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benchmarking_1000_nodes_10000_edges.sql
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benchmarking_1000_nodes_10000_edges.sql
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drop table if exists graph;
CREATE TABLE graph (
x text,
r text,
y text
);
INSERT
INTO
graph(x, r, y)
VALUES
('368', 'b', '207'), ('250', 'b', '354'), ('173', 'c', '991'), ('631', 'b', '482'), ('744', 'a', '773'), ('340', 'b', '344'), ('681', 'b', '49'), ('868', 'a', '334'), ('466', 'b', '446'), ('110', 'a', '201'), ('633', 'b', '441'), ('79', 'a', '7'), ('782', 'a', '686'), ('234', 'b', '30'), ('279', 'c', '364'), ('250', 'c', '462'), ('621', 'a', '86'), ('242', 'a', '600'), ('256', 'c', '613'), ('399', 'b', '456'), ('886', 'c', '526'), ('287', 'b', '41'), ('65', 'a', '138'), ('177', 'c', '481'), ('475', 'b', '15'), ('566', 'b', '719'), ('13', 'c', '923'), ('289', 'a', '478'), ('763', 'a', '850'), ('11', 'c', '526'), ('306', 'b', '759'), ('243', 'c', '66'), ('514', 'b', '155'), ('224', 'a', '525'), ('261', 'b', '335'), ('959', 'c', '501'), ('613', 'c', '111'), ('870', 'a', '846'), ('944', 'c', '482'), ('221', 'a', '795'), ('935', 'a', '265'), ('753', 'b', '345'), ('431', 'b', '156'), ('522', 'b', '531'), ('681', 'a', '787'), ('303', 'b', '488'), ('772', 'a', '133'), ('15', 'a', '574'), ('849', 'b', '884'), ('496', 'b', '139'), ('859', 'b', '124'), ('527', 'c', '228'), ('552', 'b', '570'), ('107', 'b', '624'), ('142', 'a', '880'), ('824', 'a', '318'), ('942', 'a', '386'), ('119', 'c', '877'), ('93', 'b', '500'), ('107', 'c', '565'), ('311', 'c', '99'), ('47', 'b', '431'), ('746', 'b', '920'), ('316', 'c', '261'), ('18', 'c', '912'), ('499', 'a', '431'), ('235', 'c', '985'), ('975', 'c', '301'), ('371', 'c', '977'), ('218', 'c', '918'), ('641', 'a', '231'), ('508', 'c', '796'), ('767', 'c', '550'), ('563', 'c', '654'), ('886', 'c', '934'), ('282', 'c', '762'), ('748', 'c', '304'), ('373', 'c', '43'), ('94', 'a', '421'), ('484', 'c', '274'), ('247', 'a', '453'), ('267', 'a', '898'), ('677', 'a', '833'), ('579', 'a', '908'), ('888', 'a', '84'), ('519', 'c', '546'), ('218', 'a', '227'), ('680', 'c', '79'), ('44', 'c', '738'), ('312', 'c', '198'), ('968', 'b', '209'), ('307', 'c', '154'), ('715', 'a', '373'), ('687', 'c', '154'), ('997', 'c', '747'), ('330', 'a', '390'), ('945', 'b', '228'), ('414', 'c', '684'), ('794', 'c', '408'), ('598', 'b', '351'), ('212', 'a', '773'), ('187', 'c', '92'), ('684', 'a', '35'), ('2', 'a', '267'), ('735', 'a', '183'), ('975', 'c', '6'), ('552', 'c', '151'), ('9', 'a', '767'), ('465', 'b', '161'), ('489', 'c', '919'), ('63', 'a', '653'), ('846', 'a', '270'), ('488', 'c', '351'), ('651', 'b', '581'), ('724', 'a', '641'), ('616', 'b', '377'), ('406', 