pgr_contractionLinear
- Proposed¶
pgr_contractionLinear
— Performs graph contraction and returns the contracted
vertices and edges.
Disponibilidad
Version 3.8.0
New proposed function.
Descripción¶
La contracción reduce el tamaño del grafo eliminando algunos de los vértices y aristas, también por ejemplo, podría agregar aristas que representan una secuencia de aristas originales disminuyendo el tiempo total y el espacio utilizados en los algoritmos de grafo.
Las características principales son:
El proceso se realiza sólo en aristas con costos positivos.
Does not return the full contracted graph.
Only changes on the graph are returned.
The returned values include:
The new edges generated by linear contraction.
The modified vertices generated by dead end contraction.
Los valores devueltos se ordenan de la siguiente manera:
column
id
ascending when its a modified vertex.column
id
with negative numbers descending when its a new edge.
Firmas¶
[directed, forbidden]
(type, id, contracted_vertices, source, target, cost)
- Ejemplo:
Linear contraction on an undirected graph.
SELECT * FROM pgr_contractionLinear(
'SELECT id, source, target, cost, reverse_cost FROM edges',
directed => false);
type | id | contracted_vertices | source | target | cost
------+----+---------------------+--------+--------+------
e | -1 | {3} | 1 | 7 | 2
e | -2 | {17} | 12 | 16 | 2
e | -3 | {15} | 10 | 16 | 2
(3 rows)
The green nodes are linear nodes and will not be part of the contracted graph.
All edges adjacent will not be part of the contracted graph.
The red lines will be new edges of the contracted graph.
![graph G {
splines=false;
3,15,17 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,2,4,5,6,7,8,9,10,11,12,13,14,16 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1:n -- 7:n [label="-1",fontsize=8,color=red];
12:s -- 17:sw -- 16:w [label="-2",fontsize=8,color=red];
10:n -- 15:nw -- 16:w [label="-3",fontsize=8,color=red];
5 -- 6 [label="1",fontsize=8]; 6 -- 10 [label="2",fontsize=8];
10 -- 15 [label="3",fontsize=8]; 6 -- 7 [label="4",fontsize=8];
10 -- 11 [label="5",fontsize=8]; 1 -- 3 [label="6",fontsize=8];
3 -- 7 [label="7",fontsize=8]; 7 -- 11 [label="8",fontsize=8];
11 -- 16 [label="9",fontsize=8]; 7 -- 8 [label="10",fontsize=8];
11 -- 12 [label="11",fontsize=8]; 8 -- 12 [label="12",fontsize=8];
12 -- 17 [label="13",fontsize=8]; 8 -- 9 [label="",fontsize=8];
16 -- 17 [label="15",fontsize=8]; 15 -- 16 [label="16",fontsize=8];
2 -- 4 [label="17",fontsize=8]; 13 -- 14 [label="18",fontsize=8];
1 [pos="0,2!"]; 2 [pos="0.5,3.5!"];
3 [pos="1,2!"]; 4 [pos="2,3.5!"];
5 [pos="2,0!"]; 6 [pos="2,1!"];
7 [pos="2,2!"]; 8 [pos="2,3!"];
9 [pos="2,4!"]; 10 [pos="3,1!"];
11 [pos="3,2!"]; 12 [pos="3,3!"];
13 [pos="3.5,2.3!"]; 14 [pos="3.5,4!"];
15 [pos="4,1!"]; 16 [pos="4,2!"];
17 [pos="4,3!"];
}](_images/graphviz-069192ad4349ef79e70153b36d4506142c52a931.png)
Parámetros¶
Parámetro |
Tipo |
Descripción |
---|---|---|
|
SQL de aristas descritas más adelante. |
|
Orden de contracciones |
|
Operaciones de contracción ordenadas.
