
        return 0;
    }
    zfree(lzf);
    node->zl = decompressed;
    node->encoding = QUICKLIST_NODE_ENCODING_RAW;
    return 1;
}

  总体来说,redis的list实现不是纯粹的单双向链表,而是 使用双向链表+ziplist 的方式实现链表功能,既节省了内存空间,对于查找来说时间复杂度也相对小。我们用一个时序图来重新审视下:

 

 

 

三、lindex/lrange/rrange 查找操作

  读数据是数据库的一个另一个重要功能。一般来说,有单个查询,批量查询,范围查询之类的功能,咱们就分头说说。

// 1. 单个查询 lindex key index
// t_list.c, 通过下标查找元素值
void lindexCommand(client *c) {
    robj *o = lookupKeyReadOrReply(c,c->argv[1],shared.nullbulk);
    // 如果key本身就不存在,直接返回,空已响应
    if (o == NULL || checkType(c,o,OBJ_LIST)) return;
    long index;
    robj *value = NULL;
    // 解析index字段,赋给 index 变量
    if ((getLongFromObjectOrReply(c, c->argv[2], &index, NULL) != C_OK))
        return;

    if (o->encoding == OBJ_ENCODING_QUICKLIST) {
        quicklistEntry entry;
        // 根据index查询list数据
        if (quicklistIndex(o->ptr, index, &entry)) {
            // 使用两个字段来保存value
            if (entry.value) {
                value = createStringObject((char*)entry.value,entry.sz);
            } else {
                value = createStringObjectFromLongLong(entry.longval);
            }
            addReplyBulk(c,value);
            decrRefCount(value);
        } else {
            addReply(c,shared.nullbulk);
        }
    } else {
        serverPanic("Unknown list encoding");
    }
}
// quicklist.c, 根据 index 查找元素
/* Populate 'entry' with the element at the specified zero-based index
 * where 0 is the head, 1 is the element next to head
 * and so on. Negative integers are used in order to count
 * from the tail, -1 is the last element, -2 the penultimate
 * and so on. If the index is out of range 0 is returned.
 *
 * Returns 1 if element found
 * Returns 0 if element not found */
int quicklistIndex(const quicklist *quicklist, const long long idx,
                   quicklistEntry *entry) {
    quicklistNode *n;
    unsigned long long accum = 0;
    unsigned long long index;
    int forward = idx < 0 ? 0 : 1; /* < 0 -> reverse, 0+ -> forward */
    // 初始化 quicklistEntry, 设置默认值
    initEntry(entry);
    entry->quicklist = quicklist;
    // index为负数时,逆向搜索
    if (!forward) {
        index = (-idx) - 1;
        n = quicklist->tail;
    } else {
        index = idx;
        n = quicklist->head;
    }

    if (index >= quicklist->count)
        return 0;

    while (likely(n)) {
        // n->count 代表每个list节点里的实际元素的个数(ziplist里可能包含n个元素)
        // 此处代表只会迭代到 index 所在的list节点就停止了
        if ((accum + n->count) > index) {
            break;
        } else {
            D("Skipping over (%p) %u at accum %lld", (void *)n, n->count,
              accum);
            // 依次迭代
            accum += n->count;
            n = forward ? n->next : n->prev;
        }
    }
    // 如果已经迭代完成,说明未找到index元素
    if (!n)
        return 0;

    D("Found node: %p at accum %llu, idx %llu, sub+ %llu, sub- %llu", (void *)n,
      accum, index, index - accum, (-index) - 1 + accum);

