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struct::graph - Create and manipulate directed graph objects

Bugs, Ideas, Feedback

       This  document,  and  the package it describes, will undoubtedly contain bugs and other problems.  Please
       report    such    in    the    category    struct::graph     of     the     TcllibTrackers
       [http://core.tcl.tk/tcllib/reportlist].   Please  also report any ideas for enhancements you may have for
       either package and/or documentation.

       When proposing code changes, please provide unifieddiffs, i.e the output of diff-u.

       Note further that attachments are strongly preferred over inlined patches. Attachments  can  be  made  by
       going  to the Edit form of the ticket immediately after its creation, and then using the left-most button
       in the secondary navigation bar.

Category

       Data structures

Changes For 2.0

       The following noteworthy changes have occurred:

       [1]    The API for accessing attributes and their values has been simplified.

              All  functionality regarding the default attribute "data" has been removed. This default attribute
              does not exist anymore. All accesses to attributes have to specify the name of  the  attribute  in
              question.  This  backward  incompatible change allowed us to simplify the signature of all methods
              handling attributes.

              Especially the flag -key is not required anymore, even more, its use is now forbidden. Please read
              the documentation for the arc and node methods set, get, getall, unset, append, lappend, keyexists
              and keys for a description of the new API's.

       [2]    The methods keys and getall now take an optional pattern argument and will return  only  attribute
              data for keys matching this pattern.

       [3]    Arcs  and  nodes  can  now  be  renamed. See the documentation for the methods arcrename and noderename.

       [4]    The structure has been extended with API's for the  serialization  and  deserialization  of  graph
              objects, and a number of operations based on them (graph assignment, copy construction).

              Please  read  the  documentation  for  the  methods  serialize,  deserialize,  =, and -->, and the
              documentation on the construction of graph objects.

              Beyond the copying of whole graph objects these new  API's  also  enable  the  transfer  of  graph
              objects over arbitrary channels and for easy persistence.

       [5]    A  new  method, attr, was added to both arc and node allowing the query and retrieval of attribute
              data without regard to arc and node relationships.

       [6]    Both methods arcs and nodes have been extended with the ability to select arcs and nodes based  on
              an arbitrary filtering criterium.

Description

       A  directed  graph  is  a  structure  containing  two  collections  of  elements,  called  nodes and arcs
       respectively, together with a relation ("connectivity") that places a general structure  upon  the  nodes
       and arcs.

       Each  arc  is  connected  to  two nodes, one of which is called the source and the other the target. This
       imposes a direction upon the arc, which is said to go from the source to the target. It is  allowed  that
       source  and  target of an arc are the same node. Such an arc is called a loop.  Whenever a node is either
       the source or target of an arc both are said to be adjacent. This extends into a relation between  nodes,
       i.e. if two nodes are connected through at least one arc they are said to be adjacent too.

       Each node can be the source and target for any number of arcs. The former are called the outgoingarcs of
       the  node,  the  latter the incomingarcs of the node. The number of arcs in either set is called the in-degree resp. the out-degree of the node.

       In addition to maintaining the node and arc relationships, this graph implementation allows any number of
       named attributes to be associated with the graph itself, and each node or arc.

       Note: The major version of the  package  struct  has  been  changed  to  version  2.0,  due  to  backward
       incompatible  changes  in the API of this module. Please read the section Changesfor2.0 for a full list
       of all changes, incompatible and otherwise.

       Note:    A    C-implementation    of    the    command    can    be     had     from     the     location
       http://www.purl.org/NET/schlenker/tcl/cgraph.  See  also  http://wiki.tcl.tk/cgraph.  This implementation
       uses a bit less memory than the tcl version provided here directly, and is faster. Its support is limited
       to versions of the package before 2.0.

       As of version 2.2 of this package a critcl based C implementation is available from here  as  well.  This
       implementation however requires Tcl 8.4 to run.