|
Parámetros opcionales¶
Columna |
Tipo |
x Defecto |
Descripción |
---|---|---|---|
|
|
|
|
Parámetros opcionales de Contracción¶
Columna |
Tipo |
x Defecto |
Descripción |
---|---|---|---|
|
|
vacío |
Identificadores de vértices prohibidos para contracción. |
|
|
Número de veces que se realizarán las operaciones de contracción en el orden |
Consultas Internas¶
SQL aristas¶
Columna |
Tipo |
x Defecto |
Descripción |
---|---|---|---|
|
ENTEROS |
Identificador de la arista. |
|
|
ENTEROS |
Identificador del primer vértice de la arista. |
|
|
ENTEROS |
Identificador del segundo vértice de la arista. |
|
|
FLOTANTES |
Peso de la arista ( |
|
|
FLOTANTES |
-1 |
Peso de la arista (
|
Donde:
- ENTEROS:
SMALLINT
,INTEGER
,BIGINT
- FLOTANTES:
SMALLINT
,INTEGER
,BIGINT
,REAL
,FLOAT
Columnas de resultados¶
Regresa conjunto de (type, id, contracted_vertices, source, target, cost)
La función devuelve una sola fila. Las columnas de la fila son:
Columna |
Tipo |
Descripción |
---|---|---|
|
|
Value = |
|
|
A pseudo id of the edge.
|
|
|
Arreglo de identificadores de vértices contraídos. |
|
|
Identificador del vértice de origen de la arista actual. |
|
|
Identificador del vértice destino de la arista actual. |
|
|
Weight of the current edge. |
Ejemplos Adicionales¶
Bordes lineales¶
Grafo no dirigido
A node connects two (or more) linear edges when
El número de vértices adyacentes es 2.
![graph G {
label = "Linear edges"
2 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -- 2 -- 3 -- 2;
1 [pos="0,2!"]; 2 [pos="1,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-c915ca43812bfb7afeeffd1d2f7e072f6593f696.png)
![graph G {
label = "Non linear edges"
4,5,6,7 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
4 -- 5 -- 6 -- 5; 5 --7;
4 [pos="0,0!"]; 5 [pos="1,0!"]; 6 [pos="2,0!"];
7 [pos="1,1!"];
}](_images/graphviz-80d04e0ac46c2ac58db33ed33833b8376ea87eef.png)
En el caso de un grafo dirigido, un nodo se considera lineal cuando
El número de vértices adyacentes es 2.
Linearity is symmetrical.
![digraph G {
label = "Linearity is symmetrical."
2 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -> 2 -> 3 -> 2 -> 1;
1 [pos="0,2!"]; 2 [pos="1,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-ec0146321e74ae314bab5090db3f7e72f2fa1f65.png)
![digraph G {
label = "Linearity is not symmetrical."
2 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -> 2 -> 3 -> 2;
1 [pos="0,2!"]; 2 [pos="1,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-93233ecad7b6cf2ed672bd846f53b9d50a980a50.png)
Linearity is not symmetrical¶
Grafo dirigido
Graph where linearity is not symmetrical.
![digraph G {
2 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -> 2 [label="1",fontsize=8];
2 -> 3 [label="3",fontsize=8];
3 -> 2 [label="4",fontsize=8];
1 [pos="0,2!"]; 2 [pos="1,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-2956b8517f0df69088225a55990846dbb9ae75e4.png)
When the graph is processed as a directed graph, linearity is not symmetrical, therefore the graph can not be contracted.
SELECT * FROM pgr_contractionLinear(
$$SELECT * FROM (VALUES
(1, 1, 2, 1, -1),
(2, 2, 3, 3, 4))
AS edges(id,source,target,cost,reverse_cost)$$,
directed => true);
type | id | contracted_vertices | source | target | cost
------+----+---------------------+--------+--------+------
(0 rows)
Grafo no dirigido
When the same graph is processed as an undirected graph, linearity is symmetrical, therefore the graph can be contracted.