    entry->node = n;
    if (forward) {
        /* forward = normal head-to-tail offset. */
        // index-accum 代表index节点在 当前n节点中的偏移
        entry->offset = index - accum;
    } else {
        /* reverse = need negative offset for tail-to-head, so undo
         * the result of the original if (index < 0) above. */
        // 逆向搜索定位 如-1=1-1+0,-2=2-1+0
        entry->offset = (-index) - 1 + accum;
    }
    // 解压缩node数据
    quicklistDecompressNodeForUse(entry->node);
    // 根据offset,查找ziplist中的sds value
    entry->zi = ziplistIndex(entry->node->zl, entry->offset);
    // 从zi中获取value,sz,longval 返回 (ziplist 协议)
    ziplistGet(entry->zi, &entry->value, &entry->sz, &entry->longval);
    /* The caller will use our result, so we don't re-compress here.
     * The caller can recompress or delete the node as needed. */
    return 1;
}
// quicklist.c
/* Simple way to give quicklistEntry structs default values with one call. */
#define initEntry(e)                                                           \
    do {                                                                       \
        (e)->zi = (e)->value = NULL;                                           \
        (e)->longval = -123456789;                                             \
        (e)->quicklist = NULL;                                                 \
        (e)->node = NULL;                                                      \
        (e)->offset = 123456789;                                               \
        (e)->sz = 0;                                                           \
    } while (0)
// 解压缩node数据
/* Force node to not be immediately re-compresable */
#define quicklistDecompressNodeForUse(_node)                                   \
    do {                                                                       \
        if ((_node) && (_node)->encoding == QUICKLIST_NODE_ENCODING_LZF) {     \
            __quicklistDecompressNode((_node));                                \
            (_node)->recompress = 1;                                           \
        }                                                                      \
    } while (0)
/* Uncompress the ziplist in 'node' and update encoding details.
 * Returns 1 on successful decode, 0 on failure to decode. */
REDIS_STATIC int __quicklistDecompressNode(quicklistNode *node) {
#ifdef REDIS_TEST
    node->attempted_compress = 0;
#endif

    void *decompressed = zmalloc(node->sz);
    quicklistLZF *lzf = (quicklistLZF *)node->zl;
    if (lzf_decompress(lzf->compressed, lzf->sz, decompressed, node->sz) == 0) {
        /* Someone requested decompress, but we can't decompress.  Not good. */
        zfree(decompressed);
        return 0;
    }
    zfree(lzf);
    node->zl = decompressed;
    node->encoding = QUICKLIST_NODE_ENCODING_RAW;
    return 1;
}
// ziplist.c
/* Returns an offset to use for iterating with ziplistNext. When the given
 * index is negative, the list is traversed back to front. When the list
 * doesn't contain an element at the provided index, NULL is returned. */
unsigned char *ziplistIndex(unsigned char *zl, int index) {
    unsigned char *p;
    unsigned int prevlensize, prevlen = 0;
    if (index < 0) {
        index = (-index)-1;
        p = ZIPLIST_ENTRY_TAIL(zl);
        if (p[0] != ZIP_END) {
            ZIP_DECODE_PREVLEN(p, prevlensize, prevlen);
            while (prevlen > 0 && index--) {
                p -= prevlen;
                ZIP_DECODE_PREVLEN(p, prevlensize, prevlen);
            }
        }
    } else {
        p = ZIPLIST_ENTRY_HEAD(zl);
        while (p[0] != ZIP_END && index--) {
            p += zipRawEntryLength(p);
        }
    }
    return (p[0] == ZIP_END || index > 0) ? NULL : p;
}

  对于范围查找来说,按照redis之前的套路,有可能是在单个查找的上面再进行循环查找就可以了,是否是这样呢?我们来看看:

// 2. lrange 范围查询
// t_list.c
void lrangeCommand(client *c) {
    robj *o;
    long start, end, llen, rangelen;
    // 解析 start,end 参数
    if ((getLongFromObjectOrReply(c, c->argv[2], &start, NULL) != C_OK) ||
        (getLongFromObjectOrReply(c, c->argv[3], &end, NULL) != C_OK)) return;

    if ((o = lookupKeyReadOrReply(c,c->argv[1],shared.emptymultibulk)) == NULL
         || checkType(c,o,OBJ_LIST)) return;
    // list 长度获取, 有个计数器在
    llen = listTypeLength(o);

    /* convert negative indexes */
    if (start < 0) start = llen+start;
    if (end < 0) end = llen+end;
    // 将-xx的下标转换为正数查询,如果负数过大,则以0计算
    if (start < 0) start = 0;

    /* Invariant: start >= 0, so this test will be true when end < 0.
     * The range is empty when start > end or start >= length. */
    if (start > end || start >= llen) {
        addReply(c,shared.emptymultibulk);
        return;
    }
    // end 过大,则限制
    // end 不可能小于0,因为上一个 start > end 已限制
    if (end >= llen) end = llen-1;
    rangelen = (end-start)+1;