       The main command of the package is:

       ::struct::graph ?graphName? ?=|:=|as|deserializesource?
              The  command  creates  a  new  graph  object  with  an associated global Tcl command whose name is
              graphName.  This command may be used to invoke various  operations  on  the  graph.   It  has  the
              following general form:

              graphNameoption ?argarg...?
                     Option and the args determine the exact behavior of the command.

       If  graphName  is  not  specified  a  unique name will be generated by the package itself. If a source is
       specified the new graph will be initialized to it. For the operators =, :=, and as the source argument is
       interpreted as the name of another graph object, and the assignment operator = will be executed. For  the
       operator deserialize the source is a serialized graph object and deserialize will be executed.

       In other words

                  ::struct::graph mygraph = b

       is equivalent to

                  ::struct::graph mygraph
                  mygraph = b

       and

                  ::struct::graph mygraph deserialize $b

       is equivalent to

                  ::struct::graph mygraph
                  mygraph deserialize $b

       The following commands are possible for graph objects:

       graphName=sourcegraph
              This  is  the  assignment  operator  for graph objects. It copies the graph contained in the graph
              object sourcegraph over the graph data in graphName. The old contents of graphName are deleted  by
              this operation.

              This operation is in effect equivalent to

                  graphNamedeserialize [sourcegraphserialize]

       The  operation  assumes that the sourcegraph provides the method serialize and that this method returns a
       valid graph serialization.

       graphName-->destgraph
              This is the reverseassignment operator for graph objects. It copies the graph  contained  in  the
              graph object graphName over the graph data in the object destgraph.  The old contents of destgraph
              are deleted by this operation.

              This operation is in effect equivalent to

                  destgraphdeserialize [graphNameserialize]

       The  operation  assumes  that  the destgraph provides the method deserialize and that this method takes a
       graph serialization.

       graphNameappendkeyvalue
              Appends a value to one of the keyed values associated with the graph.  Returns the new value given
              to the attribute key.

       graphNamedeserializeserialization
              This is the complement to serialize. It replaces the  graph  data  in  graphName  with  the  graph
              described by the serialization value. The old contents of graphName are deleted by this operation.

       graphNamedestroy
              Destroys the graph, including its storage space and associated command.

       graphNamearcappendarckeyvalue
              Appends  a value to one of the keyed values associated with an arc. Returns the new value given to
              the attribute key.

       graphNamearcattrkeygraphNamearcattrkey-arcslistgraphNamearcattrkey-globglobpatterngraphNamearcattrkey-regexprepattern
              This method retrieves the value of the attribute named key, for all arcs in  the  graph  (matching
              the restriction specified via one of the possible options) and having the specified attribute.

              The result is a dictionary mapping from arc names to the value of attribute key at that arc.  Arcs
              not  having  the  attribute  key,  or  not  passing a specified restriction, are not listed in the
              result.

              The possible restrictions are:

              -arcs  The value is a list of arcs. Only the arcs mentioned in this  list  are  searched  for  the
                     attribute.

              -glob  The  value is a glob pattern. Only the arcs in the graph whose names match this pattern are
                     searched for the attribute.

              -regexp
                     The value is a regular expression. Only the arcs  in  the  graph  whose  names  match  this
                     pattern are searched for the attribute.

       graphNamearcdeletearc ?arc ...?
              Remove the specified arcs from the graph.

       graphNamearcexistsarc
              Return true if the specified arc exists in the graph.

       graphNamearcfliparc
              Reverses the direction of the named arc, i.e. the source and target nodes of the arc are exchanged
              with each other.

       graphNamearcgetarckey
              Returns the value associated with the key key for the arc.

       graphNamearcgetallarc ?pattern?
              Returns a dictionary (suitable for use with [arrayset]) for the arc.  If the pattern is specified
              only  the  attributes  whose  names match the pattern will be part of the returned dictionary. The
              pattern is a glob pattern.