![graph G {
2 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -- 2 [label="1",fontsize=8];
2 -- 3 [label="3",fontsize=8];
3 -- 2 [label="4",fontsize=8];
1 [pos="0,2!"]; 2 [pos="1,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-946e80eb77cb0529d96e6199cc314eac3c039ad6.png)
SELECT * FROM pgr_contractionLinear(
$$SELECT * FROM (VALUES
(1, 1, 2, 1, -1),
(2, 2, 3, 3, 4))
AS edges(id,source,target,cost,reverse_cost)$$,
directed => false);
type | id | contracted_vertices | source | target | cost
------+----+---------------------+--------+--------+------
e | -1 | {2} | 1 | 3 | 4
(1 row)
The three edges can be replaced by one undirected edge
Edge
.With cost:
.Contracted vertices in the edge:
.
![graph G {
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -- 3 [label="4, {2}",fontsize=8;color=red];
1 [pos="0,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-d625f5035052b5ad79de074aa489048c0241ff78.png)
La linealidad es simétrica¶
Grafo dirigido
Graph where linearity is symmetrical.
![digraph G {
2 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -> 2 [label="1",fontsize=8];
2 -> 1 [label="2",fontsize=8];
2 -> 3 [label="3",fontsize=8];
3 -> 2 [label="4",fontsize=8];
1 [pos="0,2!"]; 2 [pos="1,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-49002a1065b9c5bc7564f25175a447b0cccd5c80.png)
When the graph is processed as a directed graph, linearity is not symmetrical, therefore the graph can not be contracted.
SELECT * FROM pgr_contractionLinear(
$$SELECT * FROM (VALUES
(1, 1, 2, 1, 2),
(2, 2, 3, 3, 4))
AS edges(id,source,target,cost,reverse_cost)$$,
directed => true);
type | id | contracted_vertices | source | target | cost
------+----+---------------------+--------+--------+------
e | -1 | {2} | 1 | 3 | 4
e | -2 | {2} | 3 | 1 | 6
(2 rows)
The four edges can be replaced by two directed edges.
Edge
.With cost:
.Contracted vertices in the edge:
.
Edge
.With cost:
.Contracted vertices in the edge:
.
![digraph G {
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -> 3 [label="4, {2}",fontsize=8;color=red];
3 -> 1 [label="6, {2}",fontsize=8;color=red];
1 [pos="0,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-6f75bf8e66681aa20c069d3ead197ce9e62f267c.png)
Grafo no dirigido
When the same graph is processed as an undirected graph, linearity is symmetrical, therefore the graph can be contracted.
![graph G {
2 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -- 2 [label="1",fontsize=8];
2 -- 1 [label="2",fontsize=8];
2 -- 3 [label="3",fontsize=8];
3 -- 2 [label="4",fontsize=8];
1 [pos="0,2!"]; 2 [pos="1,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-4772c46a98d0df937b2ce4687655644d65810756.png)
SELECT * FROM pgr_contractionLinear(
$$SELECT * FROM (VALUES
(1, 1, 2, 1, 2),
(2, 2, 3, 3, 4))
AS edges(id,source,target,cost,reverse_cost)$$,
directed => false);
type | id | contracted_vertices | source | target | cost
------+----+---------------------+--------+--------+------
e | -1 | {2} | 1 | 3 | 4
(1 row)
The four edges can be replaced by one undirected edge.
Edge
.With cost:
.Contracted vertices in the edge:
.