    /* Return the result in form of a multi-bulk reply */
    addReplyMultiBulkLen(c,rangelen);
    if (o->encoding == OBJ_ENCODING_QUICKLIST) {
        // 返回列表迭代器, start-TAIL, LIST_TAIL 代表正向迭代
        listTypeIterator *iter = listTypeInitIterator(o, start, LIST_TAIL);
        // 迭代到 rangelen=0 为止,依次向输出缓冲输出
        while(rangelen--) {
            listTypeEntry entry;
            // 获取下一个元素
            listTypeNext(iter, &entry);
            quicklistEntry *qe = &entry.entry;
            if (qe->value) {
                addReplyBulkCBuffer(c,qe->value,qe->sz);
            } else {
                addReplyBulkLongLong(c,qe->longval);
            }
        }
        listTypeReleaseIterator(iter);
    } else {
        serverPanic("List encoding is not QUICKLIST!");
    }
}
// t_list.c, 统计list长度
unsigned long listTypeLength(robj *subject) {
    if (subject->encoding == OBJ_ENCODING_QUICKLIST) {
        return quicklistCount(subject->ptr);
    } else {
        serverPanic("Unknown list encoding");
    }
}
/* Return cached quicklist count */
unsigned int quicklistCount(quicklist *ql) { return ql->count; }
// 初始化 list 迭代器
/* Initialize an iterator at the specified index. */
listTypeIterator *listTypeInitIterator(robj *subject, long index,
                                       unsigned char direction) {
    listTypeIterator *li = zmalloc(sizeof(listTypeIterator));
    li->subject = subject;
    li->encoding = subject->encoding;
    li->direction = direction;
    li->iter = NULL;
    /* LIST_HEAD means start at TAIL and move *towards* head.
     * LIST_TAIL means start at HEAD and move *towards tail. */
    int iter_direction =
        direction == LIST_HEAD ? AL_START_TAIL : AL_START_HEAD;
    if (li->encoding == OBJ_ENCODING_QUICKLIST) {
        li->iter = quicklistGetIteratorAtIdx(li->subject->ptr,
                                             iter_direction, index);
    } else {
        serverPanic("Unknown list encoding");
    }
    return li;
}

/* Initialize an iterator at a specific offset 'idx' and make the iterator
 * return nodes in 'direction' direction. */
quicklistIter *quicklistGetIteratorAtIdx(const quicklist *quicklist,
                                         const int direction,
                                         const long long idx) {
    quicklistEntry entry;
    // 查找idx 元素先 (前面已介绍, 为 ziplist+quicklist 迭代获得)
    if (quicklistIndex(quicklist, idx, &entry)) {
        // 获取获取的是整个list的迭代器, 通过current和offset进行迭代
        quicklistIter *base = quicklistGetIterator(quicklist, direction);
        base->zi = NULL;
        base->current = entry.node;
        base->offset = entry.offset;
        return base;
    } else {
        return NULL;
    }
}
// quicklist, list迭代器初始化
/* Returns a quicklist iterator 'iter'. After the initialization every
 * call to quicklistNext() will return the next element of the quicklist. */
quicklistIter *quicklistGetIterator(const quicklist *quicklist, int direction) {
    quicklistIter *iter;
    // 迭代器只包含当前元素
    iter = zmalloc(sizeof(*iter));

    if (direction == AL_START_HEAD) {
        iter->current = quicklist->head;
        iter->offset = 0;
    } else if (direction == AL_START_TAIL) {
        iter->current = quicklist->tail;
        iter->offset = -1;
    }

    iter->direction = direction;
    iter->quicklist = quicklist;

    iter->zi = NULL;

    return iter;
}
// 迭代器携带整个list 引用,及当前节点,如何进行迭代,则是重点
// t_list.c, 迭代list元素, 并将 当前节点赋给 entry
/* Stores pointer to current the entry in the provided entry structure
 * and advances the position of the iterator. Returns 1 when the current
 * entry is in fact an entry, 0 otherwise. */
int listTypeNext(listTypeIterator *li, listTypeEntry *entry) {
    /* Protect from converting when iterating */
    serverAssert(li->subject->encoding == li->encoding);