       graphNamearcgetunweighted
              Returns a list containing the names of all arcs in the graph which have no weight associated  with
              them.

       graphNamearcgetweightarc
              Returns  the  weight  associated with the arc. Throws an error if the arc has no weight associated
              with it.

       graphNamearckeysarc ?pattern?
              Returns a list of keys for the arc.  If the pattern is specified only the attributes  whose  names
              match the pattern will be part of the returned list. The pattern is a glob pattern.

       graphNamearckeyexistsarckey
              Return true if the specified key exists for the arc.

       graphNamearcinsertstartend ?child?
              Insert  an  arc named child into the graph beginning at the node start and ending at the node end.
              If the name of the new arc is not specified the system will generate a unique  name  of  the  form
              arcx.

       graphNamearclappendarckeyvalue
              Appends  a  value  (as  a list) to one of the keyed values associated with an arc. Returns the new
              value given to the attribute key.

       graphNamearcrenamearcnewname
              Renames the arc arc to newname. An error is thrown if either the arc does not exist, or a arc with
              name newname does exist. The result of the command is the new name of the arc.

       graphNamearcsetarckey ?value?
              Set or get one of the keyed values associated with an arc.  An arc may have any  number  of  keyed
              values  associated  with  it.   If  value is not specified, this command returns the current value
              assigned to the key; if value is specified, this command  assigns  that  value  to  the  key,  and
              returns that value.

       graphNamearcsetunweighted ?weight?
              Sets the weight of all arcs without a weight to weight. Returns the empty string as its result. If
              not present weight defaults to 0.

       graphNamearcsetweightarcweight
              Sets the weight of the arc to weight. Returns weight.

       graphNamearcunsetweightarc
              Removes the weight of the arc, if present. Does nothing otherwise. Returns the empty string.

       graphNamearchasweightarc
              Determines  if  the arc has a weight associated with it.  The result is a boolean value, True if a
              weight is defined, and False otherwise.

       graphNamearcsourcearc
              Return the node the given arc begins at.

       graphNamearctargetarc
              Return the node the given arc ends at.

       graphNamearcnodesarc
              Return the nodes the given arc begins and ends at, as a two-element list.

       graphNamearcmove-sourcearcnewsource
              Changes the source node of the arc to newsource. It can be said that the arc  rotates  around  its
              target node.

       graphNamearcmove-targetarcnewtarget
              Changes  the  target  node of the arc to newtarget. It can be said that the arc rotates around its
              source node.

       graphNamearcmovearcnewsourcenewtarget
              Changes both source and target nodes of the arc to newsource, and newtarget resp.

       graphNamearcunsetarckey
              Remove a keyed value from the arc arc. The method will do nothing if the key does not exist.

       graphNamearcweights
              Returns a dictionary whose keys are the names of all arcs which  have  a  weight  associated  with
              them, and the values are these weights.

       graphNamearcs ?-key key? ?-value value? ?-filter cmdprefix? ?-in|-out|-adj|-inner|-embedding nodenode...?
              Returns  a list of arcs in the graph. If no restriction is specified a list containing all arcs is
              returned. Restrictions can limit the list of returned arcs based on the nodes that  are  connected
              by  the arc, on the keyed values associated with the arc, or both. A general filter command can be
              used as well. The restrictions that involve connected nodes take a variable  number  of  nodes  as
              argument, specified after the name of the restriction itself.

              The  restrictions  imposed  by  either  -in,  -out, -adj, -inner, or -embedding are applied first.
              Specifying more than one of them is illegal.

              After that the restrictions set via -key (and -value) are applied. Specifying more than  one  -key
              (and -value) is illegal. Specifying -value alone, without -key is illegal as well.

              Any restriction set through -filter is applied last. Specifying more than one -filter is illegal.

              Coming  back  to  the  restrictions  based on a set of nodes, the command recognizes the following
              switches:

              -in    Return a list of all arcs whose target is one of the nodes in the set  of  nodes.  I.e.  it
                     computes the union of all incoming arcs of the nodes in the set.

