| /* ----------------------------------------------------------------------- *//** |
| * |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you under the Apache License, Version 2.0 (the |
| * "License"); you may not use this file except in compliance |
| * with the License. You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, |
| * software distributed under the License is distributed on an |
| * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| * KIND, either express or implied. See the License for the |
| * specific language governing permissions and limitations |
| * under the License. |
| * |
| *//* ----------------------------------------------------------------------- */ |
| |
| |
| DROP TABLE IF EXISTS dbscan_train_data; |
| CREATE TABLE dbscan_train_data ( |
| id_in integer, |
| data integer[]); |
| copy dbscan_train_data (id_in, data) FROM stdin delimiter '|'; |
| 1|{1,1} |
| 2|{2,2} |
| 3|{3,3} |
| 4|{4,4} |
| 5|{4,8} |
| 6|{17,8} |
| 7|{19,8} |
| 8|{19,9} |
| 9|{19,10} |
| 10|{3,111} |
| 11|{3,112} |
| 12|{3,113} |
| 13|{8,113} |
| \. |
| |
| DROP TABLE IF EXISTS out1, out1_summary, out1_predict; |
| SELECT dbscan('dbscan_train_data','out1','id_in','data',20,4,'squared_dist_norm2','brute'); |
| |
| SELECT assert(count(DISTINCT id) = 5, 'Incorrect cluster 0') FROM out1 WHERE id <= 5; |
| |
| SELECT assert(count(DISTINCT id) = 4, 'Incorrect cluster 1') FROM out1 WHERE id >= 6; |
| |
| SELECT assert(id_column = 'id_in', 'id_column field in summary table should have been ''id_in''') FROM out1_summary; |
| |
| SELECT dbscan_predict('out1', 'dbscan_train_data', 'id_in', 'data', 'out1_predict'); |
| |
| SELECT assert(count(DISTINCT cluster_id) = 2, 'Incorrect cluster count') FROM out1_predict; |
| |
| DROP TABLE IF EXISTS out1, out1_summary; |
| SELECT dbscan('dbscan_train_data','out1','id_in','data',20,4,'dist_norm2','brute'); |
| |
| DROP TABLE IF EXISTS out1, out1_summary; |
| SELECT dbscan('dbscan_train_data','out1','id_in','data',20,4,'dist_norm1','brute'); |
| |
| DROP TABLE IF EXISTS dbscan_train_data2; |
| CREATE TABLE dbscan_train_data2 (pid int, points double precision[]); |
| INSERT INTO dbscan_train_data2 VALUES |
| (1, '{1, 1}'), |
| (2, '{2, 1}'), |
| (3, '{1, 2}'), |
| (4, '{2, 2}'), |
| (5, '{3, 5}'), |
| (6, '{3, 9}'), |
| (7, '{3, 10}'), |
| (8, '{4, 10}'), |
| (9, '{4, 11}'), |
| (10, '{5, 10}'), |
| (11, '{7, 10}'), |
| (12, '{10, 9}'), |
| (13, '{10, 6}'), |
| (14, '{9, 5}'), |
| (15, '{10, 5}'), |
| (16, '{11, 5}'), |
| (17, '{9, 4}'), |
| (18, '{10, 4}'), |
| (19, '{11, 4}'), |
| (20, '{10, 3}'); |
| |
| DROP TABLE IF EXISTS dbscan_test_data2; |
| CREATE TABLE dbscan_test_data2 (pid int, points double precision[]); |
| INSERT INTO dbscan_test_data2 VALUES |
| (1, '{1, 2}'), |
| (2, '{2, 2}'), |
| (3, '{1, 3}'), |
| (4, '{2, 2}'), |
| (10, '{5, 11}'), |
| (11, '{7, 10}'), |
| (12, '{10, 9}'), |
| (13, '{10, 6}'), |
| (14, '{9, 5}'), |
| (15, '{10, 6}'); |
| |
| DROP TABLE IF EXISTS dbscan_result, dbscan_result_summary, dbscan_predict_out; |
| SELECT dbscan( |
| 'dbscan_train_data2', -- source table |
| 'dbscan_result', -- output table |
| 'pid', -- point id column |
| 'points', -- data point |
| 1.75, -- epsilon |
| 4, -- min samples |
| 'dist_norm2', -- metric |
| 'brute_force'); -- algorithm |
| |
| SELECT * FROM dbscan_result ORDER BY id; |
| |
