如何在Neo4J中处理队列?

5

在我的Neo4J数据库中,我使用双向链表实现了一系列卡片队列。数据结构显示在以下图中(使用Alistair Jones的Arrows在线工具生成的SVG图形队列):

queue

由于这些是队列,我总是从队列的尾部添加新项目。我知道双重关系(下一个/上一个)并不是必要的,但它们可以简化双向遍历,因此我更喜欢保留它们。

插入新节点

以下是我用来插入新“卡片”的查询:

MATCH (currentList:List)-[currentTailRel:TailCard]->(currentTail:Card) WHERE ID(currentList) = {{LIST_ID}}
CREATE (currentList)-[newTailRel:TailCard]->(newCard:Card { title: {{TITLE}}, description: {{DESCRIPTION}} })
CREATE (newCard)-[newPrevRel:PreviousCard]->(currentTail)
CREATE (currentTail)-[newNextRel:NextCard]->(newCard)
DELETE currentTailRel
WITH count(newCard) as countNewCard
WHERE countNewCard = 0
MATCH (emptyList:List)-[fakeTailRel:TailCard]->(emptyList), 
(emptyList)-[fakeHeadRel:HeadCard]->(emptyList) 
WHERE ID(emptyList) = {{LIST_ID}}
WITH emptyList, fakeTailRel, fakeHeadRel
CREATE (emptyList)-[:TailCard]->(newCard:Card { title: {{TITLE}}, description: {{DESCRIPTION}} })
CREATE (emptyList)-[:HeadCard]->(newCard)
DELETE fakeTailRel, fakeHeadRel
RETURN true

查询可以分为两个部分。第一部分:
MATCH (currentList:List)-[currentTailRel:TailCard]->(currentTail:Card) WHERE ID(currentList) = {{LIST_ID}}
CREATE (currentList)-[newTailRel:TailCard]->(newCard:Card { title: {{TITLE}}, description: {{DESCRIPTION}} })
CREATE (newCard)-[newPrevRel:PreviousCard]->(currentTail)
CREATE (currentTail)-[newNextRel:NextCard]->(newCard)
DELETE currentTailRel

我负责处理将卡片添加到已有其他卡片的队列中的一般情况。 在第二部分:
WITH count(newCard) as countNewCard
WHERE countNewCard = 0
MATCH (emptyList:List)-[fakeTailRel:TailCard]->(emptyList), 
(emptyList)-[fakeHeadRel:HeadCard]->(emptyList) 
WHERE ID(emptyList) = {{LIST_ID}}
WITH emptyList, fakeTailRel, fakeHeadRel
CREATE (emptyList)-[:TailCard]->(newCard:Card { title: {{TITLE}}, description: {{DESCRIPTION}} })
CREATE (emptyList)-[:HeadCard]->(newCard)
DELETE fakeTailRel, fakeHeadRel
RETURN true

我处理队列中没有卡片的情况。在这种情况下,(emptyList)节点有两个关系类型为HeadCard和TailCard指向自身的关系(我称之为伪尾和伪头)。

这似乎是有效的。虽然我是一个新手,但我感觉我可能想得太多了,可能有更优雅和简单的方法来实现这一点。例如,我想更好/更简单地理解如何分离这两个子查询。如果可能的话,我也想能够在两种情况下返回新创建的节点。

存档现有节点

以下是我如何从队列中删除节点。我永远不想简单地删除节点,我宁愿将它们添加到存档节点中,以便在需要时可以恢复它们。 我已经确定了这些情况:

