ID,L1,L2,L3,FILENAME,HEADER1,HEADER2,TEXT,VECTOR_STR 0,273,090,040,000,090-040-000-Appendix_C_-_GraphScript_Cheat_Sheet.md,Appendix C - GraphScript Cheat Sheet,Weighted Path Functions," ### WEIGHT ```graphscript BIGINT costs = WEIGHT(:weighted_path_bigint); ``` Gets the weight of the given path. ### LENGTH ```graphscript BIGINT len = LENGTH(:weighted_path); ``` Gets the length (number of edges) for a given weighted path. 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1,52,060,020,030,060-020-030-Basic_Vertex_Operations.md,Basic Vertex Operations,DEGREE,"Returns the number of incoming and outgoing edges of a vertex. - DEGREE(VERTEX) => BIGINT 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2,44,060,020,020,060-020-020-Basic_Graph_Operations.md,Basic Graph Operations,EDGES,"Returns all edges in a graph. - EDGES(GRAPH) => MULTISET 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4,195,060,050,080,060-050-080-Time_Functions.md,Date and Time Functions,ADD_DAYS,"Computes the specified DATE or TIMESTAMP value, plus or minus the specified days. The value to be added or subtracted needs to be an INTEGER. - ADD_DAYS(DATE, INTEGER) => DATE - ADD_DAYS(TIMESTAMP, INTEGER) => TIMESTAMP 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5,88,060,020,070,060-020-070-Graph_Traversal_Statements.md,Graph Traversal Statements,Breadth-First Search (BFS),"BFS visits adjacent edges and vertices first before stepping deeper into the graph. It supports two hook functions: ON VISIT VERTEX and ON VISIT EDGE which are executed when the elements are visited the first time. Next to a single start vertex, BFS also supports multiple start vertices in form of a Multiset. Any expression resulting in a Multiset of vertices is permitted, including ad hoc definitions with curly braces shown in the next example. ```graphscript TRAVERSE BFS :g FROM { Vertex(:g, 1), Vertex(:g, 2) } ON VISIT VERTEX (VERTEX v) { ... }; ``` BFS is the only traversal algorithm which supports various traversal directions. It is optionally passed as an argument to the BFS specifier. ```graphscript TRAVERSE BFS('INCOMING') :g FROM :startVertex ON VISIT VERTEX (VERTEX v) { ... }; ``` Please note the single quotes around the parameter INCOMING. The direction parameter is of type string. It can be either a reference to a string variable or a literal string value as shown here. Three string values are supported: OUTGOING which is the default, INCOMING and ANY. OUTGOING follows the direction of edges from the source vertex to the target vertex. INCOMING walks edges in the reverse direction from target to source. ANY treats edges as undirected edges, ignoring the direction stored in the 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6,234,070,020,040,070-020-040-Built-In_Functions.md,Built-In Functions,DATETIME,"The DATETIME() function takes a string value in YYYY-MM-DD HH24:MI:SS.FF7 format and converts it to a datetime value with year, month, day, hour, minute, seconds and fractional seconds component values. ```bnf ::= DATETIME '(' '.' ')' ``` DATETIME(NULL) returns NULL. An error is thrown if the parsing fails. 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8,115,060,040,000,060-040-000-Table_Operations.md,Table Operations,Projection Expression,"A shorthand notation to convert data in a container to a tabular format is provided by the projection expression. The result must be assigned to a table variable with a compatible column layout, i.e., the type of first column must be compatible to the type of the first element in the projection list, and so on. The assignment of projection list elements to result table columns is done by position. Note that old content of the table variable gets replaced by the new content of the projection. The projection expression starts with the SELECT keyword, followed by the projection list and the FOREACH notation used in [FOREACH loops](loio72955c729448436ab8269192b71fb495/FOREACH Loops). The projection list is a comma-separated list of expressions. For example, these expressions can be an access to attributes of a vertex