Path enumeration in a graph can be accomplished using recursive Common Table Expressions (CTEs) in SQL. Path enumeration involves finding all possible paths between nodes in a graph. Here’s how you can do it with SQL:
Table Structure
Assume you have a table edges
representing the edges of the graph:
sqlCREATE TABLE edges (
start_node INT,
end_node INT
);
Sample Data
Here’s some sample data for the edges
table:
sqlINSERT INTO edges (start_node, end_node) VALUES
(1, 2),
(1, 3),
(2, 4),
(3, 4),
(4, 5),
(2, 5),
(3, 5);
SQL Query to Enumerate All Paths
To enumerate all paths between nodes using a recursive CTE, you can use the following SQL query. This query will find all possible paths starting from a given node, say 1
.
sqlWITH RECURSIVE PathCTE AS (
-- Anchor member: start with the initial node
SELECT
start_node AS path_start,
end_node AS path_end,
CAST(start_node AS VARCHAR(100)) || '->' || CAST(end_node AS VARCHAR(100)) AS path,
1 AS depth
FROM
edges
WHERE
start_node = 1
UNION ALL
-- Recursive member: find the next nodes in the path
SELECT
p.path_start,
e.end_node AS path_end,
p.path || '->' || CAST(e.end_node AS VARCHAR(100)) AS path,
p.depth + 1
FROM
PathCTE p
INNER JOIN
edges e ON p.path_end = e.start_node
)
SELECT
path,
depth
FROM
PathCTE
ORDER BY
depth, path;
Explanation
Anchor Member:
sqlSELECT start_node AS path_start, end_node AS path_end, CAST(start_node AS VARCHAR(100)) || '->' || CAST(end_node AS VARCHAR(100)) AS path, 1 AS depth FROM edges WHERE start_node = 1
This initializes the CTE with paths starting from the initial node (in this case, node
1
). TheCAST
functions are used to concatenate the nodes into a path string.Recursive Member:
sqlSELECT p.path_start, e.end_node AS path_end, p.path || '->' || CAST(e.end_node AS VARCHAR(100)) AS path, p.depth + 1 FROM PathCTE p INNER JOIN edges e ON p.path_end = e.start_node
This part of the CTE extends the paths by joining the current path’s end node with the start node of the next edge. It concatenates the next node to the path string and increments the depth.
Final Select:
sqlSELECT path, depth FROM PathCTE ORDER BY depth, path;
This selects and orders the paths by depth and then by the path string.
Result
The result will be a table listing all possible paths starting from node 1
, along with their respective depths:
path | depth
------------------|-------
1->2 | 1
1->3 | 1
1->2->4 | 2
1->2->5 | 2
1->3->4 | 2
1->3->5 | 2
1->2->4->5 | 3
1->3->4->5 | 3