![graph G {
1,3 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -- 3 [label="4, {2}",fontsize=8;color=red];
1 [pos="0,2!"]; 3 [pos="2,2!"];
}](_images/graphviz-6bec6c1f2e220906e102c9d21ef8783219c7ec42.png)
Step by step linear contraction¶
The linear contraction will stop when there are no more linear edges. For example from the following graph there are linear edges
![digraph G {
1, 2, 3, 4, G [fontsize=8;fixedsize=true;style=filled];
1, 2, 3, 4 [shape=circle];
1, 4 [color=deepskyblue];
2, 3 [color=green];
G [shape=tripleoctagon;width=1.5;color=deepskyblue;label = "Rest of the Graph"];
G -> {1, 4} [dir=none, weight=1, penwidth=3];
1 -> 2 [label="1";fontsize=8;fixedsize=true];
2 -> 3 [label="1";fontsize=8;fixedsize=true];
3 -> 4 [label="1";fontsize=8;fixedsize=true];
G [pos="1,1!"];
1 [pos="0,0!"]; 2 [pos="1,0!"]; 3 [pos="2,0!"]; 4 [pos="3,0!"];
}](_images/graphviz-6567892805665a7ce5981b1a08fc9041d392b59b.png)
Contracting vertex
The vertex
is removed from the graphThe edges
and are removed from the graph.A new edge
is inserted represented with red color.
![digraph G {
1, 2, 4, G [fontsize=8;fixedsize=true;style=filled];
1, 2, 4 [shape=circle];
1, 4 [color=deepskyblue];
2 [color=green];
G [shape=tripleoctagon;width=1.5;color=deepskyblue;label = "Rest of the Graph"];
G -> {1, 4} [dir=none, weight=1, penwidth=3];
1 -> 2 [label="1";fontsize=8;fixedsize=true];
2 -> 4 [label="2, {3}";color=red;fontsize=8;fixedsize=true];
G [pos="1,1!"];
1 [pos="0,0!"]; 2 [pos="1,0!"]; 4 [pos="3,0!"];
}](_images/graphviz-9979db882d187d41972ef525a3409d772accfd18.png)
Contracting vertex
The vertex
is removed from the graphThe edges
and are removed from the graph.A new edge
is inserted represented with red color.
![digraph G {
1, 4, G [fontsize=8;fixedsize=true;style=filled];
1, 4 [shape=circle];
1, 4 [color=deepskyblue];
G [shape=tripleoctagon;width=1.5;color=deepskyblue;label = "Rest of the Graph"];
G -> {1, 4} [dir=none, weight=1, penwidth=3];
1 -> 4 [label="3, {2,3}";color=red;fontsize=8;fixedsize=true]
G [pos="1,1!"];
1 [pos="0,0!"]; 4 [pos="3,0!"];
}](_images/graphviz-db2920cace480487d7d9f480027b6e67177e2663.png)
Edge
SELECT * FROM pgr_contractionLinear(
$$SELECT * FROM (VALUES
(1, 1, 2, 1),
(2, 2, 3, 1),
(2, 3, 4, 1))
AS edges(id,source,target,cost)$$);
type | id | contracted_vertices | source | target | cost
------+----+---------------------+--------+--------+------
e | -1 | {2,3} | 1 | 4 | 3
(1 row)
Creating the contracted graph¶
Steps for the creation of the contracted graph¶
Add additional columns.
ALTER TABLE vertices ADD is_contracted BOOLEAN DEFAULT false;
ALTER TABLE
ALTER TABLE edges ADD is_new BOOLEAN DEFAULT false;
ALTER TABLE
ALTER TABLE edges ADD contracted_vertices BIGINT[];
ALTER TABLE
Save results into a table.
SELECT * INTO contraction_results
FROM pgr_contractionLinear(
'SELECT id, source, target, cost, reverse_cost FROM edges',
directed => false);
SELECT 3
Usar la columna is_contracted
para indicar los vértices contraídos.
UPDATE vertices
SET is_contracted = true
WHERE id IN (SELECT unnest(contracted_vertices) FROM contraction_results);
UPDATE 3
The contracted vertices are not part of the contracted graph.
SELECT id, is_contracted
FROM vertices WHERE is_contracted ORDER BY id;
id | is_contracted
----+---------------
3 | t
15 | t
17 | t
(3 rows)
Inserte las nuevas aristas generadas por pgr_contraction.
INSERT INTO edges(source, target, cost, reverse_cost, contracted_vertices, is_new)
SELECT source, target, cost, -1, contracted_vertices, true
FROM contraction_results;
INSERT 0 3
Create the contracted graph.
