我从一个csv文件导入了数据并创建了许多节点,所有节点都与同一数据集中基于“树编号”层次结构系统的其他节点相关:
例如,树编号为a01.111的节点是节点a01的直接子节点,树编号为a01.111.230的节点是节点a01.111的直接子节点。
我要做的是在节点之间创建唯一的关系,这些节点是其他节点的直接子节点。例如,节点a01.111.230应该只有一个与节点a01.111的“is_child_of”关系。
我尝试过几件事,例如:
MATCH (n:Node), (n2:Node)
WHERE (n2.treeNumber STARTS WITH n.treeNumber)
AND (n <> n2)
AND NOT ((n2)-[:IS_CHILD_OF]->())
CREATE UNIQUE (n2)-[:IS_CHILD_OF]->(n);
此示例导致创建唯一的“is-child-of”关系,但不创建与节点的直接父节点的关系。相反,节点a01.111.230将与节点a01相关。
最佳答案
我想建议另一个通用的解决方案,也就是避免像@inversefalcon指出的那样使用笛卡尔积。
我们首先创建一个索引,以便更快地查找,然后插入一些测试数据:
CREATE CONSTRAINT ON (n:Node) ASSERT n.treeNumber IS UNIQUE;
CREATE (n:Node {treeNumber: 'A01.111.230'})
CREATE (n:Node {treeNumber: 'A01.111'})
CREATE (n:Node {treeNumber: 'A01'})
然后我们需要扫描所有节点作为潜在的父节点,并查找以父节点的
treeNumber
开始(STARTS WITH
可以使用索引)并且在treeNumber
的“余数”中没有点(即直接子节点)的子节点,而不是拆分、连接等:MATCH (p:Node), (c:Node)
WHERE c.treeNumber STARTS WITH p.treeNumber
AND p <> c
AND NOT substring(c.treeNumber, length(p.treeNumber) + 1) CONTAINS '.'
RETURN p, c
为了分析的目的,我用一个简单的
RETURN
替换了关系的创建,但是您可以用CREATE UNIQUE
或MERGE
替换它。实际上,我们可以通过预先计算应该匹配的实际前缀来去掉
p <> c
谓词和长度上的+ 1
:MATCH (p:Node)
WITH p, p.treeNumber + '.' AS parentNumber
MATCH (c:Node)
WHERE c.treeNumber STARTS WITH parentNumber
AND NOT substring(c.treeNumber, length(parentNumber)) CONTAINS '.'
RETURN p, c
但是,分析该查询表明没有使用索引,并且存在笛卡尔积(因此我们有一个o(n^2)算法):
Compiler CYPHER 3.0
Planner COST
Runtime INTERPRETED
+--------------------+----------------+------+---------+----------------------+------------------------------------------------------------------------------------------------------------------------------------+
| Operator | Estimated Rows | Rows | DB Hits | Variables | Other |
+--------------------+----------------+------+---------+----------------------+------------------------------------------------------------------------------------------------------------------------------------+
| +ProduceResults | 2 | 2 | 0 | c, p | p, c |
| | +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------------------------------------------------+
| +Filter | 2 | 2 | 26 | c, p, parentNumber | NOT(Contains(SubstringFunction(c.treeNumber,length(parentNumber),None),{ AUTOSTRING1})) AND StartsWith(c.treeNumber,parentNumber) |
| | +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------------------------------------------------+
| +Apply | 2 | 9 | 0 | p, parentNumber -- c | |
| |\ +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------------------------------------------------+
| | +NodeByLabelScan | 9 | 9 | 12 | c | :Node |
| | +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------------------------------------------------+
| +Projection | 3 | 3 | 3 | parentNumber -- p | p; Add(p.treeNumber,{ AUTOSTRING0}) |
| | +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------------------------------------------------+
| +NodeByLabelScan | 3 | 3 | 4 | p | :Node |
+--------------------+----------------+------+---------+----------------------+------------------------------------------------------------------------------------------------------------------------------------+
Total database accesses: 45
但是,如果我们简单地添加这样的提示
MATCH (p:Node)
WITH p, p.treeNumber + '.' AS parentNumber
MATCH (c:Node)
USING INDEX c:Node(treeNumber)
WHERE c.treeNumber STARTS WITH parentNumber
AND NOT substring(c.treeNumber, length(parentNumber)) CONTAINS '.'