    entry->li = li;
    if (li->encoding == OBJ_ENCODING_QUICKLIST) {
        // 迭代iter(改变iter指向), 赋值给 entry->entry
        return quicklistNext(li->iter, &entry->entry);
    } else {
        serverPanic("Unknown list encoding");
    }
    return 0;
}
// quicklist.c 
/* Get next element in iterator.
 *
 * Note: You must NOT insert into the list while iterating over it.
 * You *may* delete from the list while iterating using the
 * quicklistDelEntry() function.
 * If you insert into the quicklist while iterating, you should
 * re-create the iterator after your addition.
 *
 * iter = quicklistGetIterator(quicklist,<direction>);
 * quicklistEntry entry;
 * while (quicklistNext(iter, &entry)) {
 *     if (entry.value)
 *          [[ use entry.value with entry.sz ]]
 *     else
 *          [[ use entry.longval ]]
 * }
 *
 * Populates 'entry' with values for this iteration.
 * Returns 0 when iteration is complete or if iteration not possible.
 * If return value is 0, the contents of 'entry' are not valid.
 */
int quicklistNext(quicklistIter *iter, quicklistEntry *entry) {
    initEntry(entry);

    if (!iter) {
        D("Returning because no iter!");
        return 0;
    }
    // 保存当前node, 及quicklist引用
    entry->quicklist = iter->quicklist;
    entry->node = iter->current;

    if (!iter->current) {
        D("Returning because current node is NULL")
        return 0;
    }

    unsigned char *(*nextFn)(unsigned char *, unsigned char *) = NULL;
    int offset_update = 0;

    if (!iter->zi) {
        /* If !zi, use current index. */
        // 初始化时 zi 未赋值,所以直接使用当前元素,使用offset进行查找
        quicklistDecompressNodeForUse(iter->current);
        iter->zi = ziplistIndex(iter->current->zl, iter->offset);
    } else {
        /* else, use existing iterator offset and get prev/next as necessary. */
        if (iter->direction == AL_START_HEAD) {
            nextFn = ziplistNext;
            offset_update = 1;
        } else if (iter->direction == AL_START_TAIL) {
            nextFn = ziplistPrev;
            offset_update = -1;
        }
        // 向前或向后迭代元素
        iter->zi = nextFn(iter->current->zl, iter->zi);
        iter->offset += offset_update;
    }

    entry->zi = iter->zi;
    entry->offset = iter->offset;

    if (iter->zi) {
        /* Populate value from existing ziplist position */
        // 从 zi 中获取值返回 (按ziplist协议)
        ziplistGet(entry->zi, &entry->value, &entry->sz, &entry->longval);
        return 1;
    } else {
        /* We ran out of ziplist entries.
         * Pick next node, update offset, then re-run retrieval. */
        // 当前ziplist没有下一个元素了,递归查找下一个ziplist
        quicklistCompress(iter->quicklist, iter->current);
        if (iter->direction == AL_START_HEAD) {
            /* Forward traversal */
            D("Jumping to start of next node");
            iter->current = iter->current->next;
            iter->offset = 0;
        } else if (iter->direction == AL_START_TAIL) {
            /* Reverse traversal */
            D("Jumping to end of previous node");
            iter->current = iter->current->prev;
            iter->offset = -1;
        }
        iter->zi = NULL;
        return quicklistNext(iter, entry);
    }
}
// ziplist.c
/* Get entry pointed to by 'p' and store in either '*sstr' or 'sval' depending
 * on the encoding of the entry. '*sstr' is always set to NULL to be able
 * to find out whether the string pointer or the integer value was set.
 * Return 0 if 'p' points to the end of the ziplist, 1 otherwise. */
unsigned int ziplistGet(unsigned char *p, unsigned char **sstr, unsigned int *slen, long long *sval) {
    zlentry entry;
    if (p == NULL || p[0] == ZIP_END) return 0;
    if (sstr) *sstr = NULL;

    zipEntry(p, &entry);
    if (ZIP_IS_STR(entry.encoding)) {
        if (sstr) {
            *slen = entry.len;
            *sstr = p+entry.headersize;
        }
    } else {
        if (sval) {
            *sval = zipLoadInteger(p+entry.headersize,entry.encoding);
        }
    }
    return 1;
}

  看起来并没有利用单个查找的代码,而是使用迭代器进行操作。看起来不难,但是有点绕,我们就用一个时序图来重新表达下:

 四、lrem 删除操作

  增删改查,还是要凑够的。删除的操作,自然是要配置数据结构来做了,比如: 如何定位要删除的元素,删除后链表是否需要重排?

