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nGQL cheatsheet

Functions

  • Math functions

    Function Description
    double abs(double x) Returns the absolute value of the argument.
    double floor(double x) Returns the largest integer value smaller than or equal to the argument. (Rounds down)
    double ceil(double x) Returns the smallest integer greater than or equal to the argument. (Rounds up)
    double round(double x) Returns the integer value nearest to the argument. Returns a number farther away from 0 if the argument is in the middle.
    double sqrt(double x) Returns the square root of the argument.
    double cbrt(double x) Returns the cubic root of the argument.
    double hypot(double x, double y) Returns the hypotenuse of a right-angled triangle.
    double pow(double x, double y) Returns the result of xy.
    double exp(double x) Returns the result of ex.
    double exp2(double x) Returns the result of 2x.
    double log(double x) Returns the base-e logarithm of the argument.
    double log2(double x) Returns the base-2 logarithm of the argument.
    double log10(double x) Returns the base-10 logarithm of the argument.
    double sin(double x) Returns the sine of the argument.
    double asin(double x) Returns the inverse sine of the argument.
    double cos(double x) Returns the cosine of the argument.
    double acos(double x) Returns the inverse cosine of the argument.
    double tan(double x) Returns the tangent of the argument.
    double atan(double x) Returns the inverse tangent of the argument.
    double rand() Returns a random floating point number in the range from 0 (inclusive) to 1 (exclusive); i.e.[0,1).
    int rand32(int min, int max) Returns a random 32-bit integer in [min, max).
    If you set only one argument, it is parsed as max and min is 0 by default.
    If you set no argument, the system returns a random signed 32-bit integer.
    int rand64(int min, int max) Returns a random 64-bit integer in [min, max).
    If you set only one argument, it is parsed as max and min is 0 by default.
    If you set no argument, the system returns a random signed 64-bit integer.
    collect() Puts all the collected values into a list.
    avg() Returns the average value of the argument.
    count() Returns the number of records.
    max() Returns the maximum value.
    min() Returns the minimum value.
    std() Returns the population standard deviation.
    sum() Returns the sum value.
    bit_and() Bitwise AND.
    bit_or() Bitwise OR.
    bit_xor() Bitwise XOR.
    int size() Returns the number of elements in a list or a map.
    int range(int start, int end, int step) Returns a list of integers from [start,end] in the specified steps. step is 1 by default.
    int sign(double x) Returns the signum of the given number.
    If the number is 0, the system returns 0.
    If the number is negative, the system returns -1.
    If the number is positive, the system returns 1.
    double e() Returns the base of the natural logarithm, e (2.718281828459045).
    double pi() Returns the mathematical constant pi (3.141592653589793).
    double radians() Converts degrees to radians. radians(180) returns 3.141592653589793.

  • String functions

    Function Description
    int strcasecmp(string a, string b) Compares string a and b without case sensitivity. When a = b, the return value is 0. When a > b, the return value is greater than 0. When a < b, the return value is less than 0.
    string lower(string a) Returns the argument in lowercase.
    string toLower(string a) The same as lower().
    string upper(string a) Returns the argument in uppercase.
    string toUpper(string a) The same as upper().
    int length(string a) Returns the length of the given string in bytes.
    string trim(string a) Removes leading and trailing spaces.
    string ltrim(string a) Removes leading spaces.
    string rtrim(string a) Removes trailing spaces.
    string left(string a, int count) Returns a substring consisting of count characters from the left side of string a. If string a is shorter than count, the system returns string a.
    string right(string a, int count) Returns a substring consisting of count characters from the right side of string a. If string a is shorter than count, the system returns string a.
    string lpad(string a, int size, string letters) Left-pads string a with string letters and returns a substring with the length of size.
    string rpad(string a, int size, string letters) Right-pads string a with string letters and returns a substring with the length of size.
    string substr(string a, int pos, int count) Returns a substring extracting count characters starting from the specified position pos of string a.
    string substring(string a, int pos, int count) The same as substr().
    string reverse(string) Returns a string in reverse order.
    string replace(string a, string b, string c) Replaces string b in string a with string c.
    list split(string a, string b) Splits string a at string b and returns a list of strings.
    string toString() Takes in any data type and converts it into a string.
    int hash() Takes in any data type and encodes it into a hash value.

  • Data and time functions

    Function Description
    int now() Returns the current date and time of the system timezone.
    timestamp timestamp() Returns the current date and time of the system timezone.
    date date() Returns the current UTC date based on the current system.
    time time() Returns the current UTC time based on the current system.
    datetime datetime() Returns the current UTC date and time based on the current system.

