pgr_edmondsKarp
¶
pgr_edmondsKarp
— Calculates the flow on the graph edges that maximizes the
flow from the sources to the targets using Edmonds Karp Algorithm.
Availability
Version 3.2.0
New proposed signature
pgr_edmondsKarp
(Combinations)
Version 3.0.0
Official function
Version 2.5.0
Renamed from
pgr_maxFlowEdmondsKarp
Proposed function
Version 2.3.0
New Experimental function
Description¶
The main characteristics are:
The graph is directed.
Process is done only on edges with positive capacities.
When the maximum flow is 0 then there is no flow and EMPTY SET is returned.
There is no flow when source has the same vaule as target.
Any duplicated values in source or target are ignored.
Calculates the flow/residual capacity for each edge. In the output
Edges with zero flow are omitted.
Creates
a super source and edges from it to all the sources,
a super target and edges from it to all the targetss.
The maximum flow through the graph is guaranteed to be the value returned by pgr_maxFlow when executed with the same parameters and can be calculated:
By aggregation of the outgoing flow from the sources
By aggregation of the incoming flow to the targets
Running time: \(O( V * E ^ 2)\)
Signatures¶
Summary
(seq, edge, start_vid, end_vid, flow, residual_capacity)
One to One¶
(seq, edge, start_vid, end_vid, flow, residual_capacity)
- Example:
From vertex \(11\) to vertex \(12\)
SELECT * FROM pgr_edmondsKarp(
'SELECT id, source, target, capacity, reverse_capacity
FROM edges',
11, 12);
seq | edge | start_vid | end_vid | flow | residual_capacity
-----+------+-----------+---------+------+-------------------
1 | 10 | 7 | 8 | 100 | 30
2 | 12 | 8 | 12 | 100 | 0
3 | 8 | 11 | 7 | 100 | 30
4 | 11 | 11 | 12 | 130 | 0
(4 rows)
One to Many¶
(seq, edge, start_vid, end_vid, flow, residual_capacity)
- Example:
From vertex \(11\) to vertices \(\{5, 10, 12\}\)
SELECT * FROM pgr_edmondsKarp(
'SELECT id, source, target, capacity, reverse_capacity
FROM edges',
11, ARRAY[5, 10, 12]);
seq | edge | start_vid | end_vid | flow | residual_capacity
-----+------+-----------+---------+------+-------------------
1 | 1 | 6 | 5 | 50 | 80
2 | 4 | 7 | 6 | 50 | 0
3 | 10 | 7 | 8 | 80 | 50
4 | 12 | 8 | 12 | 80 | 20
5 | 8 | 11 | 7 | 130 | 0
6 | 11 | 11 | 12 | 130 | 0
7 | 9 | 11 | 16 | 80 | 50
8 | 3 | 15 | 10 | 80 | 50
9 | 16 | 16 | 15 | 80 | 0
(9 rows)
Many to One¶
(seq, edge, start_vid, end_vid, flow, residual_capacity)
- Example:
From vertices \(\{11, 3, 17\}\) to vertex \(12\)
SELECT * FROM pgr_edmondsKarp(
'SELECT id, source, target, capacity, reverse_capacity
FROM edges',
ARRAY[11, 3, 17], 12);
seq | edge | start_vid | end_vid | flow | residual_capacity
-----+------+-----------+---------+------+-------------------
1 | 7 | 3 | 7 | 50 | 0
2 | 10 | 7 | 8 | 100 | 30
3 | 12 | 8 | 12 | 100 | 0
4 | 8 | 11 | 7 | 50 | 80
5 | 11 | 11 | 12 | 130 | 0
(5 rows)
Many to Many¶
(seq, edge, start_vid, end_vid, flow, residual_capacity)
- Example:
From vertices \(\{11, 3, 17\}\) to vertices \(\{5, 10, 12\}\)
SELECT * FROM pgr_edmondsKarp(
'SELECT id, source, target, capacity, reverse_capacity
FROM edges',
ARRAY[11, 3, 17], ARRAY[5, 10, 12]);
seq | edge | start_vid | end_vid | flow | residual_capacity
-----+------+-----------+---------+------+-------------------
1 | 7 | 3 | 7 | 50 | 0
2 | 1 | 6 | 5 | 50 | 80
3 | 4 | 7 | 6 | 50 | 0
4 | 10 | 7 | 8 | 100 | 30
5 | 12 | 8 | 12 | 100 | 0
6 | 8 | 11 | 7 | 100 | 30
7 | 11 | 11 | 12 | 130 | 0
8 | 9 | 11 | 16 | 80 | 50
9 | 3 | 15 | 10 | 80 | 50
10 | 16 | 16 | 15 | 80 | 0
(10 rows)
Combinations¶
(seq, edge, start_vid, end_vid, flow, residual_capacity)
- Example:
Using a combinations table, equivalent to calculating result from vertices \(\{5, 6\}\) to vertices \(\{10, 15, 14\}\).