              -out   Return  a  list  of  all arcs whose source is one of the nodes in the set of nodes. I.e. it
                     computes the union of all outgoing arcs of the nodes in the set.

              -adj   Return a list of all arcs adjacent to at least one of the nodes in the  set.  This  is  the
                     union of the nodes returned by -in and -out.

              -inner Return  a  list  of all arcs which are adjacent to two of the nodes in the set. This is the
                     set of arcs in the subgraph spawned by the specified nodes.

              -embedding
                     Return a list of all arcs adjacent to exactly one of the nodes in the set. This is the  set
                     of arcs connecting the subgraph spawned by the specified nodes to the rest of the graph.

              Attention:  After  the  above  options any word with a leading dash which is not a valid option is
              treated as a node name instead of an invalid option to error out on. This  condition  holds  until
              either  a  valid  option  terminates  the  list  of  nodes,  or the end of the command is reached,
              whichever comes first.

              The remaining filter options are:

              -keykey
                     Limit the list of arcs that are returned to those arcs that have an associated key key.

              -valuevalue
                     This restriction can only be used in combination with -key. It limits the list of arcs that
                     are returned to those arcs whose associated key key has the value value.

              -filtercmdrefix
                     Limit the list of arcs that are returned to those arcs that pass the test. The  command  in
                     cmdprefix  is  called with two arguments, the name of the graph object, and the name of the
                     arc in question. It is executed in the context of the caller and has to  return  a  boolean
                     value.  Arcs for which the command returns false are removed from the result list before it
                     is returned to the caller.

       graphNamelappendkeyvalue
              Appends a value (as a list) to one of the keyed values associated with the graph. Returns the  new
              value given to the attribute key.

       graphNamenodeappendnodekeyvalue
              Appends a value to one of the keyed values associated with an node. Returns the new value given to
              the attribute key.

       graphNamenodeattrkeygraphNamenodeattrkey-nodeslistgraphNamenodeattrkey-globglobpatterngraphNamenodeattrkey-regexprepattern
              This  method  retrieves the value of the attribute named key, for all nodes in the graph (matching
              the restriction specified via one of the possible options) and having the specified attribute.

              The result is a dictionary mapping from node names to the value of attribute  key  at  that  node.
              Nodes  not having the attribute key, or not passing a specified restriction, are not listed in the
              result.

              The possible restrictions are:

              -nodes The value is a list of nodes. Only the nodes mentioned in this list are  searched  for  the
                     attribute.

              -glob  The value is a glob pattern. Only the nodes in the graph whose names match this pattern are
                     searched for the attribute.

              -regexp
                     The  value  is  a  regular  expression.  Only the nodes in the graph whose names match this
                     pattern are searched for the attribute.

       graphNamenodedegree ?-in|-out? node
              Return the number of arcs adjacent to the specified node. If one of the restrictions -in  or  -out
              is given only the incoming resp. outgoing arcs are counted.

       graphNamenodedeletenode ?node...?
              Remove  the  specified  nodes  from  the graph.  All of the nodes' arcs will be removed as well to
              prevent unconnected arcs.

       graphNamenodeexistsnode
              Return true if the specified node exists in the graph.

       graphNamenodegetnodekey
              Return the value associated with the key key for the node.

       graphNamenodegetallnode ?pattern?
              Returns a dictionary (suitable for use with  [arrayset])  for  the  node.   If  the  pattern  is
              specified  only  the  attributes  whose  names  match  the  pattern  will  be part of the returned
              dictionary. The pattern is a glob pattern.

       graphNamenodekeysnode ?pattern?
              Returns a list of keys for the node.  If the pattern is specified only the attributes whose  names
              match the pattern will be part of the returned list. The pattern is a glob pattern.

       graphNamenodekeyexistsnodekey
              Return true if the specified key exists for the node.