  • Schema functions

    • For nGQL statements

      Function Description
      id(vertex) Returns the ID of a vertex. The data type of the result is the same as the vertex ID.
      map properties(vertex) Returns the properties of a vertex.
      map properties(edge) Returns the properties of an edge.
      string type(edge) Returns the edge type of an edge.
      src(edge) Returns the source vertex ID of an edge. The data type of the result is the same as the vertex ID.
      dst(edge) Returns the destination vertex ID of an edge. The data type of the result is the same as the vertex ID.
      int rank(edge) Returns the rank value of an edge.
      vertex Returns the information of vertices, including VIDs, tags, properties, and values.
      edge Returns the information of edges, including edge types, source vertices, destination vertices, ranks, properties, and values.
      vertices Returns the information of vertices in a subgraph. For more information, see GET SUBGRAPH。
      edges Returns the information of edges in a subgraph. For more information, see GET SUBGRAPH。
      path Returns the information of a path. For more information, see FIND PATH。

    • For statements compatible with openCypher

      Function Description
      id(<vertex>) Returns the ID of a vertex. The data type of the result is the same as the vertex ID.
      list tags(<vertex>) Returns the Tag of a vertex, which serves the same purpose as labels().
      list labels(<vertex>) Returns the Tag of a vertex, which serves the same purpose as tags(). This function is used for compatibility with openCypher syntax.
      map properties(<vertex_or_edge>) Returns the properties of a vertex or an edge.
      string type(<edge>) Returns the edge type of an edge.
      src(<edge>) Returns the source vertex ID of an edge. The data type of the result is the same as the vertex ID.
      dst(<edge>) Returns the destination vertex ID of an edge. The data type of the result is the same as the vertex ID.
      vertex startNode(<path>) Visits an edge or a path and returns its source vertex ID.
      string endNode(<path>) Visits an edge or a path and returns its destination vertex ID.
      int rank(<edge>) Returns the rank value of an edge.

  • List functions

    Function Description
    keys(expr) Returns a list containing the string representations for all the property names of vertices, edges, or maps.
    labels(vertex) Returns the list containing all the tags of a vertex.
    nodes(path) Returns the list containing all the vertices in a path.
    range(start, end [, step]) Returns the list containing all the fixed-length steps in [start,end]. step is 1 by default.
    relationships(path) Returns the list containing all the relationships in a path.
    reverse(list) Returns the list reversing the order of all elements in the original list.
    tail(list) Returns all the elements of the original list, excluding the first one.
    head(list) Returns the first element of a list.
    last(list) Returns the last element of a list.
    coalesce(list) Returns the first not null value in a list.
    reduce() See reduce() function。

  • count() function

    Function Description
    count() Syntax: count({expr | *}) .
    count()returns the number of rows (including NULL).
    count(expr)returns the number of non-NULL values that meet the expression.
    count() and size() are different.

  • collect() function

    Function Description
    collect() The collect() function returns a list containing the values returned by an expression. Using this function aggregates data by merging multiple records or values into a single list.

  • reduce() function

    Function Syntax Description
    reduce() reduce(<accumulator> = <initial>, <variable> IN <list> | <expression>) The reduce() function applies an expression to each element in a list one by one, chains the result to the next iteration by taking it as the initial value, and returns the final result.

  • hash() function

    Function Description
    hash() The hash() function returns the hash value of the argument. The argument can be a number, a string, a list, a boolean, null, or an expression that evaluates to a value of the preceding data types. The source code of the hash() function (MurmurHash2), seed (0xc70f6907UL), and other parameters can be found in MurmurHash2.h.

  • concat() function

    Function Description
    concat() The concat() function requires at least two or more strings. All the parameters are concatenated into one string.
    Syntax: concat(string1,string2,...)

  • concat_ws() function

    Function Description
    concat_ws() The concat_ws() function connects two or more strings with a predefined separator.

  • Predicate functions

    Predicate functions return true or false. They are most commonly used in WHERE clauses.

    <predicate>(<variable> IN <list> WHERE <condition>)
    Function Description
    exists() Returns true if the specified property exists in the vertex, edge or map. Otherwise, returns false.
    any() Returns true if the specified predicate holds for at least one element in the given list. Otherwise, returns false.
    all() Returns true if the specified predicate holds for all elements in the given list. Otherwise, returns false.
    none() Returns true if the specified predicate holds for no element in the given list. Otherwise, returns false.
    single() Returns true if the specified predicate holds for exactly one of the elements in the given list. Otherwise, returns false.

  • CASE expressions

    The CASE expression uses conditions to filter the result of an nGQL query statement. It is usually used in the YIELD and RETURN clauses. The CASE expression will traverse all the conditions. When the first condition is met, the CASE expression stops reading the conditions and returns the result. If no conditions are met, it returns the result in the ELSE clause. If there is no ELSE clause and no conditions are met, it returns NULL.

    Syntax:

    CASE <comparer>
WHEN <value> THEN <result>
[WHEN ...]
[ELSE <default>]
END
Parameter Description
comparer A value or a valid expression that outputs a value. This value is used to compare with the value.
value It will be compared with the comparer. If the value matches the comparer, then this condition is met.
result The result is returned by the CASE expression if the value matches the comparer.
default The default is returned by the CASE expression if no conditions are met.

