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Matrix multiplication using a Postgres Table
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DROP TABLE IF EXISTS matrices; | |
CREATE TABLE matrices ( | |
matrix_id int NOT NULL, -- unique identifier for each matrix | |
i int NOT NULL, -- row number | |
j int NOT NULL, -- column number | |
val decimal NOT NULL, -- the value in this cell | |
PRIMARY KEY (matrix_id, i, j) | |
); | |
-- insert sparse representation of | |
/* [[0, 4, 5], | |
[-1, 1, 2], | |
[0, 0, -3]] */ | |
INSERT INTO matrices | |
VALUES | |
(1, 0, 1, 4 ), | |
(1, 0, 2, 5 ), | |
(1, 1, 0, -1), | |
(1, 1, 1, 1 ), | |
(1, 1, 2, 2 ), | |
(1, 2, 2, -3); | |
-- insert sparse representation of | |
/* [[0, 1, 0], | |
[-2, 1, 0], | |
[0, 2, -1]] */ | |
INSERT INTO matrices | |
VALUES | |
(2, 0, 1, 1 ), | |
(2, 1, 0, -2), | |
(2, 1, 1, 1 ), | |
(2, 2, 1, 2 ), | |
(2, 2, 2, -1); | |
-- query for the multiplication product | |
SELECT | |
matrix_1.i, | |
matrix_2.j, | |
sum(matrix_1.val * matrix_2.val) AS val | |
FROM (SELECT * FROM matrices WHERE matrix_id = 1) matrix_1 | |
JOIN (SELECT * FROM matrices WHERE matrix_id = 2) matrix_2 | |
ON matrix_1.j = matrix_2.i | |
GROUP BY matrix_1.i, matrix_2.j; | |
/* | |
i | j | val | |
---+---+----- | |
0 | 0 | -8 | |
0 | 1 | 14 | |
0 | 2 | -5 | |
1 | 0 | -2 | |
1 | 1 | 4 | |
1 | 2 | -2 | |
2 | 1 | -6 | |
2 | 2 | 3 | |
(8 rows) | |
*/ |
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