当要存档的节点处于队列的中间

// archive a node in the middle of a doubly-linked list
MATCH (before:Card)-[n1:NextCard]->(middle:Card)-[n2:NextCard]->(after:Card) 
WHERE ID(middle)=48
CREATE (before)-[:NextCard]->(after)
CREATE (after)-[:PreviousCard]->(before)
WITH middle, before, after
MATCH (middle)-[r]-(n)
DELETE r
WITH middle, before, after
MATCH (before)<-[:NextCard*]-(c:Card)<-[:HeadCard]-(l:List)<-[:NextList*]-(fl:List)<-[:HeadList]-(p:Project)-[:ArchiveList]->(archive:List)
CREATE (archive)-[r:Archived { archivedOn : timestamp() }]->(middle)
RETURN middle

当需要归档的节点是队列的头部
// archive the head node of a doubly-linked list
MATCH (list:List)-[h1:HeadCard]->(head:Card)-[n1:NextCard]->(second:Card) 
WHERE ID(head)=48
CREATE (list)-[:HeadCard]->(second)
WITH head, list
MATCH (head)-[r]-(n)
DELETE r
WITH head, list
MATCH (list)<-[:NextList*]-(fl:List)<-[:HeadList]-(p:Project)-[:ArchiveList]->(archive:List)
CREATE (archive)-[r:Archived { archivedOn : timestamp() }]->(head)
RETURN head

当要归档的节点是队列的尾部
// archive the tail node of a doubly-linked list
MATCH (list:List)-[t1:TailCard]->(tail:Card)-[p1:PreviousCard]->(nextToLast:Card) 
WHERE ID(tail)=48
CREATE (list)-[:TailCard]->(nextToLast)
WITH tail, list
MATCH (tail)-[r]-(n)
DELETE r
WITH tail, list
MATCH (list)<-[:NextList*]-(fl:List)<-[:HeadList]-(p:Project)-[:ArchiveList]->(archive:List)
CREATE (archive)-[r:Archived { archivedOn : timestamp() }]->(tail)
RETURN tail

当要归档的节点是队列中唯一的节点时
// archive the one and only node in the doubly-linked list
MATCH (list:List)-[tc:TailCard]->(only:Card)<-[hc:HeadCard]-(list:List) 
WHERE ID(only)=48
CREATE (list)-[:TailCard]->(list)
CREATE (list)-[:HeadCard]->(list)
WITH only, list
MATCH (only)-[r]-(n)
DELETE r
WITH only, list
MATCH (list)<-[:NextList*]-(fl:List)<-[:HeadList]-(p:Project)-[:ArchiveList]->(archive:List)
CREATE (archive)-[r:Archived { archivedOn : timestamp() }]->(only)
RETURN only

我已经尝试了很多种方法将以下密码查询组合成一个,使用WITH语句,但是都没有成功。我的当前计划是依次运行所有4个查询中的一个(即归档节点)。
有什么建议可以使这个过程更好、更简洁?我甚至可以重构数据结构,因为这是我为自己创建的沙盒项目,用于学习Angular和Neo4J,因此最终目标是学会如何更好地做事 :)
也许数据结构本身可以改进?考虑到在队列末尾插入/归档节点有多么复杂,我只能想象移动队列中的元素有多难(我的自我项目要求能够在需要时重新排序队列中的元素)。

编辑:

仍在努力尝试合并这4个查询。 我已经整理好了这个:

MATCH (theCard:Card) WHERE ID(theCard)=22
OPTIONAL MATCH (before:Card)-[btc:NEXT_CARD]->(theCard:Card)-[tca:NEXT_CARD]->(after:Card) 
OPTIONAL MATCH (listOfOne:List)-[lootc:TAIL_CARD]->(theCard:Card)<-[tcloo:HEAD_CARD]-(listOfOne:List)
OPTIONAL MATCH (listToHead:List)-[lthtc:HEAD_CARD]->(theCard:Card)-[tcs:NEXT_CARD]->(second:Card) 
OPTIONAL MATCH (listToTail:List)-[ltttc:TAIL_CARD]->(theCard:Card)-[tcntl:PREV_CARD]->(nextToLast:Card) 
RETURN theCard, before, btc, tca, after, listOfOne, lootc, tcloo, listToHead, lthtc, tcs, second, listToTail, ltttc, tcntl, nextToLast