'b', '596'), ('432', 'c', '319'), ('514', 'a', '247'), ('856', 'a', '109'), ('349', 'b', '109'), ('498', 'c', '842'), ('627', 'b', '64'), ('58', 'b', '444'), ('529', 'a', '549'), ('498', 'c', '386'), ('886', 'a', '278'), ('807', 'c', '982'), ('265', 'b', '468'), ('187', 'c', '815'), ('36', 'c', '260'), ('89', 'b', '110'), ('994', 'a', '701'), ('806', 'a', '831'), ('559', 'a', '940'), ('448', 'c', '676'), ('182', 'b', '164'), ('687', 'c', '45'), ('45', 'c', '92'), ('493', 'b', '882'), ('779', 'a', '140'), ('622', 'a', '383'), ('202', 'a', '96'), ('651', 'c', '183'), ('630', 'a', '363'), ('232', 'c', '101'), ('998', 'a', '652'), ('727', 'b', '98'), ('467', 'a', '988'), ('902', 'b', '815'), ('445', 'a', '863'), ('490', 'b', '57'), ('262', 'b', '674'), ('996', 'b', '261'), ('818', 'b', '361'), ('851', 'b', '57'), ('870', 'c', '990'), ('464', 'b', '491'), ('654', 'a', '535'), ('431', 'b', '419'), ('855', 'a', '906'), ('418', 'b', '673'), ('217', 'a', '386'), ('709', 'a', '591'), ('163', 'b', '988'), ('334', 'c', '37'), ('808', 'c', '211'), ('543', 'c', '978'), ('3', 'a', '626'), ('859', 'b', '251'), ('922', 'c', '813'), ('275', 'a', '669'), ('817', 'b', '205'), ('940', 'a', '87'), ('343', 'c', '539'), ('885', 'b', '706'), ('106', 'a', '21'), ('51', 'c', '462'), ('456', 'b', '694'), ('978', 'a', '853'), ('504', 'c', '304'), ('120', 'c', '573'), ('372', 'a', '264'), ('997', 'c', '551'), ('981', 'b', '406'), ('597', 'b', '496'), ('429', 'a', '366'), ('797', 'c', '138'), ('574', 'b', '946'), ('72', 'c', '71'), ('119', 'b', '163'), ('907', 'a', '102'), ('414', 'b', '489'), ('404', 'b', '507'), ('800', 'b', '44'), ('80', 'a', '871'), ('984', 'b', '961'), ('461', 'c', '720'), ('853', 'a', '524'), ('234', 'c', '109'), ('291', 'b', '372'), ('986', 'c', '666'), ('95', 'b', '339'), ('151', 'c', '341'), ('384', 'b', '979'), ('829', 'c', '357'), ('238', 'a', '283'), ('517', 'a', '603'), ('355', 'c', '753'), ('853', 'b', '167'), ('115', 'a', '850'), ('589', 'b', '633'), ('800', 'a', '261'), ('482', 'c', '251'), ('955', 'c', '495'), ('607', 'a', '717'), ('819', 'a', '414'), ('687', 'b', '605'), ('282', 'c', '114'), ('818', 'c', '881'), ('633', 'b', '152'), ('295', 'a', '643'), ('182', 'c', '902'), ('288', 'b', '694'), ('36', 'c', '977'), ('501', 'b', '30'), ('501', 'b', '978'), ('454', 'a', '246'), ('124', 'b', '856'), ('91', 'c', '183'), ('418', 'a', '847'), ('476', 'b', '464'), ('781', 'b', '228'), ('690', 'b', '526'), ('128', 'a', '930'), ('607', 'c', '178'), ('297', 'c', '825'), ('368', 'a', '484'), ('747', 'c', '577'), ('473', 'b', '122'), ('684', 'b', '943'), ('815', 'a', '971'), ('387', 'b', '903'), ('224', 'b', '639'), ('136', 'c', '50'), ('346', 'b', '824'), ('107', 'c', '997'), ('850', 'a', '607'), ('562', 'b', '683'), ('372', 