// LREM key count value, 只提供了范围删除的方式,单个数据删除可以通过此命令来完成
// t_list.c
void lremCommand(client *c) {
    robj *subject, *obj;
    obj = c->argv[3];
    long toremove;
    long removed = 0;

    if ((getLongFromObjectOrReply(c, c->argv[2], &toremove, NULL) != C_OK))
        return;

    subject = lookupKeyWriteOrReply(c,c->argv[1],shared.czero);
    if (subject == NULL || checkType(c,subject,OBJ_LIST)) return;
    // 因是范围型删除,自然使用迭代删除是最好的选择了
    listTypeIterator *li;
    if (toremove < 0) {
        toremove = -toremove;
        li = listTypeInitIterator(subject,-1,LIST_HEAD);
    } else {
        li = listTypeInitIterator(subject,0,LIST_TAIL);
    }

    listTypeEntry entry;
    // 迭代方式我们在查找操作已详细说明
    while (listTypeNext(li,&entry)) {
        // 1. 比较元素是否是需要删除的对象,只有完全匹配才可以删除
        if (listTypeEqual(&entry,obj)) {
            // 2. 实际的删除动作
            listTypeDelete(li, &entry);
            server.dirty++;
            removed++;
            if (toremove && removed == toremove) break;
        }
    }
    listTypeReleaseIterator(li);
    // 如果没有任何元素后,将key从db中删除
    if (listTypeLength(subject) == 0) {
        dbDelete(c->db,c->argv[1]);
    }

    addReplyLongLong(c,removed);
    if (removed) signalModifiedKey(c->db,c->argv[1]);
}
// 1. 是否与指定robj相等
// t_list.c, listTypeEntry 是否与指定robj相等
/* Compare the given object with the entry at the current position. */
int listTypeEqual(listTypeEntry *entry, robj *o) {
    if (entry->li->encoding == OBJ_ENCODING_QUICKLIST) {
        serverAssertWithInfo(NULL,o,sdsEncodedObject(o));
        return quicklistCompare(entry->entry.zi,o->ptr,sdslen(o->ptr));
    } else {
        serverPanic("Unknown list encoding");
    }
}
// t_list.c
int quicklistCompare(unsigned char *p1, unsigned char *p2, int p2_len) {
    // 元素本身是 ziplist 类型的,所以直接交由ziplist比对即可
    return ziplistCompare(p1, p2, p2_len);
}
// ziplist.c
/* Compare entry pointer to by 'p' with 'sstr' of length 'slen'. */
/* Return 1 if equal. */
unsigned int ziplistCompare(unsigned char *p, unsigned char *sstr, unsigned int slen) {
    zlentry entry;
    unsigned char sencoding;
    long long zval, sval;
    if (p[0] == ZIP_END) return 0;

    zipEntry(p, &entry);
    if (ZIP_IS_STR(entry.encoding)) {
        /* Raw compare */
        if (entry.len == slen) {
            return memcmp(p+entry.headersize,sstr,slen) == 0;
        } else {
            return 0;
        }
    } else {
        /* Try to compare encoded values. Don't compare encoding because
         * different implementations may encoded integers differently. */
        if (zipTryEncoding(sstr,slen,&sval,&sencoding)) {
          zval = zipLoadInteger(p+entry.headersize,entry.encoding);
          return zval == sval;
        }
    }
    return 0;
}

/* Delete the element pointed to. */
void listTypeDelete(listTypeIterator *iter, listTypeEntry *entry) {
    if (entry->li->encoding == OBJ_ENCODING_QUICKLIST) {
        quicklistDelEntry(iter->iter, &entry->entry);
    } else {
        serverPanic("Unknown list encoding");
    }
}