当未找到内容时,该函数返回NULL;当找到内容时,返回节点/关系信息。考虑这可能是一个不错的起点,因此我添加了以下内容:
MATCH (theCard:Card) WHERE ID(theCard)=22
OPTIONAL MATCH (before:Card)-[btc:NEXT_CARD]->(theCard:Card)-[tca:NEXT_CARD]->(after:Card) 
OPTIONAL MATCH (listOfOne:List)-[lootc:TAIL_CARD]->(theCard:Card)<-[tcloo:HEAD_CARD]-(listOfOne:List)
OPTIONAL MATCH (listToHead:List)-[lthtc:HEAD_CARD]->(theCard:Card)-[tcs:NEXT_CARD]->(second:Card) 
OPTIONAL MATCH (listToTail:List)-[ltttc:TAIL_CARD]->(theCard:Card)-[tcntl:PREV_CARD]->(nextToLast:Card) 
WITH theCard,
CASE WHEN before IS NULL THEN [] ELSE COLLECT(before) END AS beforeList, 
before, btc, tca, after, 
listOfOne, lootc, tcloo, listToHead, lthtc, tcs, second, listToTail, ltttc, tcntl, nextToLast
FOREACH (value IN beforeList | CREATE (before)-[:NEXT_CARD]->(after))
FOREACH (value IN beforeList | CREATE (after)-[:PREV_CARD]->(before))
FOREACH (value IN beforeList | DELETE btc)
FOREACH (value IN beforeList | DELETE tca)
RETURN theCard

当我执行这个(选择一个ID使before=NULL),我的笔记本风扇开始疯狂旋转,查询永远没有返回,最终neo4j浏览器显示已经与服务器失去连接。唯一结束查询的方法是停止服务器。
所以我改变了查询为较简单的:
MATCH (theCard:Card) WHERE ID(theCard)=22
OPTIONAL MATCH (before:Card)-[btc:NEXT_CARD]->(theCard:Card)-[tca:NEXT_CARD]->(after:Card) 
OPTIONAL MATCH (listOfOne:List)-[lootc:TAIL_CARD]->(theCard:Card)<-[tcloo:HEAD_CARD]-(listOfOne:List)
OPTIONAL MATCH (listToHead:List)-[lthtc:HEAD_CARD]->(theCard:Card)-[tcs:NEXT_CARD]->(second:Card) 
OPTIONAL MATCH (listToTail:List)-[ltttc:TAIL_CARD]->(theCard:Card)-[tcntl:PREV_CARD]->(nextToLast:Card) 
RETURN theCard,
CASE WHEN before IS NULL THEN [] ELSE COLLECT(before) END AS beforeList, 
before, btc, tca, after, 
listOfOne, lootc, tcloo, listToHead, lthtc, tcs, second, listToTail, ltttc, tcntl, nextToLast

我仍然陷入了一个无限循环或者类似的情况...所以我猜这一行代码CASE WHEN before IS NULL THEN [] ELSE COLLECT(before) END AS beforeList不是一个好主意...你有任何其他建议吗?我走错了方向吗?

一个解决方案?

经过大量研究,我终于找到了一种编写单个查询解决所有可能情况的方法。我不知道这是否是实现我想要实现的最佳方式,但它对我来说似乎既优雅又紧凑。你觉得呢?

