• 图数据库之TinkerPop Provider


    Apache TinkerPop 提供了图数据库的抽象接口,方便第三方实现自己的图数据库以接入TinkerPop 技术栈,享受TinkerPop 的Gremlin、算法等福利。TinkerPop将这些第三方称为“Provider ”,知名的Provider包含janusGraph、neo4j、hugegraph等。

    Provider包含:

    • Graph System Provider

      • Graph Database Provider

      • Graph Processor Provider

    • Graph Driver Provider

    • Graph Language Provider

    • Graph Plugin Provider

    Graph Structure API(图谱数据结构)

    Graph最高层的抽象数据结构包含 Graph(图), Vertex(顶点), Edge(边), VertexProperty(属性) and Property.

    基于这些基础数据结构,就可以对进行基本的图谱操作。

    Graph graph = TinkerGraph.open(); //1
    Vertex marko = graph.addVertex(T.label, "person", T.id, 1, "name", "marko", "age", 29); //2
    Vertex vadas = graph.addVertex(T.label, "person", T.id, 2, "name", "vadas", "age", 27);
    Vertex lop = graph.addVertex(T.label, "software", T.id, 3, "name", "lop", "lang", "java");
    Vertex josh = graph.addVertex(T.label, "person", T.id, 4, "name", "josh", "age", 32);
    Vertex ripple = graph.addVertex(T.label, "software", T.id, 5, "name", "ripple", "lang", "java");
    Vertex peter = graph.addVertex(T.label, "person", T.id, 6, "name", "peter", "age", 35);
    marko.addEdge("knows", vadas, T.id, 7, "weight", 0.5f); //3
    marko.addEdge("knows", josh, T.id, 8, "weight", 1.0f);
    marko.addEdge("created", lop, T.id, 9, "weight", 0.4f);
    josh.addEdge("created", ripple, T.id, 10, "weight", 1.0f);
    josh.addEdge("created", lop, T.id, 11, "weight", 0.4f);
    peter.addEdge("created", lop, T.id, 12, "weight", 0.2f);
    
    1. 创建一个基于内存存储的TinkerGraph 实例(TinkerGraph是官方实现的,基于内存的Graph)

    2 .创建一个顶点

    1. 创建边

    上面的代码构建了一个基本的图,下面的代码演示如何进行图谱的操作。

    图谱操作

    实现 Gremlin-Core

    一个标准的Graph Provider需要实现OLTP 和OLAP两类接口,官方推荐学习TinkerGraph(in-memory OLTP and OLAP in tinkergraph-gremlin),以及 Neo4jGraph (OLTP w/ transactions in neo4j-gremlin) ,还有
    Neo4jGraph (OLTP w/ transactions in neo4j-gremlin) ,还有 HadoopGraph (OLAP in hadoop-gremlin) 。

    1. 在线事务处理 Graph Systems (OLTP)
    1.  数据结构 API: `Graph`, `Element`, `Vertex`, `Edge`, `Property` and `Transaction` (if transactions are supported).
    
    2.  处理API : `TraversalStrategy` instances for optimizing Gremlin traversals to the provider’s graph system (i.e. `TinkerGraphStepStrategy`).
    
    1. 在线分析 图系统 (OLAP)

      1. Everything required of OLTP is required of OLAP (but not vice versa).

      2. GraphComputer API: GraphComputerMessengerMemory.

    OLTP 实现

    需要实现structure包下的interface,包含GraphVertexEdgePropertyTransaction等等。

    • Graph实现时,需要命名为XXXGraph (举例: TinkerGraph, Neo4jGraph, HadoopGraph, etc.).
      • 需要兼容GraphFactory ,也就是提供一个静态的 Graph open(Configuration) 方法。

    OLAP 实现

    需要实现:

    1. GraphComputer: 图计算器,提供隔离环境,执行VertexProgram,和MapReduce任务.

    2. Memory: A global blackboard for ANDing, ORing, INCRing, and SETing values for specified keys.

    3. Messenger: The system that collects and distributes messages being propagated by vertices executing the VertexProgram application.

    4. MapReduce.MapEmitter: The system that collects key/value pairs being emitted by the MapReduce applications map-phase.

    5. MapReduce.ReduceEmitter: The system that collects key/value pairs being emitted by the MapReduce applications combine- and reduce-phases.


    作者:Jadepeng
    出处:jqpeng的技术记事本--http://www.cnblogs.com/xiaoqi
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  • 原文地址:https://www.cnblogs.com/xiaoqi/p/tinkerPop-Provider.html
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