General queries statements

  • MATCH

    MATCH <pattern> [<clause_1>] RETURN <output> [<clause_2>];
    Pattern Example Description
    Match vertices (v) You can use a user-defined variable in a pair of parentheses to represent a vertex in a pattern. For example: (v).
    Match tags MATCH (v:player) RETURN v You can specify a tag with :<tag_name> after the vertex in a pattern.
    Match multiple tags MATCH (v:player:team) RETURN v LIMIT 10 To match vertices with multiple tags, use colons (:).
    Match vertex properties MATCH (v:player{name:"Tim Duncan"}) RETURN v You can specify a vertex property with {<prop_name>: <prop_value>} after the tag in a pattern.
    Match a VID. MATCH (v) WHERE id(v) == 'player101' RETURN v You can use the VID to match a vertex. The id() function can retrieve the VID of a vertex.
    Match multiple VIDs. MATCH (v:player { name: 'Tim Duncan' })--(v2) WHERE id(v2) IN ["player101", "player102"] RETURN v2 To match multiple VIDs, use WHERE id(v) IN [vid_list].
    Match connected vertices MATCH (v:player{name:"Tim Duncan"})--(v2) RETURN v2.player.name AS Name You can use the -- symbol to represent edges of both directions and match vertices connected by these edges. You can add a > or < to the -- symbol to specify the direction of an edge.
    Match paths MATCH p=(v:player{name:"Tim Duncan"})-->(v2) RETURN p Connected vertices and edges form a path. You can use a user-defined variable to name a path as follows.
    Match edges MATCH (v:player{name:"Tim Duncan"})-[e]-(v2) RETURN e
    MATCH ()<-[e]-() RETURN e LIMIT 3    		 Besides using --, -->, or <-- to indicate a nameless edge, you can use a user-defined variable in a pair of square brackets to represent a named edge. For example: -[e]-.
    Match an edge type MATCH ()-[e:follow]-() RETURN e LIMIT 5 Just like vertices, you can specify an edge type with :<edge_type> in a pattern. For example: -[e:follow]-.
    Match edge type properties MATCH (v:player{name:"Tim Duncan"})-[e:follow{degree:95}]->(v2) RETURN e You can specify edge type properties with {<prop_name>: <prop_value>} in a pattern. For example: [e:follow{likeness:95}].
    Match multiple edge types MATCH (v:player{name:"Tim Duncan"})-[e:follow | :serve]->(v2) RETURN e The | symbol can help matching multiple edge types. For example: [e:follow|:serve]. The English colon (:) before the first edge type cannot be omitted, but the English colon before the subsequent edge type can be omitted, such as [e:follow|serve].
    Match multiple edges MATCH (v:player{name:"Tim Duncan"})-[]->(v2)<-[e:serve]-(v3) RETURN v2, v3 You can extend a pattern to match multiple edges in a path.
    Match fixed-length paths MATCH p=(v:player{name:"Tim Duncan"})-[e:follow*2]->(v2) RETURN DISTINCT v2 AS Friends You can use the :<edge_type>*<hop> pattern to match a fixed-length path. hop must be a non-negative integer. The data type of e is the list.
    Match variable-length paths MATCH p=(v:player{name:"Tim Duncan"})-[e:follow*1..3]->(v2) RETURN v2 AS Friends minHop: Optional. It represents the minimum length of the path. minHop: must be a non-negative integer. The default value is 1.
    minHop and maxHop are optional and the default value is 1 and infinity respectively. The data type of e is the list.
    Match variable-length paths with multiple edge types MATCH p=(v:player{name:"Tim Duncan"})-[e:follow | serve*2]->(v2) RETURN DISTINCT v2 You can specify multiple edge types in a fixed-length or variable-length pattern. In this case, hop, minHop, and maxHop take effect on all edge types. The data type of e is the list.
    Retrieve vertex or edge information MATCH (v:player{name:"Tim Duncan"}) RETURN v
    MATCH (v:player{name:"Tim Duncan"})-[e]->(v2) RETURN e    		 Use RETURN {<vertex_name> | <edge_name>} to retrieve all the information of a vertex or an edge.
    Retrieve VIDs MATCH (v:player{name:"Tim Duncan"}) RETURN id(v) Use the id() function to retrieve VIDs.
    Retrieve tags MATCH (v:player{name:"Tim Duncan"}) RETURN labels(v) Use the labels() function to retrieve the list of tags on a vertex.
    To retrieve the nth element in the labels(v) list, use labels(v)[n-1].
    Retrieve a single property on a vertex or an edge MATCH (v:player{name:"Tim Duncan"}) RETURN v.player.age Use RETURN {<vertex_name> | <edge_name>}.<property> to retrieve a single property.
    Use AS to specify an alias for a property.
    Retrieve all properties on a vertex or an edge MATCH p=(v:player{name:"Tim Duncan"})-[]->(v2) RETURN properties(v2) Use the properties() function to retrieve all properties on a vertex or an edge.
    Retrieve edge types MATCH p=(v:player{name:"Tim Duncan"})-[e]->() RETURN DISTINCT type(e) Use the type() function to retrieve the matched edge types.
    Retrieve paths MATCH p=(v:player{name:"Tim Duncan"})-[*3]->() RETURN p Use RETURN <path_name> to retrieve all the information of the matched paths.
    Retrieve vertices in a path MATCH p=(v:player{name:"Tim Duncan"})-[]->(v2) RETURN nodes(p) Use the nodes() function to retrieve all vertices in a path.
    Retrieve edges in a path MATCH p=(v:player{name:"Tim Duncan"})-[]->(v2) RETURN relationships(p) Use the relationships() function to retrieve all edges in a path.
    Retrieve path length MATCH p=(v:player{name:"Tim Duncan"})-[*..2]->(v2) RETURN p AS Paths, length(p) AS Length Use the length() function to retrieve the length of a path.

