Awesome
GDL - Graph Definition Language
Inspired by the popular graph query language Cypher, which is implemented in Neo4j, I started developing an ANTLR grammar to define property graphs. I added the concept of subgraphs into the language to support multiple, possible overlapping property graphs in one database.
For me, this project is a way to learn more about ANTLR and context-free grammars. Furthermore, GDL is used for unit testing and graph definition in Gradoop, a framework for distributed graph analytics.
The project contains the grammar and a listener implementation which transforms GDL scripts into property graph model elements (i.e. graphs, vertices and edges).
There is also a Rust version of GDL available on GitHub.
Data model
The data model contains three elements: graphs, vertices and edges. Any element has an optional label and can have multiple attributes in the form of key-value pairs. Vertices and edges may be contained in an arbitrary number of graphs including zero graphs. Edges are binary and directed.
Language Examples
Define a vertex:
()
Define a vertex and assign it to variable alice
:
(alice)
Define a vertex with label User
:
(:User)
Define a vertex with label User
, assign it to variable alice
and give it some properties:
(alice:User {name : "Alice", age : 23})
Property values can also be null:
(alice:User {name : "Alice", age : 23, city : NULL})
Numeric property values can have specific data types:
(alice:User {name : "Alice", age : 23L, height : 1.82f, weight : 42.7d})
Property values can also be ordered lists:
(alice:User {name : "Alice", age : 23, codes: ["Java", "Rust", "Scala"]})
Define an outgoing edge:
(alice)-->()
Define an incoming edge:
(alice)<--()
Define an edge with label knows
, assign it to variable e1
and give it some properties:
(alice)-[e1:knows {since : 2014}]->(bob)
Define multiple outgoing edges from the same source vertex (i.e. alice
):
(alice)-[e1:knows {since : 2014}]->(bob)
(alice)-[e2:knows {since : 2013}]->(eve)
Define paths (four vertices and three edges are created):
()-->()<--()-->()
Define a graph with one vertex (graphs can be empty):
[()]
Define a graph and assign it to variable g
:
g[()]
Define a graph with label Community
:
:Community[()]
Define a graph with label Community
, assign it to variable g
and give it some properties:
g:Community {title : "Graphs", memberCount : 42}[()]
Define mixed path and graph statements (elements in the paths don't belong to a specific graph):
()-->()<--()-->()
[()]
Define a fragmented graph with variable reuse:
g[(a)-->()]
g[(a)-->(b)]
g[(b)-->(c)]
Define three graphs with overlapping vertex sets (e.g. alice
is in g1
and g2
):
g1:Community {title : "Graphs", memberCount : 23}[
(alice:User)
(bob:User)
(eve:User)
]
g2:Community {title : "Databases", memberCount : 42}[
(alice)
]
g2:Community {title : "Hadoop", memberCount : 31}[
(bob)
(eve)
]
Define three graphs with overlapping vertex and edge sets (e
is in g1
and g2
):
g1:Community {title : "Graphs", memberCount : 23}[
(alice:User)-[:knows]->(bob:User),
(bob)-[e:knows]->(eve:User),
(eve)
]
g2:Community {title : "Databases", memberCount : 42}[
(alice)
]
g2:Community {title : "Hadoop", memberCount : 31}[
(bob)-[e]->(eve)
]
Query Expressions
As part of his thesis, Max extended the grammar to support MATCH .. WHERE ..
statements analogous to Cypher. Besides defining a graph it is now also possible to formulate a query including
patterns, variable length paths and predicates:
MATCH (alice:Person)-[:knows]->(bob:Person)-[:knows*2..2]->(eve:Person)
WHERE (alice.name = "Alice" AND bob.name = "Bob")
OR (alice.age > bob.age)
OR (alice.age > eve.age)
Note that queries always start with the MATCH
keyword optionally followed by one or more
WHERE
clauses.
Usage examples
Add dependency to your maven project:
<dependency>
<groupId>com.github.s1ck</groupId>
<artifactId>gdl</artifactId>
<version>0.3.8</version>
</dependency>
Create a database from a GDL string:
GDLHandler handler = new GDLHandler.Builder().buildFromString("g[(alice)-[e1:knows {since : 2014}]->(bob)]");
for (Vertex v : handler.getVertices()) {
// do something
}
// access elements by variable
Graph g = handler.getGraphCache().get("g");
Vertex alice = handler.getVertexCache().get("alice");
Edge e = handler.getEdgeCache().get("e1");
Read predicates from a Cypher query:
GDLHandler handler = new GDLHandler.Builder().buildFromString("MATCH (a:Person)-[e:knows]->(b:Person) WHERE a.age > b.age");
// prints (((a.age > b.age AND a.__label__ = Person) AND b.__label__ = Person) AND e.__label__ = knows)
handler.getPredicates().ifPresent(System.out::println);
Create a database from an InputStream
or an input file:
GDLHandler handler1 = new GDLHandler.Builder().buildFromStream(stream);
GDLHandler handler2 = new GDLHandler.Builder().buildFromFile(fileName);
Append data to a given handler:
GDLHandler handler = new GDLHandler.Builder().buildFromString("g[(alice)-[e1:knows {since : 2014}]->(bob)]");
handler.append("g[(alice)-[:knows]->(eve)]");
License
Licensed under the Apache License, Version 2.0.