variable or a lookup into a Sequence or Map container with a scalar variable as positional index or key value. ```bnf ::= SELECT FOREACH IN [WITH ORDINALITY AS ] | SELECT FOREACH ( , ) IN ::= [, ] ::= ``` The projection expression may iterate over containers or maps. ```graphscript MULTISET myVertices = ...; -- projecting vertex attributes myTable1 = SELECT :v.""NAME"", :v.visited FOREACH v IN :myVertices; SEQUENCE edgeSequence = ...; -- projecting one edge attribute and the position of the edge in the sequence myTable2 = SELECT :e.""NAME"", :i FOREACH e IN :edgeSequence WITH ORDINALITY AS i; MAP costMap = ...; -- projecting vertices in a map and associated values, cost in map and vertex attributes myTable3 = SELECT :v.""NAME"", :cost FOREACH (v,cost) IN :costMap; ``` ### Note - Tables or table types are permitted for IN and OUT parameters. ### Examples ```sql CREATE TYPE tt AS TABLE(NAME NVARCHAR, ATTR INTEGER); CREATE PROCEDURE myTableProc (IN i_tab tt, OUT o_tab tt) LANGUAGE GRAPH READS SQL DATA AS BEGIN INTEGER i = :i_tab.attr[1L]; GRAPH g = GRAPH(""FLIGHTS"", ""GRAPH"") WITH TEMPORARY ATTRIBUTES(VERTEX INTEGER ATTR = :i); o_tab = SELECT :v.""NAME"", :v.attr FOREACH v IN VERTICES(:g); END; ``` 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9,249,090,040,000,090-040-000-Appendix_C_-_GraphScript_Cheat_Sheet.md,Appendix C - GraphScript Cheat Sheet,,"GraphScript is the imperative extension language of SAP HANA Graph. It's designed to ease the development of application-specific graph algorithms and to integrate them into the overall data processing workflow. 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10,199,060,050,080,060-050-080-Time_Functions.md,Date and Time Functions,SECONDS_BETWEEN,"Computes the number of seconds between two specified TIMESTAMP values. - SECONDS_BETWEEN(TIMESTAMP, TIMESTAMP) => BIGINT 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11,25,060,005,000,060-005-000-Integration_into_Stored_Procs.md,Integration into the SAP HANA Environment,,"The GraphScript language can be used in the following HANA SQL logic containers: Stored procedures, anonymous blocks, and table user-defined functions. Logic containers with GraphScript code support only a subset of the options and data types supported by SQLScript. Besides these differences, logic containers with GraphScript code can be created, dropped and used in the very same way as logic containers with SQLScript code. 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12,45,060,020,020,060-020-020-Basic_Graph_Operations.md,Basic Graph Operations,Temporary Attribute Definition,"A temporary attribute can be used to store vertex-centric or edge-centric state information at script runtime. Read access to temporary attributes is the same as for persistent attributes; write access is only allowed for temporary attributes. You can specify temporary attributes only during creation of the graph object. If you expect a temporary attribute to be set for more than 10-15% of vertices or edges add the DENSE keyword to the specification. The DENSE keyword allows the compiler to use a more efficient implementation for more frequently used attributes. ```bnf ::= GRAPH '(' , , , , , ')' WITH TEMPORARY ATTRIBUTES '(' ')' ::= | , ::= [ = ] [ DENSE ] ``` ### Examples ```graphscript GRAPH g1 = GRAPH(""FLIGHTS"", ""GRAPH"") WITH TEMPORARY ATTRIBUTES(VERTEX INTEGER distance = 0, EDGE DOUBLE price = 0.0); GRAPH g2 = GRAPH(""ROADS"", ""NETWORK"") WITH TEMPORARY ATTRIBUTES(VERTEX INTEGER typeId DENSE); 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13,221,070,020,010,070-020-010-Match_Clause.md,MATCH Clause,,"The MATCH clause consists of topological constraints that define the topology (vertices, edges, and paths) of the matching subgraphs, and an optional filter condition, which allows the user to add additional (non-topological) constraints. These constraints must be fulfilled by each match in the graph workspace to become a part of the result. ```bnf ::= MATCH [WHERE ] ::= [{ }] ``` 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14,75,060,020,060,060-020-060-Built-In_Graph_Algorithms.md,Built-In