  • OPTIONAL MATCH

    Pattern Example Description
    Matches patterns against your graph database, just like MATCH does. MATCH (m)-[]->(n) WHERE id(m)=="player100" OPTIONAL MATCH (n)-[]->(l) WHERE id(n)=="player125" RETURN id(m),id(n),id(l) If no matches are found, OPTIONAL MATCH will use a null for missing parts of the pattern.

  • LOOKUP

    LOOKUP ON {<vertex_tag> | <edge_type>} 
[WHERE <expression> [AND <expression> ...]] 
YIELD <return_list> [AS <alias>]
    Pattern Example Description
    Retrieve vertices LOOKUP ON player WHERE player.name == "Tony Parker" YIELD player.name AS name, player.age AS age The following example returns vertices whose name is Tony Parker and the tag is player.
    Retrieve edges LOOKUP ON follow WHERE follow.degree == 90 YIELD follow.degree Returns edges whose degree is 90 and the edge type is follow.
    List vertices with a tag LOOKUP ON player YIELD properties(vertex),id(vertex) Shows how to retrieve the VID of all vertices tagged with player.
    List edges with an edge types LOOKUP ON like YIELD edge AS e Shows how to retrieve the source Vertex IDs, destination vertex IDs, and ranks of all edges of the like edge type.
    Count the numbers of vertices or edges LOOKUP ON player YIELD id(vertex)| YIELD COUNT(*) AS Player_Count Shows how to count the number of vertices tagged with player.
    Count the numbers of edges LOOKUP ON like YIELD id(vertex)| YIELD COUNT(*) AS Like_Count Shows how to count the number of edges of the like edge type.

  • GO

    GO [[<M> TO] <N> STEPS ] FROM <vertex_list>
OVER <edge_type_list> [{REVERSELY | BIDIRECT}]
[ WHERE <conditions> ]
YIELD [DISTINCT] <return_list>
[{SAMPLE <sample_list> | LIMIT <limit_list>}]
[| GROUP BY {col_name | expr | position} YIELD <col_name>]
[| ORDER BY <expression> [{ASC | DESC}]]
[| LIMIT [<offset_value>,] <number_rows>]
    Example Description
    GO FROM "player102" OVER serve YIELD dst(edge) Returns the teams that player 102 serves.
    GO 2 STEPS FROM "player102" OVER follow YIELD dst(edge) Returns the friends of player 102 with 2 hops.
    GO FROM "player100", "player102" OVER serve WHERE properties(edge).start_year > 1995 YIELD DISTINCT properties($$).name AS team_name, properties(edge).start_year AS start_year, properties($^).name AS player_name Adds a filter for the traversal.
    GO FROM "player100" OVER follow, serve YIELD properties(edge).degree, properties(edge).start_year The following example traverses along with multiple edge types. If there is no value for a property, the output is UNKNOWN_PROP.
    GO FROM "player100" OVER follow REVERSELY YIELD src(edge) AS destination The following example returns the neighbor vertices in the incoming direction of player 100.
    GO FROM "player100" OVER follow REVERSELY YIELD src(edge) AS id | GO FROM $-.id OVER serve WHERE properties($^).age > 20 YIELD properties($^).name AS FriendOf, properties($$).name AS Team The following example retrieves the friends of player 100 and the teams that they serve.
    GO FROM "player102" OVER follow YIELD dst(edge) AS both The following example returns all the neighbor vertices of player 102.
    GO 2 STEPS FROM "player100" OVER follow YIELD src(edge) AS src, dst(edge) AS dst, properties($$).age AS age | GROUP BY $-.dst YIELD $-.dst AS dst, collect_set($-.src) AS src, collect($-.age) AS age The following example the outputs according to age.

  • FETCH

    • Fetch vertex properties

      FETCH PROP ON {<tag_name>[, tag_name ...] | *} 
<vid> [, vid ...] 
YIELD <return_list> [AS <alias>]
      Example Description
      FETCH PROP ON player "player100" YIELD properties(vertex) Specify a tag in the FETCH statement to fetch the vertex properties by that tag.
      FETCH PROP ON player "player100" YIELD player.name AS name Use a YIELD clause to specify the properties to be returned.
      FETCH PROP ON player "player101", "player102", "player103" YIELD properties(vertex) Specify multiple VIDs (vertex IDs) to fetch properties of multiple vertices. Separate the VIDs with commas.
      FETCH PROP ON player, t1 "player100", "player103" YIELD properties(vertex) Specify multiple tags in the FETCH statement to fetch the vertex properties by the tags. Separate the tags with commas.
      FETCH PROP ON * "player100", "player106", "team200" YIELD properties(vertex) Set an asterisk symbol * to fetch properties by all tags in the current graph space.