       graphNamenodeinsert ?node...?
              Insert  one or more nodes into the graph. The new nodes have no arcs connected to them. If no node
              is specified one node will be inserted, and the system will generate a unique  name  of  the  form
              nodex for it.

       graphNamenodelappendnodekeyvalue
              Appends  a  value  (as a list) to one of the keyed values associated with an node. Returns the new
              value given to the attribute key.

       graphNamenodeoppositenodearc
              Return the node at the other end of the specified arc, which has to be adjacent to the given node.

       graphNamenoderenamenodenewname
              Renames the node node to newname. An error is thrown if either the node does not exist, or a  node
              with name newname does exist. The result of the command is the new name of the node.

       graphNamenodesetnodekey ?value?
              Set  or  get  one  of the keyed values associated with a node. A node may have any number of keyed
              values associated with it.  If value is not specified, this  command  returns  the  current  value
              assigned to the key; if value is specified, this command assigns that value to the key.

       graphNamenodeunsetnodekey
              Remove a keyed value from the node node. The method will do nothing if the key does not exist.

       graphNamenodes ?-key key? ?-value value? ?-filter cmdprefix? ?-in|-out|-adj|-inner|-embedding nodenode...?
              Return  a  list  of nodes in the graph. Restrictions can limit the list of returned nodes based on
              neighboring nodes, or based on the keyed values associated with the node.  The  restrictions  that
              involve  neighboring  nodes  have  a  list  of  nodes as argument, specified after the name of the
              restriction itself.

              The possible restrictions are the same as for method arcs.  Note that  while  the  exact  meanings
              change  slightly,  as  they  operate  on nodes instead of arcs, the general behaviour is the same,
              especially when it comes to the handling of words with a leading dash in node lists.

              The command recognizes:

              -in    Return a list of all nodes with at least one outgoing arc ending in a  node  found  in  the
                     specified set of nodes. Alternatively specified as the set of source nodes for the -in arcs
                     of the node set. The incomingneighbours.

              -out   Return  a  list of all nodes with at least one incoming arc starting in a node found in the
                     specified set of nodes. Alternatively specified as the set of target  nodes  for  the  -out
                     arcs of the node set. The outgoingneighbours.

              -adj   This is the union of the nodes returned by -in and -out. The neighbours.

              -inner The  set  of  neighbours  (see  -adj  above)  which  are also in the set of nodes. I.e. the
                     intersection between the set of nodes and the neighbours per -adj.

              -embedding
                     The set of neighbours (see -adj above) which  are  not  in  the  set  of  nodes.  I.e.  the
                     difference between the neighbours as per -adj, and the set of nodes.

              -keykey
                     Limit the list of nodes that are returned to those nodes that have an associated key key.

              -valuevalue
                     This  restriction  can  only  be used in combination with -key. It limits the list of nodes
                     that are returned to those nodes whose associated key key has the value value.

              -filtercmdrefix
                     Limit the list of nodes that are returned to those nodes that pass the test. The command in
                     cmdprefix is called with two arguments, the name of the graph object, and the name  of  the
                     node  in  question. It is executed in the context of the caller and has to return a boolean
                     value. Nodes for which the command returns false are removed from the result list before it
                     is returned to the caller.

       graphNamegetkey
              Return the value associated with the key key for the graph.

       graphNamegetall ?pattern?
              Returns a dictionary (suitable for use with [arrayset]) for the whole graph.  If the  pattern  is
              specified  only  the  attributes  whose  names  match  the  pattern  will  be part of the returned
              dictionary. The pattern is a glob pattern.

       graphNamekeys ?pattern?
              Returns a list of keys for the whole graph.  If the pattern is specified only the attributes whose
              names match the pattern will be part of the returned list. The pattern is a glob pattern.

       graphNamekeyexistskey
              Return true if the specified key exists for the whole graph.

       graphNameserialize ?node...?
              This method serializes the sub-graph spanned up by the nodes. In other  words  it  returns  a  tcl
              value  completely  describing  that  graph.  If  no  nodes  are  specified the whole graph will be
              serialized.  This allows, for example, the transfer of  graph  objects  (or  parts  thereof)  over
              arbitrary channels, persistence, etc.  This method is also the basis for both the copy constructor
              and the assignment operator.