Graph Algorithms,MODULARITY,"```bnf ::= MODULARITY ‘(' ,[,< weight>]')' ``` This function computes the modularity of communities that partition a graph. The return value is DOUBLE. Modularity is a quality metric for communities that quantifies if there are many edges inside communities and fewer between them. ### Parameter graph: Graph where the community is derived from communities: Communities that partition in the form of SEQUENCE> weight: Function that provide an edge weight for each edge in the graph (Default: (Edge e) => DOUBLE{ return 1.0; }) ### Examples ```graphscript GRAPH g = GRAPH(""FLIGHTS"", ""GRAPH""); SEQUENCE> communities = […] DOUBLE metric = MODULARITY(:g, :communities, (Edge e) => DOUBLE{ return 1.0; }) ``` 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15,99,060,030,020,060-030-020-Sequence.md,SEQUENCE,Constructors,"SEQUENCE variables can be initialized with a comma-separated enumeration of elements within square brackets. ```bnf ::= '[' ']' ::= | , ``` ```graphscript NVARCHAR b = 'blue'; SEQUENCE s1 = [ 'red', 'green', :b ]; SEQUENCE> s2 = [:s1, ['yellow', :b]]; ``` By default, a sequence of a primitive type is initialized as empty. ```graphscript SEQUENCE s3; SEQUENCE> s4; ``` An empty sequence of a primitive type can also be initialized explicitly with the sequence constructor. ```graphscript SEQUENCE s5 = SEQUENCE(); SEQUENCE> s6 = SEQUENCE>(); ``` An empty sequence of VERTEX or EDGE type requires a graph variable for initialization. ```graphscript GRAPH g = GRAPH(""FLIGHTS"", ""GRAPH""); SEQUENCE s7(:g); SEQUENCE> s8(:g); ``` Additionally, a sequence can be initialized by an operation or function returning a sequence. ```graphscript GRAPH g = GRAPH(""FLIGHTS"", ""GRAPH""); SEQUENCE sv = SEQUENCE(VERTICES(:g)); ``` 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16,87,060,020,070,060-020-070-Graph_Traversal_Statements.md,Graph Traversal Statements,,"Many advanced graph algorithms are built on top of basic graph algorithms, extending them with a bit of custom code at specific points during the execution. For this exact purpose, GraphScript provides the TRAVERSE statement. It is an expressive way to describe algorithm variations with a set of well-defined extension points. Basic traversal algorithms like breadth-first search (BFS), depth-first search (DFS) and Dijkstra's algorithm can be extended with so-called hook functions. They are executed when specific events happen during the traversal, for example, a vertex or an edge is visited for the first time. The following example illustrates the basic structure of the statement. It calculates the vertex preorder and postorder in a DFS started from a single vertex. ```graphscript GRAPH g = GRAPH(""EXAMPLE"", ""GRAPH"") WITH TEMPORARY ATTRIBUTES ( VERTEX INTEGER preorder = -1, VERTEX INTEGER postorder = -1 ); INTEGER pre = 1; INTEGER post = 1; VERTEX startVertex(:g, 1); TRAVERSE DFS :g FROM :startVertex ON VISIT VERTEX (VERTEX v) { v.preorder = :pre; pre = :pre + 1; } ON EXIT VERTEX (VERTEX v) { v.postorder = :post; post = :post + 1; }; ``` First, there is some setup code to declare a graph with two temporary vertex attributes and two counters for the preorder and postorder. The TRAVERSE keyword starts the traversal statement, followed by a specifier identifying the basic traversal algorithm, DFS in this case. The supported specifiers are BFS, DFS and DIJKSTRA. Next, the graph is referenced on which the traversal will run. The header line is completed by the keyword FROM and the start vertex description, which accepts any expression resulting in a vertex of the referenced graph. After the header follows a list of clauses defining the extensions to the basic traversal. Here, two hook functions are defined: one for the preorder calculation using ON VISIT VERTEX and a second one for the postorder calculation using ON EXIT VERTEX. The VISIT VERTEX hook is executed when a vertex is reached the first time. Similarly, the EXIT VERTEX hook is executed right before the DFS backtracks from the vertex. ON EXIT