// first let's get a hold of the card we want to archive
MATCH (theCard:Card) WHERE ID(theCard)=44
// next, let's get a hold of the correspondent archive list node, since we need to move the card in that list
OPTIONAL MATCH (theCard)<-[:NEXT_CARD|HEAD_CARD*]-(theList:List)<-[:NEXT_LIST|HEAD_LIST*]-(theProject:Project)-[:ARCHIVE_LIST]->(theArchive:List)
// let's check if we are in the case where the card to be archived is in the middle of a list
OPTIONAL MATCH (before:Card)-[btc:NEXT_CARD]->(theCard:Card)-[tca:NEXT_CARD]->(after:Card) 
OPTIONAL MATCH (next:Card)-[ntc:PREV_CARD]->(theCard:Card)-[tcp:PREV_CARD]->(previous:Card) 
// let's check if the card to be archived is the only card in the list
OPTIONAL MATCH (listOfOne:List)-[lootc:TAIL_CARD]->(theCard:Card)<-[tcloo:HEAD_CARD]-(listOfOne:List)
// let's check if the card to be archived is at the head of the list
OPTIONAL MATCH (listToHead:List)-[lthtc:HEAD_CARD]->(theCard:Card)-[tcs:NEXT_CARD]->(second:Card)-[stc:PREV_CARD]->(theCard:Card) 
// let's check if the card to be archived is at the tail of the list
OPTIONAL MATCH (listToTail:List)-[ltttc:TAIL_CARD]->(theCard:Card)-[tcntl:PREV_CARD]->(nextToLast:Card)-[ntltc:NEXT_CARD]->(theCard:Card) 
WITH 
    theCard, theList, theProject, theArchive,
    CASE WHEN theArchive IS NULL THEN [] ELSE [(theArchive)] END AS archives,
    CASE WHEN before IS NULL THEN [] ELSE [(before)] END AS befores, 
    before, btc, tca, after, 
    CASE WHEN next IS NULL THEN [] ELSE [(next)] END AS nexts, 
    next, ntc, tcp, previous, 
    CASE WHEN listOfOne IS NULL THEN [] ELSE [(listOfOne)] END AS listsOfOne, 
    listOfOne, lootc, tcloo, 
    CASE WHEN listToHead IS NULL THEN [] ELSE [(listToHead)] END AS listsToHead, 
    listToHead, lthtc, tcs, second, stc, 
    CASE WHEN listToTail IS NULL THEN [] ELSE [(listToTail)] END AS listsToTail, 
    listToTail, ltttc, tcntl, nextToLast, ntltc
// let's handle the case in which the archived card was in the middle of a list
FOREACH (value IN befores | 
    CREATE (before)-[:NEXT_CARD]->(after)
    CREATE (after)-[:PREV_CARD]->(before)
    DELETE btc, tca)
FOREACH (value IN nexts | DELETE ntc, tcp)
// let's handle the case in which the archived card was the one and only card in the list
FOREACH (value IN listsOfOne | 
    CREATE (listOfOne)-[:HEAD_CARD]->(listOfOne)
    CREATE (listOfOne)-[:TAIL_CARD]->(listOfOne)
    DELETE lootc, tcloo)
// let's handle the case in which the archived card was at the head of the list
FOREACH (value IN listsToHead | 
    CREATE (listToHead)-[:HEAD_CARD]->(second)
    DELETE lthtc, tcs, stc)
// let's handle the case in which the archived card was at the tail of the list
FOREACH (value IN listsToTail | 
    CREATE (listToTail)-[:TAIL_CARD]->(nextToLast)
    DELETE ltttc, tcntl, ntltc)
// finally, let's move the card in the archive  
// first get a hold of the archive list to which we want to add the card
WITH 
    theCard, 
    theArchive
// first get a hold of the list to which we want to add the new card
OPTIONAL MATCH (theArchive)-[tact:TAIL_CARD]->(currentTail:Card)
// check if the list is empty
OPTIONAL MATCH (theArchive)-[tata1:TAIL_CARD]->(theArchive)-[tata2:HEAD_CARD]->(theArchive)
WITH
    theArchive, theCard,
    CASE WHEN currentTail IS NULL THEN [] ELSE [(currentTail)] END AS currentTails,
    currentTail, tact,
    CASE WHEN tata1 IS NULL THEN [] ELSE [(theArchive)] END AS emptyLists,
    tata1, tata2
// handle the case in which the list already had at least one card
FOREACH (value IN currentTails | 
    CREATE (theArchive)-[:TAIL_CARD]->(theCard)
    CREATE (theCard)-[:PREV_CARD]->(currentTail)
    CREATE (currentTail)-[:NEXT_CARD]->(theCard)
    DELETE tact)
// handle the case in which the list was empty
FOREACH (value IN emptyLists |
    CREATE (theArchive)-[:TAIL_CARD]->(theCard)
    CREATE (theArchive)-[:HEAD_CARD]->(theCard)
    DELETE tata1, tata2)
RETURN theCard