    • Fetch edge properties

      FETCH PROP ON <edge_type> <src_vid> -> <dst_vid>[@<rank>] [, <src_vid> -> <dst_vid> ...]
YIELD <output>;
      Example Description
      FETCH PROP ON serve "player100" -> "team204" YIELD properties(edge) The following statement fetches all the properties of the serve edge that connects vertex "player100" and vertex "team204".
      FETCH PROP ON serve "player100" -> "team204" YIELD serve.start_year Use a YIELD clause to fetch specific properties of an edge.
      FETCH PROP ON serve "player100" -> "team204", "player133" -> "team202" YIELD properties(edge) Specify multiple edge patterns (<src_vid> -> <dst_vid>[@<rank>]) to fetch properties of multiple edges. Separate the edge patterns with commas.
      FETCH PROP ON serve "player100" -> "team204"@1 YIELD properties(edge) To fetch on an edge whose rank is not 0, set its rank in the FETCH statement.
      GO FROM "player101" OVER follow YIELD follow._src AS s, follow._dst AS d | FETCH PROP ON follow $-.s -> $-.d YIELD follow.degree The following statement returns the degree values of the follow edges that start from vertex "player101".
      $var = GO FROM "player101" OVER follow YIELD follow._src AS s, follow._dst AS d; FETCH PROP ON follow $var.s -> $var.d YIELD follow.degree You can use user-defined variables to construct similar queries.

  • SHOW

    Statement Syntax Example Description
    SHOW CHARSET SHOW CHARSET SHOW CHARSET Shows the available character sets.
    SHOW COLLATION SHOW COLLATION SHOW COLLATION Shows the collations supported by NebulaGraph.
    SHOW CREATE SPACE SHOW CREATE SPACE <space_name> SHOW CREATE SPACE basketballplayer Shows the creating statement of the specified graph space.
    SHOW CREATE TAG/EDGE SHOW CREATE {TAG <tag_name> | EDGE <edge_name>} SHOW CREATE TAG player Shows the basic information of the specified tag.
    SHOW HOSTS SHOW HOSTS [GRAPH | STORAGE | META] SHOW HOSTS
    SHOW HOSTS GRAPH    		 Shows the host and version information of Graph Service, Storage Service, and Meta Service.
    SHOW INDEX STATUS SHOW {TAG | EDGE} INDEX STATUS SHOW TAG INDEX STATUS Shows the status of jobs that rebuild native indexes, which helps check whether a native index is successfully rebuilt or not.
    SHOW INDEXES SHOW {TAG | EDGE} INDEXES SHOW TAG INDEXES Shows the names of existing native indexes.
    SHOW PARTS SHOW PARTS [<part_id>] SHOW PARTS Shows the information of a specified partition or all partitions in a graph space.
    SHOW ROLES SHOW ROLES IN <space_name> SHOW ROLES in basketballplayer Shows the roles that are assigned to a user account.
    SHOW SNAPSHOTS SHOW SNAPSHOTS SHOW SNAPSHOTS Shows the information of all the snapshots.
    SHOW SPACES SHOW SPACES SHOW SPACES Shows existing graph spaces in NebulaGraph.
    SHOW STATS SHOW STATS SHOW STATS Shows the statistics of the graph space collected by the latest STATS job.
    SHOW TAGS/EDGES SHOW TAGS | EDGES SHOW TAGS,SHOW EDGES Shows all the tags in the current graph space.
    SHOW USERS SHOW USERS SHOW USERS Shows the user information.
    SHOW SESSIONS SHOW SESSIONS SHOW SESSIONS Shows the information of all the sessions.
    SHOW SESSIONS SHOW SESSION <Session_Id> SHOW SESSION 1623304491050858 Shows a specified session with its ID.
    SHOW QUERIES SHOW [ALL] QUERIES SHOW QUERIES Shows the information of working queries in the current session.
    SHOW META LEADER SHOW META LEADER SHOW META LEADER Shows the information of the leader in the current Meta cluster.