              The  result  of this method has to be semantically identical over all implementations of the graph
              interface. This is what will enable us to copy graph data between different implementations of the
              same interface.

              The result is a list containing a multiple of three items, plus one!  In  other  words,  '[llength
              $serial] % 3 == 1'. Valid values include 1, 4, 7, ...

              The  last  element of the list is a dictionary containing the attributes associated with the whole
              graph.  Regarding the other elements; each triple consists of

              [1]    The name of the node to be described,

              [2]    A dictionary containing the attributes associated with the node,

              [3]    And a list describing all the arcs starting at that node.

       The elements of the arc list are lists containing three or four elements each, i.e.

              [1]    The name of the arc described by the element,

              [2]    A reference to the destination node of the arc. This reference is an integer  number  given
                     the  index of that node in the main serialization list. As that it is greater than or equal
                     to zero, less than the length of the serialization, and a multiple  of  three.   Note:  For
                     internal  consistency  no  arc name may be used twice, whether in the same node, or at some
                     other node. This is a global consistency requirement for the serialization.

              [3]    And a dictionary containing the attributes associated with the arc.

              [4]    The weight associated with the arc. This value is optional. Its non-presence means that the
                     arc in question has no weight associated with it.

                     Note: This information is new, compared to the serialization of graph 2.3 and  earlier.  By
                     making  it  an  optional  element the new format is maximally compatible with the old. This
                     means that any graph not using  weights  will  generate  a  serialization  which  is  still
                     understood by the older graph package. A serialization will not be understood any longer by
                     the  older  packages if, and only if the graph it was generated from actually has arcs with
                     weights.

       For all attribute dictionaries they keys are the names of the attributes, and the values are  the  values
       for each name.

       Note:  The  order  of  the nodes in the serialization has no relevance, nor has the order of the arcs per
       node.

                  # A possible serialization for the graph structure
                  #
                  #        d -----> %2
                  #       /         ^ \
                  #      /         /   \
                  #     /         b     \
                  #    /         /       \
                  #  %1 <- a - %0         e
                  #    ^         \\      /
                  #     \\        c     /
                  #      \\        \\  /
                  #       \\        v v
                  #        f ------ %3
                  # is
                  #
                  # %3 {} {{f 6 {}}} %0 {} {{a 6 {}} {b 9 {}} {c 0 {}}} %1 {} {{d 9 {}}} %2 {} {{e 0 {}}} {}
                  #
                  # This assumes that the graph has neither attribute data nor weighted arcs.

       graphNamesetkey ?value?
              Set or get one of the keyed values associated with a graph. A graph may have any number  of  keyed
              values  associated  with  it.  If  value  is not specified, this command returns the current value
              assigned to the key; if value is specified, this command assigns that value to the key.

       graphNameswapnode1node2
              Swap the position of node1 and node2 in the graph.

       graphNameunsetkey
              Remove a keyed value from the graph. The method will do nothing if the key does not exist.

       graphNamewalknode ?-order order? ?-type type? ?-dir direction? -command cmd
              Perform a breadth-first or depth-first walk of the graph starting at the node node going in either
              the direction of outgoing or opposite to the incoming arcs.

              The type of walk, breadth-first or depth-first, is determined by the value of type; bfs  indicates
              breadth-first, dfs indicates depth-first.  Depth-first is the default.

              The  order  of  the walk, pre-order, post-order or both-order is determined by the value of order;
              pre indicates pre-order, post indicates post-order, both indicates both-order.  Pre-order  is  the
              default. Pre-order walking means that a node is visited before any of its neighbors (as defined by
              the  direction,  see  below).  Post-order  walking means that a parent is visited after any of its
              neighbors. Both-order walking means that a node is visited before and after any of its  neighbors.
              The combination of a breadth-first walk with post- or both-order is illegal.