RETURN p, c
它确实使用索引,我们有类似于o(n*log(n))算法(log(n)用于索引查找):
Compiler CYPHER 3.0
Planner COST
Runtime INTERPRETED
+-------------------------------+----------------+------+---------+----------------------+------------------------------------------------------------------------------------------+
| Operator | Estimated Rows | Rows | DB Hits | Variables | Other |
+-------------------------------+----------------+------+---------+----------------------+------------------------------------------------------------------------------------------+
| +ProduceResults | 2 | 2 | 0 | c, p | p, c |
| | +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------+
| +Filter | 2 | 2 | 6 | c, p, parentNumber | NOT(Contains(SubstringFunction(c.treeNumber,length(parentNumber),None),{ AUTOSTRING1})) |
| | +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------+
| +Apply | 2 | 3 | 0 | p, parentNumber -- c | |
| |\ +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------+
| | +NodeUniqueIndexSeekByRange | 9 | 3 | 6 | c | :Node(treeNumber STARTS WITH parentNumber) |
| | +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------+
| +Projection | 3 | 3 | 3 | parentNumber -- p | p; Add(p.treeNumber,{ AUTOSTRING0}) |
| | +----------------+------+---------+----------------------+------------------------------------------------------------------------------------------+
| +NodeByLabelScan | 3 | 3 | 4 | p | :Node |
+-------------------------------+----------------+------+---------+----------------------+------------------------------------------------------------------------------------------+
Total database accesses: 19
注意,在前面介绍创建前缀的
WITH
步骤时,我确实有点作弊,因为我注意到它改进了执行计划和数据库访问MATCH (p:Node), (c:Node)
USING INDEX c:Node(treeNumber)
WHERE c.treeNumber STARTS WITH p.treeNumber
AND p <> c
AND NOT substring(c.treeNumber, length(p.treeNumber) + 1) CONTAINS '.'
RETURN p, c
其执行计划如下:
Compiler CYPHER 3.0
Planner RULE
Runtime INTERPRETED
+--------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------+
| Operator | Rows | DB Hits | Variables | Other |
+--------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------+
| +Filter | 2 | 9 | c, p | NOT(p == c) AND NOT(Contains(SubstringFunction(c.treeNumber,Add(length(p.treeNumber),{ AUTOINT0}),None),{ AUTOSTRING1})) |
| | +------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------+
| +SchemaIndex | 6 | 12 | c -- p | PrefixSeekRangeExpression(p.treeNumber); :Node(treeNumber) |
| | +------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------+
| +NodeByLabel | 3 | 4 | p | :Node |
+--------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------+
Total database accesses: 25
最后,对于记录,我编写的原始查询(即没有提示)的执行计划是:
Compiler CYPHER 3.0
Planner COST
Runtime INTERPRETED
+--------------------+----------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Operator | Estimated Rows | Rows | DB Hits | Variables | Other |
+--------------------+----------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| +ProduceResults | 2 | 2 | 0 | c, p | p, c |
| | +----------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| +Filter | 2 | 2 | 21 | c, p | NOT(p == c) AND StartsWith(c.treeNumber,p.treeNumber) AND NOT(Contains(SubstringFunction(c.treeNumber,Add(length(p.treeNumber),{ AUTOINT0}),None),{ AUTOSTRING1})) |
| | +----------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| +CartesianProduct | 9 | 9 | 0 | p -- c | |
| |\ +----------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | +NodeByLabelScan | 3 | 9 | 12 | c | :Node |
| | +----------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| +NodeByLabelScan | 3 | 3 | 4 | p | :Node |
+--------------------+----------------+------+---------+-----------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
Total database accesses: 37
不是更糟的:没有提示但有预先计算的前缀的是!这就是为什么你应该经常测量。