Clauses and options

Clause Syntax Example Description
GROUP BY GROUP BY <var> YIELD <var>, <aggregation_function(var)> GO FROM "player100" OVER follow BIDIRECT YIELD $$.player.name as Name | GROUP BY $-.Name YIELD $-.Name as Player, count(*) AS Name_Count Finds all the vertices connected directly to vertex "player100", groups the result set by player names, and counts how many times the name shows up in the result set.
LIMIT YIELD <var> [| LIMIT [<offset_value>,] <number_rows>] GO FROM "player100" OVER follow REVERSELY YIELD $$.player.name AS Friend, $$.player.age AS Age | ORDER BY $-.Age, $-.Friend | LIMIT 1, 3 Returns the 3 rows of data starting from the second row of the sorted output.
SKIP RETURN <var> [SKIP <offset>] [LIMIT <number_rows>] MATCH (v:player{name:"Tim Duncan"}) --> (v2) RETURN v2.player.name AS Name, v2.player.age AS Age ORDER BY Age DESC SKIP 1 SKIP can be used alone to set the offset and return the data after the specified position.
SAMPLE <go_statement> SAMPLE <sample_list>; GO 3 STEPS FROM "player100" OVER * YIELD properties($$).name AS NAME, properties($$).age AS Age SAMPLE [1,2,3]; Takes samples evenly in the result set and returns the specified amount of data.
ORDER BY <YIELD clause> ORDER BY <expression> [ASC | DESC] [, <expression> [ASC | DESC] ...] FETCH PROP ON player "player100", "player101", "player102", "player103" YIELD player.age AS age, player.name AS name | ORDER BY $-.age ASC, $-.name DESC The ORDER BY clause specifies the order of the rows in the output.
RETURN RETURN {<vertex_name>|<edge_name>|<vertex_name>.<property>|<edge_name>.<property>|...} MATCH (v:player) RETURN v.player.name, v.player.age LIMIT 3 Returns the first three rows with values of the vertex properties name and age.
TTL CREATE TAG <tag_name>(<property_name_1> <property_value_1>, <property_name_2> <property_value_2>, ...) ttl_duration= <value_int>, ttl_col = <property_name> CREATE TAG t2(a int, b int, c string) ttl_duration= 100, ttl_col = "a" Create a tag and set the TTL options.
WHERE WHERE {<vertex|edge_alias>.<property_name> {>|==|<|...} <value>...} MATCH (v:player) WHERE v.player.name == "Tim Duncan" XOR (v.player.age < 30 AND v.player.name == "Yao Ming") OR NOT (v.player.name == "Yao Ming" OR v.player.name == "Tim Duncan") RETURN v.player.name, v.player.age The WHERE clause filters the output by conditions. The WHERE clause usually works in Native nGQL GO and LOOKUP statements, and OpenCypher MATCH and WITH statements.
YIELD YIELD [DISTINCT] <col> [AS <alias>] [, <col> [AS <alias>] ...] [WHERE <conditions>]; GO FROM "player100" OVER follow YIELD dst(edge) AS ID | FETCH PROP ON player $-.ID YIELD player.age AS Age | YIELD AVG($-.Age) as Avg_age, count(*)as Num_friends Finds the players that "player100" follows and calculates their average age.
WITH MATCH $expressions WITH {nodes()|labels()|...} MATCH p=(v:player{name:"Tim Duncan"})--() WITH nodes(p) AS n UNWIND n AS n1 RETURN DISTINCT n1 The WITH clause can retrieve the output from a query part, process it, and pass it to the next query part as the input.
UNWIND UNWIND <list> AS <alias> <RETURN clause> UNWIND [1,2,3] AS n RETURN n Splits a list into rows.

Space statements

Statement Syntax Example Description
CREATE SPACE CREATE SPACE [IF NOT EXISTS] <graph_space_name> ( [partition_num = <partition_number>,] [replica_factor = <replica_number>,] vid_type = {FIXED_STRING(<N>) | INT[64]} ) [COMMENT = '<comment>'] CREATE SPACE my_space_1 (vid_type=FIXED_STRING(30)) Creates a graph space with
CREATE SPACE CREATE SPACE <new_graph_space_name> AS <old_graph_space_name> CREATE SPACE my_space_4 as my_space_3 Clone a graph. space.
USE USE <graph_space_name> USE space1 Specifies a graph space as the current working graph space for subsequent queries.
SHOW SPACES SHOW SPACES SHOW SPACES Lists all the graph spaces in the NebulaGraph examples.
DESCRIBE SPACE DESC[RIBE] SPACE <graph_space_name> DESCRIBE SPACE basketballplayer Returns the information about the specified graph space.息。
CLEAR SPACE CLEAR SPACE [IF EXISTS] <graph_space_name> Deletes the vertices and edges in a graph space, but does not delete the graph space itself and the schema information.
DROP SPACE DROP SPACE [IF EXISTS] <graph_space_name> DROP SPACE basketballplayer Deletes everything in the specified graph space.

TAG statements

Statement Syntax Example Description
CREATE TAG CREATE TAG [IF NOT EXISTS] <tag_name> ( <prop_name> <data_type> [NULL | NOT NULL] [DEFAULT <default_value>] [COMMENT '<comment>'] [{, <prop_name> <data_type> [NULL | NOT NULL] [DEFAULT <default_value>] [COMMENT '<comment>']} ...] ) [TTL_DURATION = <ttl_duration>] [TTL_COL = <prop_name>] [COMMENT = '<comment>'] CREATE TAG woman(name string, age int, married bool, salary double, create_time timestamp) TTL_DURATION = 100, TTL_COL = "create_time" Creates a tag with the given name in a graph space.
DROP TAG DROP TAG [IF EXISTS] <tag_name> DROP TAG test; Drops a tag with the given name in the current working graph space.
ALTER TAG ALTER TAG <tag_name> <alter_definition> [, alter_definition] ...] [ttl_definition [, ttl_definition] ... ] [COMMENT = '<comment>'] ALTER TAG t1 ADD (p3 int, p4 string) Alters the structure of a tag with the given name in a graph space. You can add or drop properties, and change the data type of an existing property. You can also set a TTL（Time-To-Live）on a property, or change its TTL duration.
SHOW TAGS SHOW TAGS SHOW TAGS Shows the name of all tags in the current graph space.
DESCRIBE TAG DESC[RIBE] TAG <tag_name> DESCRIBE TAG player Returns the information about a tag with the given name in a graph space, such as field names, data type, and so on.
DELETE TAG DELETE TAG <tag_name_list> FROM <VID> DELETE TAG test1 FROM "test" Deletes a tag with the given name on a specified vertex.