CREATE VIEW contracted_graph AS
WITH
vertices_in_graph AS (
SELECT id FROM vertices WHERE NOT is_contracted
)
SELECT id, source, target, cost, reverse_cost
FROM edges
WHERE source IN (SELECT * FROM vertices_in_graph)
AND target IN (SELECT * FROM vertices_in_graph)
ORDER BY id;
CREATE VIEW
El grafo contraído¶
SELECT * FROM contracted_graph ORDER by id;
id | source | target | cost | reverse_cost
----+--------+--------+------+--------------
1 | 5 | 6 | 1 | 1
2 | 6 | 10 | -1 | 1
4 | 6 | 7 | 1 | 1
5 | 10 | 11 | 1 | -1
8 | 7 | 11 | 1 | 1
9 | 11 | 16 | 1 | 1
10 | 7 | 8 | 1 | 1
11 | 11 | 12 | 1 | -1
12 | 8 | 12 | 1 | -1
14 | 8 | 9 | 1 | 1
17 | 2 | 4 | 1 | 1
18 | 13 | 14 | 1 | 1
19 | 1 | 7 | 2 | -1
20 | 12 | 16 | 2 | -1
21 | 10 | 16 | 2 | -1
(15 rows)
![graph G {
splines=false;
1,2,4,5,6,7,8,9,10,11,12,13,14,16 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -- 7 [label="19, (2, {3})",fontsize=8];
12 -- 16 [label="20, (2, {17})",fontsize=8];
10 -- 16 [label="21, (2, {15})",fontsize=8];
5 -- 6 [label="1",fontsize=8]; 6 -- 10 [label="2",fontsize=8];
6 -- 7 [label="4",fontsize=8];
10 -- 11 [label="5",fontsize=8];
7 -- 11 [label="8",fontsize=8];
11 -- 16 [label="9",fontsize=8]; 7 -- 8 [label="10",fontsize=8];
11 -- 12 [label="11",fontsize=8]; 8 -- 12 [label="12",fontsize=8];
8 -- 9 [label="",fontsize=8];
2 -- 4 [label="17",fontsize=8]; 13 -- 14 [label="18",fontsize=8];
1 [pos="0,2!"]; 2 [pos="0.5,3.5!"];
4 [pos="2,3.5!"];
5 [pos="2,0!"]; 6 [pos="2,1!"];
7 [pos="2,2!"]; 8 [pos="2,3!"];
9 [pos="2,4!"]; 10 [pos="3,1!"];
11 [pos="3,2!"]; 12 [pos="3,3!"];
13 [pos="3.5,2.3!"]; 14 [pos="3.5,4!"];
16 [pos="4,2!"];
}](_images/graphviz-0539f2097024ee3664e745ed5dadc5882fc6bb36.png)
Using when departure and destination are in the contracted graph¶
SELECT *
FROM pgr_dijkstra('SELECT * FROM contracted_graph', 7, 16);
seq | path_seq | start_vid | end_vid | node | edge | cost | agg_cost
-----+----------+-----------+---------+------+------+------+----------
1 | 1 | 7 | 16 | 7 | 8 | 1 | 0
2 | 2 | 7 | 16 | 11 | 9 | 1 | 1
3 | 3 | 7 | 16 | 16 | -1 | 0 | 2
(3 rows)
![graph G {
splines=false;
1,2,4,5,6,7,8,9,10,11,12,13,14,16 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -- 7 [label="19, (2, {3})",fontsize=8];
12 -- 16 [label="20, (2, {17})",fontsize=8];
10 -- 16 [label="21, (2, {15})",fontsize=8];
5 -- 6 [label="1",fontsize=8]; 6 -- 10 [label="2",fontsize=8];
6 -- 7 [label="4",fontsize=8];
10 -- 11 [label="5",fontsize=8];
7 -- 11 [label="8",fontsize=8;color=red];