The combinations table:
SELECT source, target FROM combinations
WHERE target NOT IN (5, 6);
source | target
--------+--------
5 | 10
6 | 15
6 | 14
(3 rows)
The query:
SELECT * FROM pgr_edmondsKarp(
'SELECT id, source, target, capacity, reverse_capacity
FROM edges',
'SELECT * FROM combinations WHERE target NOT IN (5, 6)');
seq | edge | start_vid | end_vid | flow | residual_capacity
-----+------+-----------+---------+------+-------------------
1 | 4 | 6 | 7 | 80 | 20
2 | 8 | 7 | 11 | 80 | 20
3 | 9 | 11 | 16 | 80 | 50
4 | 16 | 16 | 15 | 80 | 0
(4 rows)
Parameters¶
Column |
Type |
Description |
---|---|---|
|
Edges SQL as described below |
|
|
Combinations SQL as described below |
|
start vid |
|
Identifier of the starting vertex of the path. |
start vids |
|
Array of identifiers of starting vertices. |
end vid |
|
Identifier of the ending vertex of the path. |
end vids |
|
Array of identifiers of ending vertices. |
Inner Queries¶
Edges SQL¶
Column |
Type |
Default |
Description |
---|---|---|---|
|
ANY-INTEGER |
Identifier of the edge. |
|
|
ANY-INTEGER |
Identifier of the first end point vertex of the edge. |
|
|
ANY-INTEGER |
Identifier of the second end point vertex of the edge. |
|
|
ANY-INTEGER |
Weight of the edge ( |
|
|
ANY-INTEGER |
-1 |
Weight of the edge (
|
Where:
- ANY-INTEGER:
SMALLINT
,INTEGER
,BIGINT
- ANY-NUMERICAL:
SMALLINT
,INTEGER
,BIGINT
,REAL
,FLOAT
Combinations SQL¶
Parameter |
Type |
Description |
---|---|---|
|
ANY-INTEGER |
Identifier of the departure vertex. |
|
ANY-INTEGER |
Identifier of the arrival vertex. |
Where:
- ANY-INTEGER:
SMALLINT
,INTEGER
,BIGINT
Result columns¶
Column |
Type |
Description |
---|---|---|
seq |
|
Sequential value starting from 1. |
edge |
|
Identifier of the edge in the original query (edges_sql). |
start_vid |
|
Identifier of the first end point vertex of the edge. |
end_vid |
|
Identifier of the second end point vertex of the edge. |
flow |
|
Flow through the edge in the direction
( |
residual_capacity |
|
Residual capacity of the edge in the direction
( |
Additional Examples¶
- Example:
Manually assigned vertex combinations.
SELECT * FROM pgr_edmondsKarp(
'SELECT id, source, target, capacity, reverse_capacity
FROM edges',
'SELECT * FROM (VALUES (5, 10), (6, 15), (6, 14)) AS t(source, target)');
seq | edge | start_vid | end_vid | flow | residual_capacity
-----+------+-----------+---------+------+-------------------
1 | 4 | 6 | 7 | 80 | 20
2 | 8 | 7 | 11 | 80 | 20
3 | 9 | 11 | 16 | 80 | 50
4 | 16 | 16 | 15 | 80 | 0
(4 rows)
See Also¶
https://www.boost.org/libs/graph/doc/edmonds_karp_max_flow.html
https://en.wikipedia.org/wiki/Edmonds%E2%80%93Karp_algorithm
Indices and tables