Edge type statements

Statement Syntax Example Description
CREATE EDGE CREATE EDGE [IF NOT EXISTS] <edge_type_name> ( <prop_name> <data_type> [NULL | NOT NULL] [DEFAULT <default_value>] [COMMENT '<comment>'] [{, <prop_name> <data_type> [NULL | NOT NULL] [DEFAULT <default_value>] [COMMENT '<comment>']} ...] ) [TTL_DURATION = <ttl_duration>] [TTL_COL = <prop_name>] [COMMENT = '<comment>'] CREATE EDGE e1(p1 string, p2 int, p3 timestamp) TTL_DURATION = 100, TTL_COL = "p2" Creates an edge type with the given name in a graph space.type。
DROP EDGE DROP EDGE [IF EXISTS] <edge_type_name> DROP EDGE e1 Drops an edge type with the given name in a graph space.
ALTER EDGE ALTER EDGE <edge_type_name> <alter_definition> [, alter_definition] ...] [ttl_definition [, ttl_definition] ... ] [COMMENT = '<comment>'] ALTER EDGE e1 ADD (p3 int, p4 string) Alters the structure of an edge type with the given name in a graph space.
SHOW EDGES SHOW EDGES SHOW EDGES Shows all edge types in the current graph space.
DESCRIBE EDGE DESC[RIBE] EDGE <edge_type_name> DESCRIBE EDGE follow Returns the information about an edge type with the given name in a graph space, such as field names, data type, and so on.

Vertex statements

Statement Syntax Example Description
INSERT VERTEX INSERT VERTEX [IF NOT EXISTS] [tag_props, [tag_props] ...] VALUES <vid>: ([prop_value_list]) INSERT VERTEX t2 (name, age) VALUES "13":("n3", 12), "14":("n4", 8) Inserts one or more vertices into a graph space in NebulaGraph.
DELETE VERTEX DELETE VERTEX <vid> [, <vid> ...] DELETE VERTEX "team1" Deletes vertices and the related incoming and outgoing edges of the vertices.
UPDATE VERTEX UPDATE VERTEX ON <tag_name> <vid> SET <update_prop> [WHEN <condition>] [YIELD <output>] UPDATE VERTEX ON player "player101" SET age = age + 2 Updates properties on tags of a vertex.
UPSERT VERTEX UPSERT VERTEX ON <tag> <vid> SET <update_prop> [WHEN <condition>] [YIELD <output>] UPSERT VERTEX ON player "player667" SET age = 31 The UPSERT statement is a combination of UPDATE and INSERT. You can use UPSERT VERTEX to update the properties of a vertex if it exists or insert a new vertex if it does not exist.

Edge statements

Statement Syntax Example Description
INSERT EDGE INSERT EDGE [IF NOT EXISTS] <edge_type> ( <prop_name_list> ) VALUES <src_vid> -> <dst_vid>[@<rank>] : ( <prop_value_list> ) [, <src_vid> -> <dst_vid>[@<rank>] : ( <prop_value_list> ), ...] INSERT EDGE e2 (name, age) VALUES "11"->"13":("n1", 1) Inserts an edge or multiple edges into a graph space from a source vertex (given by src_vid) to a destination vertex (given by dst_vid) with a specific rank in NebulaGraph.
DELETE EDGE DELETE EDGE <edge_type> <src_vid> -> <dst_vid>[@<rank>] [, <src_vid> -> <dst_vid>[@<rank>] ...] DELETE EDGE serve "player100" -> "team204"@0 Deletes one edge or multiple edges at a time.
UPDATE EDGE UPDATE EDGE ON <edge_type> <src_vid> -> <dst_vid> [@<rank>] SET <update_prop> [WHEN <condition>] [YIELD <output>] UPDATE EDGE ON serve "player100" -> "team204"@0 SET start_year = start_year + 1 Updates properties on an edge.
UPSERT EDGE UPSERT EDGE ON <edge_type> <src_vid> -> <dst_vid> [@rank] SET <update_prop> [WHEN <condition>] [YIELD <properties>] UPSERT EDGE on serve "player666" -> "team200"@0 SET end_year = 2021 The UPSERT statement is a combination of UPDATE and INSERT. You can use UPSERT EDGE to update the properties of an edge if it exists or insert a new edge if it does not exist.

Index

  • Native index

    You can use native indexes together with LOOKUP and MATCH statements.

    Statement Syntax Example Description
    CREATE INDEX CREATE {TAG | EDGE} INDEX [IF NOT EXISTS] <index_name> ON {<tag_name> | <edge_name>} ([<prop_name_list>]) [COMMENT = '<comment>'] CREATE TAG INDEX player_index on player() Add native indexes for the existing tags, edge types, or properties.
    SHOW CREATE INDEX SHOW CREATE {TAG | EDGE} INDEX <index_name> show create tag index index_2 Shows the statement used when creating a tag or an edge type. It contains detailed information about the index, such as its associated properties.
    SHOW INDEXES SHOW {TAG | EDGE} INDEXES SHOW TAG INDEXES Shows the defined tag or edge type indexes names in the current graph space.
    DESCRIBE INDEX DESCRIBE {TAG | EDGE} INDEX <index_name> DESCRIBE TAG INDEX player_index_0 Gets the information about the index with a given name, including the property name (Field) and the property type (Type) of the index.
    REBUILD INDEX REBUILD {TAG | EDGE} INDEX [<index_name_list>] REBUILD TAG INDEX single_person_index Rebuilds the created tag or edge type index. If data is updated or inserted before the creation of the index, you must rebuild the indexes manually to make sure that the indexes contain the previously added data.
    SHOW INDEX STATUS SHOW {TAG | EDGE} INDEX STATUS SHOW TAG INDEX STATUS Returns the name of the created tag or edge type index and its status.
    DROP INDEX DROP {TAG | EDGE} INDEX [IF EXISTS] <index_name> DROP TAG INDEX player_index_0 Removes an existing index from the current graph space.