// 2. 执行删除操作
// t_list.c 
/* Delete the element pointed to. */
void listTypeDelete(listTypeIterator *iter, listTypeEntry *entry) {
    if (entry->li->encoding == OBJ_ENCODING_QUICKLIST) {
        quicklistDelEntry(iter->iter, &entry->entry);
    } else {
        serverPanic("Unknown list encoding");
    }
}
// quicklist.c
/* Delete one element represented by 'entry'
 *
 * 'entry' stores enough metadata to delete the proper position in
 * the correct ziplist in the correct quicklist node. */
void quicklistDelEntry(quicklistIter *iter, quicklistEntry *entry) {
    quicklistNode *prev = entry->node->prev;
    quicklistNode *next = entry->node->next;
    int deleted_node = quicklistDelIndex((quicklist *)entry->quicklist,
                                         entry->node, &entry->zi);

    /* after delete, the zi is now invalid for any future usage. */
    iter->zi = NULL;

    /* If current node is deleted, we must update iterator node and offset. */
    if (deleted_node) {
        // 如果node被删除,则移动quicklist指针
        if (iter->direction == AL_START_HEAD) {
            iter->current = next;
            iter->offset = 0;
        } else if (iter->direction == AL_START_TAIL) {
            iter->current = prev;
            iter->offset = -1;
        }
    }
    /* else if (!deleted_node), no changes needed.
     * we already reset iter->zi above, and the existing iter->offset
     * doesn't move again because:
     *   - [1, 2, 3] => delete offset 1 => [1, 3]: next element still offset 1
     *   - [1, 2, 3] => delete offset 0 => [2, 3]: next element still offset 0
     *  if we deleted the last element at offet N and now
     *  length of this ziplist is N-1, the next call into
     *  quicklistNext() will jump to the next node. */
}
// quicklist.c
/* Delete one entry from list given the node for the entry and a pointer
 * to the entry in the node.
 *
 * Note: quicklistDelIndex() *requires* uncompressed nodes because you
 *       already had to get *p from an uncompressed node somewhere.
 *
 * Returns 1 if the entire node was deleted, 0 if node still exists.
 * Also updates in/out param 'p' with the next offset in the ziplist. */
REDIS_STATIC int quicklistDelIndex(quicklist *quicklist, quicklistNode *node,
                                   unsigned char **p) {
    int gone = 0;
    // 同样,到最后一级,依旧是调用ziplist的方法进行删除 (按照 ziplist 协议操作即可)
    node->zl = ziplistDelete(node->zl, p);
    node->count--;
    // 如果node中没有元素了,就把当前node移除,否则更新 sz 大小
    if (node->count == 0) {
        gone = 1;
        __quicklistDelNode(quicklist, node);
    } else {
        quicklistNodeUpdateSz(node);
    }
    quicklist->count--;
    /* If we deleted the node, the original node is no longer valid */
    return gone ? 1 : 0;
}

  delete 操作总体来说就是一个迭代,比对,删除的操作,细节还是有点多的,只是都是些我们前面说过的技术,也就无所谓了。

 

五、lpop 弹出队列

  这个功能大概和删除的意思差不多,就是删除最后一元素即可。事实上,我们也更喜欢使用redis这种功能。简单看看。

// 用法: LPOP key
// t_list.c
void lpopCommand(client *c) {
    popGenericCommand(c,LIST_HEAD);
}
void popGenericCommand(client *c, int where) {
    robj *o = lookupKeyWriteOrReply(c,c->argv[1],shared.nullbulk);
    if (o == NULL || checkType(c,o,OBJ_LIST)) return;
    // 弹出元素,重点看一下这个方法
    robj *value = listTypePop(o,where);
    if (value == NULL) {
        addReply(c,shared.nullbulk);
    } else {
        char *event = (where == LIST_HEAD) ? "lpop" : "rpop";

        addReplyBulk(c,value);
        decrRefCount(value);
        notifyKeyspaceEvent(NOTIFY_LIST,event,c->argv[1],c->db->id);
        if (listTypeLength(o) == 0) {
            notifyKeyspaceEvent(NOTIFY_GENERIC,"del",
                                c->argv[1],c->db->id);
            dbDelete(c->db,c->argv[1]);
        }
        signalModifiedKey(c->db,c->argv[1]);
        server.dirty++;
    }
}
// t_list.c
robj *listTypePop(robj *subject, int where) {
    long long vlong;
    robj *value = NULL;