VERTEX is only available in DFS as the other algorithms do not backtrack. The next sections describe the available extension points for each supported traversal 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17,227,070,020,030,070-020-030-Keywords.md,Keywords,Reserved Keywords,"| | | | | | |----|----|----|----|----| |optional|distinct|unique|detach|union| |unwind|merge|create|set|delete| |remove|on|ascending|descending|xor| |null|true|false|case|when| |then|else|end|foreach|call| |constraint|assert|load|csv|headers| |fieldterminator|index|yield|using|drop| |profile|explain|start|is| | 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18,42,060,020,020,060-020-020-Basic_Graph_Operations.md,Basic Graph Operations,Constructors,"Creates a graph object. Two different variations are available: ```bnf ::= GRAPH '(' , ')' ::= ::= ``` Creates a graph object based on the specified workspace in the specified schema. If the schema parameter is omitted, then the SQL schema inference rules apply. ```bnf ::= GRAPH '(' , , , , , ')' ::= ::= ::= ::= ::= ::= ``` Creates a graph object based on the specified edge and vertex tables, which are passed as arguments to the GraphScript procedure. Besides the edge and vertex table variables, the column identifiers of edge source, edge target, edge key, and vertex key need to be specified. ### Examples ```graphscript GRAPH g1 = GRAPH(""FLIGHTS"", ""GRAPH""); ``` ```sql CREATE TYPE flightsEdgeType AS TABLE( edge_key BIGINT, source NVARCHAR(100), target NVARCHAR(100), dist_km DOUBLE ); CREATE TYPE flightsVertexType AS TABLE( node_key NVARCHAR(100), name NVARCHAR(100) ); CREATE PROCEDURE graph_from_tabular_input ( IN i_edges flightsEdgeType, IN i_vertices flightsVertexType) LANGUAGE GRAPH READS SQL DATA AS BEGIN GRAPH tmp_graph = GRAPH(:i_edges, ""SOURCE"", ""TARGET"", ""EDGE_KEY"", :i_vertices, ""NODE_KEY""); -- ... END; ``` 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19,261,090,040,000,090-040-000-Appendix_C_-_GraphScript_Cheat_Sheet.md,Appendix C - GraphScript Cheat Sheet,Relational Expression,"```graphscript 2 < 3 3 == 4 :a.weight >= 5 :v.attr != 'blue' ``` 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21,252,090,040,000,090-040-000-Appendix_C_-_GraphScript_Cheat_Sheet.md,Appendix C - GraphScript Cheat Sheet,Graph Types,"```graphscript GRAPH g1 = GRAPH(""my_graph_workspace""); GRAPH g2 = GRAPH(""my_schema"", ""workspace""); ``` Defines a graph based on a workspace catalog object. ```graphscript GRAPH g3 = GRAPH(:edgeTab, ""srcCol"", ""tgtCol"", ""edgeIdCol"", :vtxTab, ""vtxIdCol""); ``` Defines a graph based on edge and vertex tables. 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22,100,060,030,020,060-030-020-Sequence.md,SEQUENCE,Functions," ### COUNT Returns the size of the given sequence. The result type is BIGINT. ```graphscript SEQUENCE s9 = [1L, 2L, 3L]; BIGINT s9count = COUNT(:s9); -- s9count is 3L SEQUENCE> s10 = [[1L, 2L], [3L, 4L, 5L]]; BIGINT s10count = COUNT(:s10); -- s10count is 2L ``` ### IS_EMPTY Returns true if the sequence has no elements. ```graphscript SEQUENCE nonEmptySeq = [0.0, 0.1, 0.2]; BOOL b1 = IS_EMPTY(:nonEmptySeq); -- b1 is FALSE SEQUENCE emptySeq; BOOL b2 = IS_EMPTY(:emptySeq); -- b2 is TRUE ``` ### MULTISET Returns a multiset containing elements from the given sequence. The order of elements is lost. ```graphscript SEQUENCE scolors = ['red', 'green', 'blue']; MULTISET mcolors = MULTISET(:scolors); -- mcolors is {'green', 'blue', 'red'} ``` When initializing a new variable of type MULTISET, a shorthand notation can be used. ```graphscript MULTISET mshort(:scolors); -- same as mcolors ``` ### RANDOM_ELEMENT Returns a randomly chosen element from the given sequence. ```graphscript INT random_int = RANDOM_ELEMENT([1,2,3]); SEQUENCE seq = ['a','b','c']; NVARCHAR random_char = RANDOM_ELEMENT(:seq); ``` ### TO_ORDINALITY_MAP This function converts a SEQUENCE of SEQUENCE of VERTEX or EDGE to a MAP with VERTEX or EDGE as the key and a BIGINT as the value. It places the vertices or edges as keys in the MAP with the ordinalities of the SEQUENCEs, where