最后编辑时间

根据Wes的建议,我决定改变应用程序中每个队列的处理方式,添加两个额外的节点,即头部尾部

new queue structure

插入新卡片

将“头”和“尾”的概念从简单的关系移动到节点,可以在插入新卡片时只有一个情况。即使是空队列的特殊情况...

new queue structure

如果我们想在队列的尾部添加一个新卡片,需要执行以下步骤:

  • 找到由[PREV_CARD]和[NEXT_CARD]关系连接到队列尾节点的(上一个)节点
  • 创建一个(newCard)节点
  • 用[PREV_CARD]和[NEXT_CARD]关系将(newCard)节点连接到(tail)节点
  • 用[PREV_CARD]和[NEXT_CARD]关系将(newCard)节点连接到(previous)节点
  • 最后删除连接(上一个)节点与队列尾节点之间的原始[PREV_CARD]和[NEXT_CARD]关系

new queue structure

这转化为以下密码查询:

MATCH (theList:List)-[tlt:TAIL_CARD]->(tail)-[tp:PREV_CARD]->(previous)-[pt:NEXT_CARD]->(tail) 
WHERE ID(theList)={{listId}}
WITH theList, tail, tp, pt, previous
CREATE (newCard:Card { title: "Card Title", description: "" })
CREATE (tail)-[:PREV_CARD]->(newCard)-[:NEXT_CARD]->(tail)
CREATE (newCard)-[:PREV_CARD]->(previous)-[:NEXT_CARD]->(newCard)
DELETE tp,pt
RETURN newCard 

归档卡片

现在让我们重新考虑需要归档卡片的使用情况。让我们回顾一下架构:

new queue structure

我们有:

  • 每个项目都有一个列表队列
  • 每个项目都有一个存档队列,用于存储所有已归档的卡片
  • 每个列表都有一个卡片队列

在以前的队列架构中,我有4种不同的情况,具体取决于要归档的卡片是头部、尾部、中间的卡片还是队列中剩下的最后一张卡片。

现在,随着头部尾部节点的引入,只有一种情况,因为头部和尾部节点将一直存在,即使队列为空:

  • 我们需要找到(theCard)节点之前和之后立即的(previous)和(next)节点,这是我们想要归档的节点
  • 然后,我们需要使用[NEXT_CARD]和[PREV_CARD]关系将(previous)和(next)连接起来
  • 然后,我们需要删除将(theCard)与(previous)和(next)节点连接的所有关系
生成的密码查询可以分为三个不同的部分。第一部分负责查找(theCard)节点的ID,以找到(theArchive)节点:
MATCH (theCard)<-[:NEXT_CARD|HEAD_CARD*]-(l:List)<-[:NEXT_LIST*]-(h)<-[:HEAD_LIST]-(p:Project)-[:ARCHIVE]->(theArchive:Archive) 
WHERE ID(theCard)={{cardId}}

接下来,我们执行我之前描述的逻辑:
WITH theCard, theArchive
MATCH (previous)-[ptc:NEXT_CARD]->(theCard)-[tcn:NEXT_CARD]->(next)-[ntc:PREV_CARD]->(theCard)-[tcp:PREV_CARD]->(previous)
WITH theCard, theArchive, previous, next, ptc, tcn, ntc, tcp
CREATE (previous)-[:NEXT_CARD]->(next)-[:PREV_CARD]->(previous)
DELETE ptc, tcn, ntc, tcp