    int ql_where = where == LIST_HEAD ? QUICKLIST_HEAD : QUICKLIST_TAIL;
    if (subject->encoding == OBJ_ENCODING_QUICKLIST) {
        if (quicklistPopCustom(subject->ptr, ql_where, (unsigned char **)&value,
                               NULL, &vlong, listPopSaver)) {
            if (!value)
                value = createStringObjectFromLongLong(vlong);
        }
    } else {
        serverPanic("Unknown list encoding");
    }
    return value;
}
// quicklist.c
/* pop from quicklist and return result in 'data' ptr.  Value of 'data'
 * is the return value of 'saver' function pointer if the data is NOT a number.
 *
 * If the quicklist element is a long long, then the return value is returned in
 * 'sval'.
 *
 * Return value of 0 means no elements available.
 * Return value of 1 means check 'data' and 'sval' for values.
 * If 'data' is set, use 'data' and 'sz'.  Otherwise, use 'sval'. */
int quicklistPopCustom(quicklist *quicklist, int where, unsigned char **data,
                       unsigned int *sz, long long *sval,
                       void *(*saver)(unsigned char *data, unsigned int sz)) {
    unsigned char *p;
    unsigned char *vstr;
    unsigned int vlen;
    long long vlong;
    int pos = (where == QUICKLIST_HEAD) ? 0 : -1;

    if (quicklist->count == 0)
        return 0;

    if (data)
        *data = NULL;
    if (sz)
        *sz = 0;
    if (sval)
        *sval = -123456789;

    quicklistNode *node;
    // 获取ziplist中的,第一个元素或者最后一个节点
    if (where == QUICKLIST_HEAD && quicklist->head) {
        node = quicklist->head;
    } else if (where == QUICKLIST_TAIL && quicklist->tail) {
        node = quicklist->tail;
    } else {
        return 0;
    }
    // 获取ziplist中的,第一个元素或者最后一个元素
    p = ziplistIndex(node->zl, pos);
    if (ziplistGet(p, &vstr, &vlen, &vlong)) {
        if (vstr) {
            if (data)
                // 创建string 对象返回
                *data = saver(vstr, vlen);
            if (sz)
                *sz = vlen;
        } else {
            if (data)
                *data = NULL;
            if (sval)
                *sval = vlong;
        }
        // 删除获取数据后的元素
        quicklistDelIndex(quicklist, node, &p);
        return 1;
    }
    return 0;
}

  弹出一个元素,大概分三步:

    1. 获取头节点或尾节点;
    2. 从ziplist中获取第一个元素或最后一个元素;
    3. 删除头节点或尾节点;

 

六、blpop 阻塞式弹出元素

  算是阻塞队列吧。我们只想看一下,像本地语言实现的阻塞,我们知道用锁+wait/notify机制。redis是如何进行阻塞的呢?

// 用法: BLPOP key1 [key2] timeout
// t_list.c  同样 l/r 复用代码
void blpopCommand(client *c) {
    blockingPopGenericCommand(c,LIST_HEAD);
}
/* Blocking RPOP/LPOP */
void blockingPopGenericCommand(client *c, int where) {
    robj *o;
    mstime_t timeout;
    int j;

    if (getTimeoutFromObjectOrReply(c,c->argv[c->argc-1],&timeout,UNIT_SECONDS)
        != C_OK) return;
    // 循环查找多个key
    for (j = 1; j < c->argc-1; j++) {
        o = lookupKeyWrite(c->db,c->argv[j]);
        if (o != NULL) {
            if (o->type != OBJ_LIST) {
                addReply(c,shared.wrongtypeerr);
                return;
            } else {
                // 如果有值,则和非阻塞版本一样了,直接响应即可
                if (listTypeLength(o) != 0) {
                    /* Non empty list, this is like a non normal [LR]POP. */
                    char *event = (where == LIST_HEAD) ? "lpop" : "rpop";
                    robj *value = listTypePop(o,where);
                    serverAssert(value != NULL);

                    addReplyMultiBulkLen(c,2);
                    addReplyBulk(c,c->argv[j]);
                    addReplyBulk(c,value);
                    decrRefCount(value);
                    notifyKeyspaceEvent(NOTIFY_LIST,event,
                                        c->argv[j],c->db->id);
                    if (listTypeLength(o) == 0) {
                        dbDelete(c->db,c->argv[j]);
                        notifyKeyspaceEvent(NOTIFY_GENERIC,"del",
                                            c->argv[j],c->db->id);
                    }
                    signalModifiedKey(c->db,c->argv[j]);
                    server.dirty++;