'a', '550'), ('160', 'c', '449'), ('267', 'c', '283'), ('139', 'b', '994'), ('207', 'a', '689'), ('822', 'b', '834'), ('960', 'c', '934'), ('329', 'c', '452'), ('748', 'a', '603'), ('948', 'a', '50'), ('781', 'b', '272'), ('601', 'c', '393'), ('339', 'b', '118'), ('898', 'c', '612'), ('790', 'b', '9'), ('614', 'c', '358'), ('65', 'c', '604'), ('14', 'a', '726'), ('828', 'c', '18'), ('440', 'a', '637'), ('55', 'b', '559'), ('530', 'b', '875'), ('805', 'b', '266'), ('871', 'b', '853'), ('3', 'b', '981'), ('961', 'b', '903'), ('827', 'a', '223'), ('1', 'a', '855'), ('394', 'c', '193'), ('710', 'b', '200'), ('523', 'a', '375'), ('206', 'a', '212'), ('611', 'c', '697'), ('150', 'c', '902'), ('121', 'c', '948'), ('296', 'b', '272'), ('784', 'c', '85'), ('152', 'b', '877'), ('67', 'b', '179'), ('675', 'b', '243'), ('557', 'b', '522'), ('716', 'b', '978'), ('818', 'b', '519'), ('806', 'c', '751'), ('674', 'b', '446'), ('340', 'a', '864'), ('515', 'b', '667'), ('100', 'b', '527'), ('648', 'b', '436'), ('858', 'b', '403'), ('726', 'c', '913'), ('397', 'c', '516'), ('608', 'c', '525'), ('338', 'c', '958'), ('24', 'b', '205'), ('722', 'b', '77'), ('893', 'b', '770'), ('989', 'a', '712'), ('141', 'c', '693'), ('865', 'b', '172'), ('952', 'c', '531'), ('527', 'c', '553'), ('657', 'c', '410'), ('875', 'a', '300'), ('623', 'a', '611'), ('80', 'b', '54'), ('19', 'b', '547'), ('894', 'b', '857'), ('484', 'c', '789'), ('100', 'b', '944'), ('241', 'b', '694'), ('795', 'c', '966'), ('649', 'c', '579'), ('266', 'a', '950'), ('797', 'a', '322'), ('743', 'b', '833'), ('623', 'b', '112'), ('579', 'a', '502'), ('250', 'b', '387'), ('680', 'c', '638'), ('57', 'c', '174'), ('609', 'a', '200'), ('348', 'c', '395'), ('580', 'c', '991'), ('599', 'a', '394'), ('531', 'b', '307'), ('467', 'c', '561'), ('523', 'c', '739'), ('681', 'a', '483'), ('623', 'b', '739'), ('541', 'a', '329'), ('3', 'c', '371'), ('101', 'a', '332'), ('431', 'c', '148'), ('466', 'b', '510'), ('498', 'b', '107'), ('545', 'c', '297'), ('777', 'c', '9'), ('580', 'c', '945'), ('49', 'b', '100'), ('211', 'c', '93'), ('195', 'c', '260'), ('536', 'c', '886'), ('221', 'b', '219'), ('861', 'c', '786'), ('540', 'c', '294'), ('832', 'a', '767'), ('960', 'a', '188'), ('246', 'b', '4'), ('188', 'c', '555'), ('865', 'a', '357'), ('416', 'c', '940'), ('150', 'c', '476'), ('21', 'b', '934'), ('324', 'a', '32'), ('619', 'a', '963'), ('689', 'c', '958'), ('777', 'b', '998'), ('742', 'c', '569'), ('588', 'a', '28'), ('938', 'a', '47'), ('998', 'c', '36'), ('940', 'a', '241'), ('595', 'c', '976'), ('492', 'b', '900'), ('90', 'b', '327'), ('682', 'b', '935'), ('972', 'c', '978'), ('709', 'a', '582'), ('414', 'b', '168'), ('524', 'c', '57'), ('565', 'c', '598'), ('594', 'b', '382'), ('174', 