  • Full-text index

    Syntax Example Description
    SIGN IN TEXT SERVICE [(<elastic_ip:port> [,<username>, <password>]), (<elastic_ip:port>), ...] SIGN IN TEXT SERVICE (127.0.0.1:9200) The full-text indexes is implemented based on Elasticsearch. After deploying an Elasticsearch cluster, you can use the SIGN IN statement to log in to the Elasticsearch client.
    SHOW TEXT SEARCH CLIENTS SHOW TEXT SEARCH CLIENTS Shows text search clients.
    SIGN OUT TEXT SERVICE SIGN OUT TEXT SERVICE Signs out to the text search clients.
    CREATE FULLTEXT {TAG | EDGE} INDEX <index_name> ON {<tag_name> | <edge_name>} ([<prop_name_list>]) CREATE FULLTEXT TAG INDEX nebula_index_1 ON player(name) Creates full-text indexes.
    SHOW FULLTEXT INDEXES SHOW FULLTEXT INDEXES Show full-text indexes.
    REBUILD FULLTEXT INDEX REBUILD FULLTEXT INDEX Rebuild full-text indexes.
    DROP FULLTEXT INDEX <index_name> DROP FULLTEXT INDEX nebula_index_1 Drop full-text indexes.
    LOOKUP ON {<tag> | <edge_type>} WHERE <expression> [YIELD <return_list>] LOOKUP ON player WHERE FUZZY(player.name, "Tim Dunncan", AUTO, OR) YIELD player.name Use query options.

Subgraph and path statements

Type Syntax Example Description
GET SUBGRAPH GET SUBGRAPH [WITH PROP] [<step_count> STEPS] FROM {<vid>, <vid>...} [{IN | OUT | BOTH} <edge_type>, <edge_type>...] YIELD [VERTICES AS <vertex_alias>] [,EDGES AS <edge_alias>] GET SUBGRAPH 1 STEPS FROM "player100" YIELD VERTICES AS nodes, EDGES AS relationships Retrieves information of vertices and edges reachable from the source vertices of the specified edge types and returns information of the subgraph.
FIND PATH FIND { SHORTEST | ALL | NOLOOP } PATH [WITH PROP] FROM <vertex_id_list> TO <vertex_id_list> OVER <edge_type_list> [REVERSELY | BIDIRECT] [<WHERE clause>] [UPTO <N> STEPS] YIELD path as <alias> [| ORDER BY $-.path] [| LIMIT <M>] FIND SHORTEST PATH FROM "player102" TO "team204" OVER * YIELD path as p Finds the paths between the selected source vertices and destination vertices. A returned path is like (<vertex_id>)-[:<edge_type_name>@<rank>]->(<vertex_id).

Query tuning statements

Type Syntax Example Description
EXPLAIN EXPLAIN [format="row" | "dot"] <your_nGQL_statement> EXPLAIN format="row" SHOW TAGS
EXPLAIN format="dot" SHOW TAGS		 Helps output the execution plan of an nGQL statement without executing the statement.
PROFILE PROFILE [format="row" | "dot"] <your_nGQL_statement> PROFILE format="row" SHOW TAGS
EXPLAIN format="dot" SHOW TAGS		 Executes the statement, then outputs the execution plan as well as the execution profile.

Operation and maintenance statements

  • BALANCE

    Syntax Description
    BALANCE LEADER Starts a job to balance the distribution of storage leaders in the current graph space. It returns the job ID.

  • Job statements

    Syntax Description
    SUBMIT JOB COMPACT Triggers the long-term RocksDB compact operation.
    SUBMIT JOB FLUSH Writes the RocksDB memfile in the memory to the hard disk.
    SUBMIT JOB STATS Starts a job that makes the statistics of the current graph space. Once this job succeeds, you can use the SHOW STATS statement to list the statistics.
    SHOW JOB <job_id> Shows the information about a specific job and all its tasks in the current graph space. The Meta Service parses a SUBMIT JOB request into multiple tasks and assigns them to the nebula-storaged processes.
    SHOW JOBS Lists all the unexpired jobs in the current graph space.
    STOP JOB Stops jobs that are not finished in the current graph space.
    RECOVER JOB Re-executes the failed jobs in the current graph space and returns the number of recovered jobs.

  • Kill queries

    Syntax Example Description
    KILL QUERY (session=<session_id>, plan=<plan_id>) KILL QUERY(SESSION=1625553545984255,PLAN=163) Terminates the query being executed, and is often used to terminate slow queries.
Last update: February 19, 2024