they are located, as values. Keys that appear multiple times will be ignored after they have been discovered the first time. ```graphscript SEQUENCE> groupSeq = [[:v3, :v1, :v3], [:v2]]; MAP ordMap = TO_ORDINALITY_MAP(:groupSeq); :mapCommunities1[:v1] == 0L; -- true :mapCommunities1[:v2] == 1L; -- true :mapCommunities1[:v3] == 0L; -- true `` 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23,80,060,020,060,060-020-060-Built-In_Graph_Algorithms.md,Built-In Graph Algorithms,Subgraph,"Constructs a subgraph of a graph based on a set of vertices or edges. ```bnf ::= SUBGRAPH '(' , ')' ::= ::= ``` Returns the subgraph of the given parent graph induced by the given container of vertices. The subgraph contains a copy of all vertices in the input vertex container as well as all edges of the parent graph whose source and target are both in the given vertex container. ```bnf ::= SUBGRAPH '(' , ')' ::= ::= ``` Returns the subgraph of the given parent graph induced by the given container of edges. The subgraph contains the given edges as well as all source and target vertices of the given edge container. A subgraph is a view on the parent graph, so all vertices and edges of a subgraph are the same than the vertices and edges of the parent graph. Modifications of temporary attributes in the parent graph are visible on the subgraph and vice versa. ### Examples The following example demonstrates the usage of the subgraph function in combination with temporary attributes. The temporary attribute `continent` is defined on graph `g_flights` before deriving the subgraph `g_EuropeanFlights` from `g_flights` and can also be accessed for a vertex of `g_EuropeanFlights`. ```graphscript GRAPH g_flights = GRAPH(""FLIGHTS"", ""GRAPH"") WITH TEMPORARY ATTRIBUTES(VERTEX NVARCHAR continent); -- read continents of nodes from input table... GRAPH g_EuropeanFlights = SUBGRAPH( :g_flights, v IN VERTICES(:g_flights) WHERE :v.continent == 'Europe'); VERTEX v_amsterdamEUR(:g_EuropeanFlights, 'AMS'); v_amsterdamEUR.continent = 'Europe'; VERTEX v_amsterdam(:g_flights, 'AMS'); NVARCHAR cnt = :v_amsterdam.continent; --> cnt is 'Europe' ``` 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25,254,090,040,000,090-040-000-Appendix_C_-_GraphScript_Cheat_Sheet.md,Appendix C - GraphScript Cheat Sheet,Vertex and Edge Types,"```graphscript VERTEX v1(:g, 1); EDGE e1(:g, 2, 'keyVal2'); -- edge constructor with composite key VERTEX v2(:path, 'label', 3); -- vertex constructor with label ``` Constructs vertex and edge references from a graph or a weighted path, and a (composite) key. For graphs with multiple vertex or edge tables, a vertex or edge label is necessary in the constructor. 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26,125,060,050,020,060-050-020-Non-Numeric_Scalar_Types.md,Non-Numeric Scalar Types,Boolean Type,"The BOOLEAN data type stores Boolean values, which are TRUE and FALSE. A variable of type BOOLEAN is default-initialized with value NULL. 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27,253,090,040,000,090-040-000-Appendix_C_-_GraphScript_Cheat_Sheet.md,Appendix C - GraphScript Cheat Sheet,Temporary Attributes,"```graphscript GRAPH g3 = GRAPH(""my_schema"", ""workspace"") WITH TEMPORARY ATTRIBUTES(EDGE INTEGER attr = 2 * 1, VERTEX DOUBLE otherattr DENSE); Defines a graph with additional temporary attributes. ``` 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28,43,060,020,020,060-020-020-Basic_Graph_Operations.md,Basic Graph Operations,VERTICES,"Returns all vertices in a graph. - VERTICES(GRAPH) => MULTISET 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30,30,060,010,000,060-010-000-Language_Fundamentals.md,Language Fundamentals,Grammar,"In general, GraphScript's grammar consists of three different fundamental types of constructs: - Statements: self-containing language constructs that can have side effects - Expressions: language constructs that return a value of a given type - Terminal symbols: special characters and symbols ### Statements A GraphScript program consists of an arbitrary number of statements. ```bnf