最后,我们将(theCard)插入到归档队列的尾部:
WITH theCard, theArchive
MATCH (theArchive)-[tat:TAIL_CARD]->(archiveTail)-[tp:PREV_CARD]->(archivePrevious)-[pt:NEXT_CARD]->(archiveTail) 
WITH theCard, theArchive, archiveTail, tp, pt, archivePrevious
CREATE (archiveTail)-[:PREV_CARD]->(theCard)-[:NEXT_CARD]->(archiveTail)
CREATE (theCard)-[:PREV_CARD]->(archivePrevious)-[:NEXT_CARD]->(theCard)
DELETE tp,pt
RETURN theCard

我希望您会像我在完成这个练习时一样,对最后的修改感到有趣。我想再次感谢Wes通过Twitter和Stack Overflow远程提供的帮助,在这个(至少对我来说)有趣的实验中。

你可能应该创建一个图形Gist,使用一些真实数据,这样每个人都可以看到数据是如何从你的查询中返回的。我们还有一些示例数据可供测试和玩耍。 - Michael Hunger
你可能会对我的跳表图Gist感兴趣...它通过具有永远不会被删除的尾部和头部来处理空列表,因此情况始终相同(删除内部节点):http://gist.neo4j.org/?8112746 - Eve Freeman
@WesFreeman 非常有趣。所以你把头和尾的概念从关系中移动到了节点中。这确实让事情变得简单多了!非常聪明! - Francesco Gallarotti
2个回答

2
一个不错的问题——在图形中使用双向链表。我最近处理了一个类似的概念,需要跟踪一个列表,但是尝试想出一种避免需要知道如何处理列表末端边缘情况的方法。我的努力结果是这个有关Cypher中跳跃列表的图形要点。 转换为双向链表,则会看起来像:
CREATE
 (head:Head), 
 (tail:Tail),
 (head)-[:NEXT]->(tail),
 (tail)-[:PREV]->(head),
 (a:Archive)-[:NEXT]->(:ArchiveTail)-[:PREV]->(a);
; // we need something to start at, and an archive list

然后您可以使用简单的方法对节点进行排队:
MATCH (tail:Tail)-[p:PREV]->(prev),
      (tail)<-[n:NEXT]-(prev)
CREATE (new {text:"new card"})<-[:NEXT]-(prev),  
       (new)-[:PREV]->(prev),
       (new)<-[:PREV]-(tail),
       (new)-[:NEXT]->(tail) 
DELETE p, n

并使用相当简单的方式存档节点:
MATCH (toArchive)-[nn:NEXT]->(next),
      (toArchive)<-[np:PREV]-(next),
      (toArchive)<-[pn:NEXT]-(prev),
      (toArchive)-[pp:PREV]->(prev) 
WHERE toArchive.text = "new card 2" 
CREATE (prev)-[:NEXT]->(next)-[:PREV]->(prev) 
DELETE nn, np, pn, pp 
WITH toArchive 
MATCH (archive:Archive)-[n:NEXT]->(first)-[p:PREV]->(archive) 
CREATE (archive)-[:NEXT]->(toArchive)<-[:PREV]-(first),
       (archive)<-[:PREV]-(toArchive)-[:NEXT]->(first) 
DELETE n, p

从算法角度来看,您的用例实际上比跳表要简单得多,因为您通过将尾部保留到队列卡直接排队到末尾来避免了大多数变长路径的需求。希望其他实现类似想法的人能够发现您在SO上的问题很有用。


0

你的解决方案看起来很不错,而且也能够达到你的目的。我只是为你添加了一些建议...当你检查要归档的卡片是否在列表中间并确认它确实在中间时,就不需要再检查它是否在列表的开头或结尾,反之亦然。


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