在50个节点加6000个关系的情况下,Neo4j Cypher查询需要10秒以上的时间

在50个节点加6000个关系的情况下,Neo4j Cypher查询需要10秒以上的时间,neo4j,cypher,Neo4j,Cypher,我们做了一个原型项目来评估neo4j是否适用于我们的场景。然而,业绩不如预期。所以我们想知道这是否是Neo4j限制,或者我们应该如何改进它 场景详细信息如下: 系统配置:CPU Intel-i5 2.3G双核,内存:16G,Neo4j版本:2.3.1 图中只有一种节点标签和节点编号为50。每个节点大约有20个属性。在主属性“nodeid”上创建索引 关系类型为80,但graphdb中的关系总数约为6000(因为测试节点之间的差异较小),只有一个属性表示版本,因此没有索引 原型目标是:从一个特定的

我们做了一个原型项目来评估neo4j是否适用于我们的场景。然而,业绩不如预期。所以我们想知道这是否是Neo4j限制,或者我们应该如何改进它

场景详细信息如下:

  • 系统配置:CPU Intel-i5 2.3G双核,内存:16G,Neo4j版本:2.3.1
  • 图中只有一种节点标签和节点编号为50。每个节点大约有20个属性。在主属性“nodeid”上创建索引
  • 关系类型为80,但graphdb中的关系总数约为6000(因为测试节点之间的差异较小),只有一个属性表示版本,因此没有索引
  • 原型目标是:从一个特定的节点开始,将所有具有特定关系的节点(大约50个)作为一个网络挖掘出来
  • 通过浏览器进行密码查询的时间超过10秒。因为只有50个节点,这是预期的吗?下面是我们使用的cypher查询命令:

    MATCH
      (startnode:MYNode {nodeid:"123456"})-[r1:REL1|:REL2......|:REL50 {version:1}]-
      (target1:MYNode)-[r2:REL1|:REL2......|:REL50 {version:1}]-
      (target2:MYNode)-[r3:REL1|:REL2......|:REL50 {version:1}]-(target3:MYNode)
    WHERE target1.timestamp > 1449417600 AND  target2.timestamp > 1449417600 AND target3.timestamp > 1449417600 
    RETURN
      DISTINCT target2.nodeid as l_id,
      target2.timestamp as l_ts,
      type(r3) as r_type,
      target3.nodeid as r_id,
      target3.timestamp as r_ts 
    LIMIT 5000;
    
    以下是配置文件输出:

