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APSP
Notations:
m - edges.
n - vertices.
v - vertices in subset.
As the map is a planar graph, number of edges m = O(n)
. In that case, the Dijkstra Shortest Path algorithm will take O(m + n log n)
that is O(n logn)
time.
Now, if we want to find APSP between small subset of vertices v, we can call Dijkstra v^2
times to get total complexity O(v^2* n log n)
. We will have a good bound until (v^2 log n) < n^2
. This will also return the paths between vertices.
When (v^2 log n) > n^2
we can use Warshall algo. We can simultaneously create a n^2
path matrix along with the distance matrix and use that to extract paths. Pseudo code is present here: http://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm. The paths can be extracted again in O(n^3)
time as it takes O(n)
time to extract one path.
The boost implementation of Warshall returns just a distance matrix: http://www.boost.org/doc/libs/1_45_0/libs/graph/doc/floyd_warshall_shortest.html
Here is a quick tutorial to test the APSP function.
cmake -DWITH_DD=ON
sudo make install
To make sure the time_dependent_shortest_path function is installed, log in to pgrouting-worskhop database.
Psql pgrouting-workshop
Now, to make sure you have installed the tdsp function, type:
\df+ 'all_pairs_shortest_path'
It should show the installed function. If not perform the following command:
CREATE TYPE apsp_result AS (src_vertex_id integer, dest_vertex_id integer, cost float8);
CREATE OR REPLACE FUNCTION all_pairs_shortest_path
(
sql text,
directed boolean,
has_reverse_cost boolean
)
RETURNS SETOF apsp_result
AS '$libdir/librouting'
LANGUAGE 'C' IMMUTABLE STRICT;
Now we are ready to try out the queries.
To try out the query for all vertices common to edges with source id < 100 perform the following query@
SELECT * from all_pairs_shortest_path
('SELECT gid as id,source::integer,target::integer,length::double precision as cost
from ways where source in (select source from ways where source < 100)'::TEXT
,false,false);
You should get the following output with 21025 rows!
src_vertex_id | dest_vertex_id | cost
---------------+----------------+-----------------------
9 | 9 | 0
9 | 10 | 0.014958594862191
9 | 11 | 0.0287867803774313
9 | 12 | 0.044636516452449
9 | 13 | 0.059403394078866
9 | 14 | 0.0743539641311647
9 | 15 | 0.0930155625983352
9 | 16 | 0.108330428173798
9 | 17 | 0.122591925210141
9 | 18 | 0.138302851116736
9 | 19 | 0.150664065575401
9 | 20 | 0.166092365114059
9 | 21 | 0.178507416424473
9 | 22 | 0.160924381208636
9 | 23 | 0.145278116092299
9 | 24 | 0.130117668773631
9 | 25 | 0.113082979539731
9 | 26 | 0.0985825868141995
9 | 27 | 0.0834156721012654
9 | 28 | 1.79769313486232e+308
9 | 29 | 1.79769313486232e+308
9 | 30 | 1.79769313486232e+308