'c', '696'), ('112', 'b', '143'), 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('309', 'b', '951'), ('493', 'c', '470'), ('644', 'c', '723'), ('793', 'c', '28'), ('18', 'c', '436'), ('815', 'c', '793'), ('615', 'b', '267'), ('452', 'a', '194'), ('568', 'a', '8'), ('859', 'a', '478'), ('972', 'b', '63'), ('665', 'b', '91'), ('782', 'a', '71'), ('107', 'b', '185'), ('806', 'a', '225'), ('565', 'c', '232'), ('182', 'c', '196'), ('932', 'c', '986'), ('95', 'b', '183'), ('247', 'c', '882'), ('991', 'b', '579'), ('441', 'b', '60'), ('734', 'c', '955'), ('276', 'a', '285'), ('888', 'b', '553'), ('503', 'a', '137'), ('221', 'c', '383'), ('980', 'a', '106'), ('295', 'b', '862'), ('461', 'a', '577'), ('430', 'b', '847'), ('455', 'a', '505'), ('711', 'b', '153'), ('670', 'b', '706'), ('341', 'c', '910'), ('514', 'b', '560'), ('894', 'a', '373'), ('652', 'c', '16'), ('153', 'b', '262'), ('531', 'a', '324'), ('417', 'b', '456'), ('930', 'b', '681'), ('801', 'a', '387'), ('390', 'c', '424'), ('345', 'c', '203'), ('292', 'a', '202'), ('653', 'a', '275'), ('244', 'c', '492'), ('242', 'b', '625'), ('665', 'b', '946'), ('73', 'c', '107'), ('547', 'b', '410'), ('364', 'b', '201'), ('684', 'c', '857'), ('87', 'c', '351'), ('893', 'c', '172'), ('988', 'c', '926'), ('569', 'c', '46'), ('663', 'c', '440'), ('384', 'c', '354'), ('574', 'b', '214'), ('729', 'c', '323'), ('229', 'c', '27'), ('165', 'b', '853');
select count(*) from graph
/////////////////// (a+/b)/b+
// after
EXPLAIN ANALYZE
WITH RECURSIVE cte_1(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'a'
),
cte_2(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_3(x, y) AS(
SELECT l.x, r.y
FROM cte_1 l, cte_2 r
WHERE l.y = r.x
),
cte_4(x, y) AS(
SELECT x, y
FROM cte_3 g
UNION
SELECT g.x, c.y
FROM cte_4 c, cte_1 g
WHERE g.y = c.x
),
cte_5(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_6(x, y) AS(
SELECT l.x, r.y
FROM cte_4 l, cte_5 r
WHERE l.y = r.x
),
cte_7(x, y) AS(
SELECT x, y
FROM cte_6 g
UNION
SELECT c.x, g.y
FROM cte_7 c, cte_5 g
WHERE c.y = g.x
)
SELECT x,y FROM cte_7
// Execution Time: 14.5 sec
// before
EXPLAIN ANALYZE
WITH RECURSIVE cte_1(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'a'
),
cte_2(x, y) AS(
SELECT x, y
FROM cte_1 g
UNION
SELECT c.x, g.y
FROM cte_2 c, cte_1 g
WHERE c.y = g.x
),
cte_3(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_4(x, y) AS(
SELECT l.x, r.y
FROM cte_2 l, cte_3 r
WHERE l.y = r.x
),
cte_5(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_6(x, y) AS(
SELECT x, y
FROM cte_5 g
UNION
SELECT c.x, g.y
FROM cte_6 c, cte_5 g
WHERE c.y = g.x
),
cte_7(x, y) AS(
SELECT l.x, r.y
FROM cte_4 l, cte_6 r
WHERE l.y = r.x
)
SELECT x,y FROM cte_7
// Execution Time: 9.05 min
/////////////////////////// a+/b
// after