    Compiler CYPHER 2.3
    
    Planner COST
    
    Runtime INTERPRETED
    
    +-----------------+----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | Operator        | Estimated Rows | Rows  | DB Hits | Identifiers                                 | Other
                                                                                                                                                                                             |
    +-----------------+----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +ProduceResults |             93 |  5000 |       0 | l_appts, l_id, r_appts, r_id, r_type        | l_id, l_appts, r_type, r_id, r_appts
                                                                                                                                                                                             |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +Limit          |             93 |  5000 |       0 | l_appts, l_id, r_appts, r_id, r_type        | Literal(5000)
                                                                                                                                                                                             |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +Distinct       |             93 |  5000 |  627064 | l_appts, l_id, r_appts, r_id, r_type        | r_id, l_appts, r_appts, l_id, r_type
                                                                                                                                                                                             |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +Filter         |             98 | 78383 |  313881 | r1, r2, r3, seed, target1, target2, target3 | Ands(r3.version == {  AUTOINT3}, NOT(r2 == r3), NOT(r1 == r3), AndedPropertyComparablePredicates(    target3,target3.STAN_APP_TIMESTAMP,target3.STAN_APP_TIMESTAMP < {  AUTOINT9}, target3.STAN_APP_TIMESTAMP > {  AUTOINT8}), target3:APPNode)
                                                                                                                                                                                             |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +Expand(All)    |            977 | 78732 |   96630 | r1, r2, r3, seed, target1, target2, target3 | (target2)-[r3:ID__ID|:ID__ID_C1|:ID__ID_C2|:ID_C1__ID_C1|:ID_C1__ID_C2|:ID_C1__ID|:ID_C2__ID_C1|:ID_C2__    ID_C2|:ID_C2__ID|:CELLPHONE__CELLPHONE|:CELLPHONE__HOMEPHONE|:CELLPHONE__EMPPHONE|:CELLPHONE__C1PHONE|:CELLPHONE__C2PHONE|:HOMEPHONE__CELLPHONE|:HOMEPHONE__HOMEPHONE|:HOMEPHONE__EMPPHONE|:HOMEPHONE__C1PHON    E|:HOMEPHONE__C2PHONE|:EMPPHONE__CELLPHONE|:EMPPHONE__HOMEPHONE|:EMPPHONE__EMPPHONE|:EMPPHONE__C1PHONE|:EMPPHONE__C2PHONE|:C1PHONE__CELLPHONE|:C1PHONE__HOMEPHONE|:C1PHONE__EMPPHONE|:C1PHONE__C1PHONE|:C1PHO    NE__C2PHONE|:C2PHONE__CELLPHONE|:C2PHONE__HOMEPHONE|:C2PHONE__EMPPHONE|:C2PHONE__C1PHONE|:C2PHONE__C2PHONE|:EMAIL__EMAIL|:CARLICENSE__CARLICENSE|:EMPNAME__EMPNAME|:IPADDR__IPADDR|:MACADDR__MACADDR|:WIFIMAC    __WIFIMAC|:HOMEADDR__HOMEADDR__P0|:EMPADDR__EMPADDR__P0|:HOMEADDR__EMPADDR__P0|:EMPADDR__HOMEADDR__P0|:C1ADDR__C1ADDR__P0|:C2ADDR__C2ADDR__P0|:C1ADDR__C2ADDR__P0|:C2ADDR__C1ADDR__P
    0|:HOMEADDR__C1ADDR__P0|:HOMEADDR__C2ADDR__P0|:EMPADDR__C1ADDR__P0|:EMPADDR__C2ADDR__P0|:C1ADDR__HOMEADDR__P0|:C1ADDR__EMPADDR__P0|:C2ADDR__HOMEADDR__P0|:C2ADDR__EMPADDR__P0]-(target3) |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +Filter         |             21 |   314 |    1260 | r1, r2, seed, target1, target2              | Ands(AndedPropertyComparablePredicates(target2,target2.STAN_APP_TIMESTAMP,target2.STAN_APP_TIMESTAMP <     {  AUTOINT7}, target2.STAN_APP_TIMESTAMP > {  AUTOINT6}), target2:APPNode, r2.version == {  AUTOINT2}, NOT(r1 == r2))
                                                                                                                                                                                             |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +Expand(All)    |            212 |   315 |     429 | r1, r2, seed, target1, target2              | (target1)-[r2:ID__ID|:ID__ID_C1|:ID__ID_C2|:ID_C1__ID_C1|:ID_C1__ID_C2|:ID_C1__ID|:ID_C2__ID_C1|:ID_C2__    ID_C2|:ID_C2__ID|:CELLPHONE__CELLPHONE|:CELLPHONE__HOMEPHONE|:CELLPHONE__EMPPHONE|:CELLPHONE__C1PHONE|:CELLPHONE__C2PHONE|:HOMEPHONE__CELLPHONE|:HOMEPHONE__HOMEPHONE|:HOMEPHONE__EMPPHONE|:HOMEPHONE__C1PHON    E|:HOMEPHONE__C2PHONE|:EMPPHONE__CELLPHONE|:EMPPHONE__HOMEPHONE|:EMPPHONE__EMPPHONE|:EMPPHONE__C1PHONE|:EMPPHONE__C2PHONE|:C1PHONE__CELLPHONE|:C1PHONE__HOMEPHONE|:C1PHONE__EMPPHONE|:C1PHONE__C1PHONE|:C1PHO    NE__C2PHONE|:C2PHONE__CELLPHONE|:C2PHONE__HOMEPHONE|:C2PHONE__EMPPHONE|:C2PHONE__C1PHONE|:C2PHONE__C2PHONE|:EMAIL__EMAIL|:CARLICENSE__CARLICENSE|:EMPNAME__EMPNAME|:IPADDR__IPADDR|:MACADDR__MACADDR|:WIFIMAC    __WIFIMAC|:HOMEADDR__HOMEADDR__P0|:EMPADDR__EMPADDR__P0|:HOMEADDR__EMPADDR__P0|:EMPADDR__HOMEADDR__P0|:C1ADDR__C1ADDR__P0|:C2ADDR__C2ADDR__P0|:C1ADDR__C2ADDR__P0|:C2ADDR__C1ADDR__P
    0|:HOMEADDR__C1ADDR__P0|:HOMEADDR__C2ADDR__P0|:EMPADDR__C1ADDR__P0|:EMPADDR__C2ADDR__P0|:C1ADDR__HOMEADDR__P0|:C1ADDR__EMPADDR__P0|:C2ADDR__HOMEADDR__P0|:C2ADDR__EMPADDR__P0]-(target2) |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +Filter         |              5 |     2 |       8 | r1, seed, target1                           | Ands(r1.version == {  AUTOINT1}, target1:APPNode, AndedPropertyComparablePredicates(target1,target1.    STAN_APP_TIMESTAMP,target1.STAN_APP_TIMESTAMP > {  AUTOINT4}, target1.STAN_APP_TIMESTAMP < {  AUTOINT5}))
                                                                                                                                                                                             |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +Expand(All)    |             46 |     2 |      59 | r1, seed, target1                           | (seed)-[r1:ID__ID|:ID__ID_C1|:ID__ID_C2|:ID_C1__ID_C1|:ID_C1__ID_C2|:ID_C1__ID|:ID_C2__ID_C1|:ID_C2__ID_    C2|:ID_C2__ID|:CELLPHONE__CELLPHONE|:CELLPHONE__HOMEPHONE|:CELLPHONE__EMPPHONE|:CELLPHONE__C1PHONE|:CELLPHONE__C2PHONE|:HOMEPHONE__CELLPHONE|:HOMEPHONE__HOMEPHONE|:HOMEPHONE__EMPPHONE|:HOMEPHONE__C1PHONE|:    HOMEPHONE__C2PHONE|:EMPPHONE__CELLPHONE|:EMPPHONE__HOMEPHONE|:EMPPHONE__EMPPHONE|:EMPPHONE__C1PHONE|:EMPPHONE__C2PHONE|:C1PHONE__CELLPHONE|:C1PHONE__HOMEPHONE|:C1PHONE__EMPPHONE|:C1PHONE__C1PHONE|:C1PHONE_    _C2PHONE|:C2PHONE__CELLPHONE|:C2PHONE__HOMEPHONE|:C2PHONE__EMPPHONE|:C2PHONE__C1PHONE|:C2PHONE__C2PHONE|:EMAIL__EMAIL|:CARLICENSE__CARLICENSE|:EMPNAME__EMPNAME|:IPADDR__IPADDR|:MACADDR__MACADDR|:WIFIMAC__W    IFIMAC|:HOMEADDR__HOMEADDR__P0|:EMPADDR__EMPADDR__P0|:HOMEADDR__EMPADDR__P0|:EMPADDR__HOMEADDR__P0|:C1ADDR__C1ADDR__P0|:C2ADDR__C2ADDR__P0|:C1ADDR__C2ADDR__P0|:C2ADDR__C1ADDR__P0|:
    HOMEADDR__C1ADDR__P0|:HOMEADDR__C2ADDR__P0|:EMPADDR__C1ADDR__P0|:EMPADDR__C2ADDR__P0|:C1ADDR__HOMEADDR__P0|:C1ADDR__EMPADDR__P0|:C2ADDR__HOMEADDR__P0|:C2ADDR__EMPADDR__P0]-(target1)    |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | +NodeIndexSeek  |              1 |     1 |       2 | seed                                        | :APPNode(APP_ID)
                                                                                                                                                                                             |
    +-----------------+----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    
    Total database accesses: 1039333
    