                    /* Replicate it as an [LR]POP instead of B[LR]POP. */
                    rewriteClientCommandVector(c,2,
                        (where == LIST_HEAD) ? shared.lpop : shared.rpop,
                        c->argv[j]);
                    // 获取到值后直接结束流程
                    return;
                }
            }
        }
    }

    /* If we are inside a MULTI/EXEC and the list is empty the only thing
     * we can do is treating it as a timeout (even with timeout 0). */
    if (c->flags & CLIENT_MULTI) {
        addReply(c,shared.nullmultibulk);
        return;
    }

    /* If the list is empty or the key does not exists we must block */
    // 阻塞是在这里实现的
    blockForKeys(c, c->argv + 1, c->argc - 2, timeout, NULL);
}

/* This is how the current blocking POP works, we use BLPOP as example:
 * - If the user calls BLPOP and the key exists and contains a non empty list
 *   then LPOP is called instead. So BLPOP is semantically the same as LPOP
 *   if blocking is not required.
 * - If instead BLPOP is called and the key does not exists or the list is
 *   empty we need to block. In order to do so we remove the notification for
 *   new data to read in the client socket (so that we'll not serve new
 *   requests if the blocking request is not served). Also we put the client
 *   in a dictionary (db->blocking_keys) mapping keys to a list of clients
 *   blocking for this keys.
 * - If a PUSH operation against a key with blocked clients waiting is
 *   performed, we mark this key as "ready", and after the current command,
 *   MULTI/EXEC block, or script, is executed, we serve all the clients waiting
 *   for this list, from the one that blocked first, to the last, accordingly
 *   to the number of elements we have in the ready list.
 */

/* Set a client in blocking mode for the specified key, with the specified
 * timeout */
void blockForKeys(client *c, robj **keys, int numkeys, mstime_t timeout, robj *target) {
    dictEntry *de;
    list *l;
    int j;

    c->bpop.timeout = timeout;
    c->bpop.target = target;

    if (target != NULL) incrRefCount(target);
    // 阻塞入队判定
    for (j = 0; j < numkeys; j++) {
        /* If the key already exists in the dict ignore it. */
        if (dictAdd(c->bpop.keys,keys[j],NULL) != DICT_OK) continue;
        incrRefCount(keys[j]);

        /* And in the other "side", to map keys -> clients */
        de = dictFind(c->db->blocking_keys,keys[j]);
        if (de == NULL) {
            int retval;

            /* For every key we take a list of clients blocked for it */
            l = listCreate();
            // 将阻塞key放到 db 中,后台有线程去轮询
            retval = dictAdd(c->db->blocking_keys,keys[j],l);
            incrRefCount(keys[j]);
            serverAssertWithInfo(c,keys[j],retval == DICT_OK);
        } else {
            l = dictGetVal(de);
        }
        // 将每个key 依次添加到 c->db->blocking_keys, 后续迭代将会重新检查取出
        listAddNodeTail(l,c);
    }
    // 阻塞客户端,其实就是设置阻塞标识,然后等待key变更或超时,下一次扫描时将重新检测取出执行
    blockClient(c,BLOCKED_LIST);
}
// block.c 设置阻塞标识
/* Block a client for the specific operation type. Once the CLIENT_BLOCKED
 * flag is set client query buffer is not longer processed, but accumulated,
 * and will be processed when the client is unblocked. */
void blockClient(client *c, int btype) {
    c->flags |= CLIENT_BLOCKED;
    c->btype = btype;
    server.bpop_blocked_clients++;
}

  redis阻塞功能的实现: 使用一个 db->blocking_keys 的列表来保存需要阻塞的请求,在下一次循环时,进行扫描这些队列的条件是否满足,从而决定是否继续阻塞或者取出。

  思考: 从上面实现中,有个疑问:如何保证最多等待 timeout 时间或者最多循环多少次呢?你觉得应该如何处理呢?

 

  OK, 至此,整个list数据结构的解析算是完整了。

 

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