EXPLAIN ANALYZE
WITH RECURSIVE cte_1(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'a'
),
cte_2(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_3(x, y) AS(
SELECT l.x, r.y
FROM cte_1 l, cte_2 r
WHERE l.y = r.x
),
cte_4(x, y) AS(
SELECT x, y
FROM cte_3 g
UNION
SELECT g.x, c.y
FROM cte_4 c, cte_1 g
WHERE g.y = c.x
)
SELECT x,y FROM cte_4
// Execution Time: 6.707 sec
// before
EXPLAIN ANALYZE
WITH RECURSIVE cte_1(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'a'
),
cte_2(x, y) AS(
SELECT x, y
FROM cte_1 g
UNION
SELECT c.x, g.y
FROM cte_2 c, cte_1 g
WHERE c.y = g.x
),
cte_3(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_4(x, y) AS(
SELECT l.x, r.y
FROM cte_2 l, cte_3 r
WHERE l.y = r.x
)
SELECT x,y FROM cte_4
// Execution Time: 7.756 sec
/////////////////////////// (a+/b)+/(b+/c+)
// after
EXPLAIN ANALYZE
WITH RECURSIVE cte_1(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'a'
),
cte_2(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_3(x, y) AS(
SELECT l.x, r.y
FROM cte_1 l, cte_2 r
WHERE l.y = r.x
),
cte_4(x, y) AS(
SELECT x, y
FROM cte_3 g
UNION
SELECT g.x, c.y
FROM cte_4 c, cte_1 g
WHERE g.y = c.x
),
cte_5(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_6(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'c'
),
cte_7(x, y) AS(
SELECT l.x, r.y
FROM cte_5 l, cte_6 r
WHERE l.y = r.x
),
cte_8(x, y) AS(
SELECT x, y
FROM cte_7 g
UNION
SELECT g.x, c.y
FROM cte_8 c, cte_5 g
WHERE g.y = c.x
),
cte_9(x, y) AS(
SELECT x, y
FROM cte_8 g
UNION
SELECT c.x, g.y
FROM cte_9 c, cte_6 g
WHERE c.y = g.x
),
cte_10(x, y) AS(
SELECT l.x, r.y
FROM cte_4 l, cte_9 r
WHERE l.y = r.x
),
cte_11(x, y) AS(
SELECT x, y
FROM cte_10 g
UNION
SELECT g.x, c.y
FROM cte_11 c, cte_8 g
WHERE g.y = c.x
)
SELECT x,y FROM cte_11
// Execution Time: 15.3 min
// before
EXPLAIN ANALYZE
WITH RECURSIVE cte_1(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'a'
),
cte_2(x, y) AS(
SELECT x, y
FROM cte_1 g
UNION
SELECT c.x, g.y
FROM cte_2 c, cte_1 g
WHERE c.y = g.x
),
cte_3(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_4(x, y) AS(
SELECT l.x, r.y
FROM cte_2 l, cte_3 r
WHERE l.y = r.x
),
cte_5(x, y) AS(
SELECT x, y
FROM cte_4 g
UNION
SELECT c.x, g.y
FROM cte_5 c, cte_4 g
WHERE c.y = g.x
),
cte_6(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'b'
),
cte_7(x, y) AS(
SELECT x, y
FROM cte_6 g
UNION
SELECT c.x, g.y
FROM cte_7 c, cte_6 g
WHERE c.y = g.x
),
cte_8(x, y) AS(
SELECT g.x, g.y
FROM graph g
WHERE g.r = 'c'
),
cte_9(x, y) AS(
SELECT x, y
FROM cte_8 g
UNION
SELECT c.x, g.y
FROM cte_9 c, cte_8 g
WHERE c.y = g.x
),
cte_10(x, y) AS(
SELECT l.x, r.y
FROM cte_7 l, cte_9 r
WHERE l.y = r.x
),
cte_11(x, y) AS(
SELECT l.x, r.y
FROM cte_5 l, cte_10 r
WHERE l.y = r.x
)
SELECT x,y FROM cte_11
// Execution Time: > 20 min