11 -- 16 [label="9",fontsize=8;color=red]; 7 -- 8 [label="10",fontsize=8];
11 -- 12 [label="11",fontsize=8]; 8 -- 12 [label="12",fontsize=8];
8 -- 9 [label="",fontsize=8];
2 -- 4 [label="17",fontsize=8]; 13 -- 14 [label="18",fontsize=8];
1 [pos="0,2!"]; 2 [pos="0.5,3.5!"];
4 [pos="2,3.5!"];
5 [pos="2,0!"]; 6 [pos="2,1!"];
7 [pos="2,2!"]; 8 [pos="2,3!"];
9 [pos="2,4!"]; 10 [pos="3,1!"];
11 [pos="3,2!"]; 12 [pos="3,3!"];
13 [pos="3.5,2.3!"]; 14 [pos="3.5,4!"];
16 [pos="4,2!"];
}](_images/graphviz-a3f31bc8a0a6461912a48c178829e7fd344a7244.png)
Using when departure/destination is not in the contracted graph¶
SELECT * FROM pgr_dijkstra(
'WITH in_line AS (SELECT contracted_vertices FROM edges WHERE 17 = ANY(contracted_vertices))
SELECT id, source, target, cost, reverse_cost
FROM edges, in_line
WHERE source = ANY(in_line.contracted_vertices) OR target = ANY(in_line.contracted_vertices)
UNION
SELECT id, source, target, cost, reverse_cost FROM contracted_graph',
1, 17);
seq | path_seq | start_vid | end_vid | node | edge | cost | agg_cost
-----+----------+-----------+---------+------+------+------+----------
1 | 1 | 1 | 17 | 1 | 19 | 2 | 0
2 | 2 | 1 | 17 | 7 | 8 | 1 | 2
3 | 3 | 1 | 17 | 11 | 9 | 1 | 3
4 | 4 | 1 | 17 | 16 | 15 | 1 | 4
5 | 5 | 1 | 17 | 17 | -1 | 0 | 5
(5 rows)
![graph G {
17 [shape=circle;style=filled;color=lightgreen;fontsize=8;width=0.3;fixedsize=true];
1,2,4,5,6,7,8,9,10,11,12,13,14,16 [shape=circle;style=filled;color=cyan;fontsize=8;width=0.3;fixedsize=true];
1 -- 7 [label="19, (2, {3})",fontsize=8;color=red];
12 -- 16 [label="20, (2, {17})",fontsize=8];
10 -- 16 [label="21, (2, {15})",fontsize=8];
5 -- 6 [label="1",fontsize=8]; 6 -- 10 [label="2",fontsize=8];
6 -- 7 [label="4",fontsize=8];
10 -- 11 [label="5",fontsize=8];
7 -- 11 [label="8",fontsize=8;color=red]; 12 -- 17 [label="13",fontsize=8];
11 -- 16 [label="9",fontsize=8;color=red]; 7 -- 8 [label="10",fontsize=8];
11 -- 12 [label="11",fontsize=8]; 8 -- 12 [label="12",fontsize=8];
8 -- 9 [label="",fontsize=8]; 16 -- 17 [label="15",fontsize=8;color=red];
2 -- 4 [label="17",fontsize=8]; 13 -- 14 [label="18",fontsize=8];
1 [pos="0,2!"]; 2 [pos="0.5,3.5!"];
4 [pos="2,3.5!"];
5 [pos="2,0!"]; 6 [pos="2,1!"];
7 [pos="2,2!"]; 8 [pos="2,3!"];
9 [pos="2,4!"]; 10 [pos="3,1!"];
11 [pos="3,2!"]; 12 [pos="3,3!"];
13 [pos="3.5,2.3!"]; 14 [pos="3.5,4!"];
16 [pos="4,2!"]; 17 [pos="4,3!"];
}](_images/graphviz-083b6038b8df39caaf7f1ed454f2e4c2a8921297.png)
Ver también¶
Índices y tablas