              The  direction  of  the  walk  is determined by the value of dir; backward indicates the direction
              opposite to the incoming arcs, forward indicates the direction of the outgoing arcs.

              As the walk progresses, the command cmd will be evaluated at each node, with the mode of the  call
              (enter  or  leave) and values graphName and the name of the current node appended. For a pre-order
              walk, all nodes are entered, for a post-order all nodes are left. In a both-order walk  the  first
              visit of a node enters it, the second visit leaves it.

Keywords

       adjacent, arc, cgraph, degree, edge, graph, loop, neighbour, node, serialization, subgraph, vertex

Name

       struct::graph - Create and manipulate directed graph objects

Synopsis

       package require Tcl8.59

       package require struct::graph?2.4.4?

       package require struct::list?1.8.6?

       package require struct::set?2.2.4?::struct::graph ?graphName? ?=|:=|as|deserializesource?

       graphNameoption ?argarg...?

       graphName=sourcegraphgraphName-->destgraphgraphNameappendkeyvaluegraphNamedeserializeserializationgraphNamedestroygraphNamearcappendarckeyvaluegraphNamearcattrkeygraphNamearcattrkey-arcslistgraphNamearcattrkey-globglobpatterngraphNamearcattrkey-regexprepatterngraphNamearcdeletearc ?arc ...?

       graphNamearcexistsarcgraphNamearcfliparcgraphNamearcgetarckeygraphNamearcgetallarc ?pattern?

       graphNamearcgetunweightedgraphNamearcgetweightarcgraphNamearckeysarc ?pattern?

       graphNamearckeyexistsarckeygraphNamearcinsertstartend ?child?

       graphNamearclappendarckeyvaluegraphNamearcrenamearcnewnamegraphNamearcsetarckey ?value?

       graphNamearcsetunweighted ?weight?

       graphNamearcsetweightarcweightgraphNamearcunsetweightarcgraphNamearchasweightarcgraphNamearcsourcearcgraphNamearctargetarcgraphNamearcnodesarcgraphNamearcmove-sourcearcnewsourcegraphNamearcmove-targetarcnewtargetgraphNamearcmovearcnewsourcenewtargetgraphNamearcunsetarckeygraphNamearcweightsgraphNamearcs  ?-key  key?  ?-value  value?  ?-filter  cmdprefix? ?-in|-out|-adj|-inner|-embedding nodenode...?

       graphNamelappendkeyvaluegraphNamenodeappendnodekeyvaluegraphNamenodeattrkeygraphNamenodeattrkey-nodeslistgraphNamenodeattrkey-globglobpatterngraphNamenodeattrkey-regexprepatterngraphNamenodedegree ?-in|-out? nodegraphNamenodedeletenode ?node...?

       graphNamenodeexistsnodegraphNamenodegetnodekeygraphNamenodegetallnode ?pattern?

       graphNamenodekeysnode ?pattern?

       graphNamenodekeyexistsnodekeygraphNamenodeinsert ?node...?

       graphNamenodelappendnodekeyvaluegraphNamenodeoppositenodearcgraphNamenoderenamenodenewnamegraphNamenodesetnodekey ?value?

       graphNamenodeunsetnodekeygraphNamenodes ?-key key?  ?-value  value?  ?-filter  cmdprefix?  ?-in|-out|-adj|-inner|-embedding  nodenode...?

       graphNamegetkeygraphNamegetall ?pattern?

       graphNamekeys ?pattern?

       graphNamekeyexistskeygraphNameserialize ?node...?

       graphNamesetkey ?value?

       graphNameswapnode1node2graphNameunsetkeygraphNamewalknode ?-order order? ?-type type? ?-dir direction? -command cmd

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See Also