    编译器密码2.3
    计划成本
    运行时解释
    +-----------------+----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    |运算符|估计行|行|数据库命中数|标识符|其他
    |
    +-----------------+----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    |+ProduceResults | 93 | 5000 | 0 | l|应用程序、l|U id、r|U应用程序、r|id、r|U类型| l|id、l|U应用程序、r|U类型、r|id、r|U应用程序
    |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    |+限制| 93 | 5000 | 0 | l|应用程序,l|u id,r|u应用程序,r|id,r|u类型|文字(5000)
    |
    | |               +----------------+-------+---------+---------------------------------------------+---------------------------------------------------------------------------------------------------------    ---------------------------------------------------------------------------------------
    
    MATCH (startnode:MYNode {nodeid:1})
    -[r1:REL1|:REL2|:REL3|:REL4|:REL5|:REL6|:REL7|:REL8|:REL9|:REL10|:REL11|:REL12|:REL13|:REL14|:REL15|:REL16|:REL17|:REL18|:REL19|:REL20|:REL21|:REL22|:REL23|:REL24|:REL25|:REL26|:REL27|:REL28|:REL29|:REL30|:REL31|:REL32|:REL33|:REL34|:REL35|:REL36|:REL37|:REL38|:REL39|:REL40|:REL41|:REL42|:REL43|:REL44|:REL45|:REL46|:REL47|:REL48|:REL49|:REL50 {version:1}]-(target1:MYNode)
    WHERE target1.timestamp > 1449417600 WITH distinct target1
    
    MATCH (target1)-[r2:REL1|:REL2|:REL3|:REL4|:REL5|:REL6|:REL7|:REL8|:REL9|:REL10|:REL11|:REL12|:REL13|:REL14|:REL15|:REL16|:REL17|:REL18|:REL19|:REL20|:REL21|:REL22|:REL23|:REL24|:REL25|:REL26|:REL27|:REL28|:REL29|:REL30|:REL31|:REL32|:REL33|:REL34|:REL35|:REL36|:REL37|:REL38|:REL39|:REL40|:REL41|:REL42|:REL43|:REL44|:REL45|:REL46|:REL47|:REL48|:REL49|:REL50 {version:1}]-(target2:MYNode)
    WHERE  target2.timestamp > 1449417600 WITH distinct target2
    
    MATCH (target2)-[r3:REL1|:REL2|:REL3|:REL4|:REL5|:REL6|:REL7|:REL8|:REL9|:REL10|:REL11|:REL12|:REL13|:REL14|:REL15|:REL16|:REL17|:REL18|:REL19|:REL20|:REL21|:REL22|:REL23|:REL24|:REL25|:REL26|:REL27|:REL28|:REL29|:REL30|:REL31|:REL32|:REL33|:REL34|:REL35|:REL36|:REL37|:REL38|:REL39|:REL40|:REL41|:REL42|:REL43|:REL44|:REL45|:REL46|:REL47|:REL48|:REL49|:REL50 {version:1}]-(target3:MYNode) 
    WHERE  target3.timestamp > 1449417600 
    RETURN target2.nodeid as l_id, target2.timestamp as l_ts, type(r3) as r_type, target3.nodeid as r_id, target3.timestamp as r_ts 
    LIMIT 5000;