| SELECT assert(count(DISTINCT cluster_id) = 3, 'Incorrect cluster count') FROM dbscan_result; |
| |
| SELECT dbscan_predict('dbscan_result', 'dbscan_test_data2', 'pid', 'points', 'dbscan_predict_out'); |
| |
| SELECT assert(count(DISTINCT cluster_id) = 3, 'Incorrect cluster count') FROM dbscan_predict_out; |
| |
| DROP TABLE IF EXISTS dbscan_cities; |
| CREATE TABLE dbscan_cities ( |
| city TEXT, |
| country TEXT, |
| lat DOUBLE PRECISION, |
| lon DOUBLE PRECISION, |
| PRIMARY KEY (city, country) |
| ); |
| COPY dbscan_cities (city, country, lat, lon) FROM stdin csv header; |
| city,country,lat,lon |
| Bangkok,Thailand,13.7563,100.5018 |
| Athens,Greece,37.9838,23.7275 |
| Beijing,China,39.9042,116.4074 |
| St. Petersburg,Russia,59.9311,30.3609 |
| Barcelona,Spain,41.3874,2.1686 |
| Tehran,Iran,35.6892,51.3890 |
| Bristol,England,51.4545,-2.5879 |
| São Paulo,Brazil,-23.5558,-46.6396 |
| Berlin,Germany,52.5200,13.4050 |
| New Dehli,India,28.6139,77.2090 |
| Sydney,Australia,-34,151 |
| Bogotá,Colombia,4,-74 |
| Kingston,Jamaica,17,-76 |
| Rome,Italy,41,12 |
| Bombay,India,19,72 |
| Cape Town,South Africa,-33,22 |
| Cairo,Egypt,30,31 |
| Guayaquil,Ecuador,-2,-79 |
| Jakarta,Indonesia,-6,106 |
| Hamburg,Germany,53.5511,9.9937 |
| Hong Kong,China,22,114 |
| Bordeux,France,44,0 |
| Nairobi,Kenya,-1.2921,36.8219 |
| Osaka,Japan,34,135 |
| \. |
| |
| \set unit_3d_point_expr ARRAY[COS(radians(lat))*COS(radians(lon)), COS(radians(lat))*SIN(radians(lon)), SIN(radians(lat))] |
| \set id_expr '(''x'' || substr(md5(city || '','' || country),1,16))::BIT(64)::BIGINT' |
| |
| -- Test that id and point params may be passed in as expressions |
| DROP TABLE IF EXISTS dbscan_cities_out, dbscan_cities_out_summary; |
| SELECT dbscan('dbscan_cities', |
| 'dbscan_cities_out', |
| :'id_expr', |
| :'unit_3d_point_expr', |
| radians(22), -- eps = 35 degrees |
| 3, -- min_samples = 3 |
| 'dist_angle', |
| 'brute' |
| ); |
| |
| SELECT assert( |
| id_column = $$('x' || substr(md5(city || ',' || country),1,16))::BIT(64)::BIGINT$$, |
| 'id expression passed in does not match expression saved in summary table: ' || id_column |
| ) FROM dbscan_cities_out_summary; |
| SELECT assert( |
| expr_point = :'unit_3d_point_expr', |
| 'point expression passed in does not match expression saved in summary table: ' || expr_point |
| ) FROM dbscan_cities_out_summary; -- verify point expression saved in summary |
| SELECT assert(COUNT(*) = 18, 'Wrong number of rows returned. Expeted: 7, Actual: ' || COUNT(*)) FROM dbscan_cities_out; |
| SELECT assert(COUNT(DISTINCT cluster_id) = 3, 'Wrong number of clusters found. Expected: ' || 3 || ', Actual: ' || COUNT(DISTINCT cluster_id)) FROM dbscan_cities_out; |
| SELECT assert(COUNT(*) = 15, 'Wrong number of core points found. Expected: ' || 15 || ', Actual: ' || COUNT(*)) FROM dbscan_cities_out WHERE is_core_point; |
| SELECT assert(ARRAY(SELECT city FROM dbscan_cities JOIN (SELECT id FROM dbscan_cities_out WHERE cluster_id IN (SELECT cluster_id FROM dbscan_cities_out b GROUP BY cluster_id HAVING (COUNT(*)) < 5)) x ON id = :id_expr ORDER BY id) = ARRAY['Bogotá','Kingston','Guayaquil'], 'Wrong cities in smallest cluster, expected: Bogotá, Kingston, Guayaquil'); |
| |
| DROP TABLE IF EXISTS dbscan_result, dbscan_result_summary; |
| SELECT dbscan( |
| 'dbscan_train_data2', -- source table |
| 'dbscan_result', -- output table |
| 'pid', -- point id column |
| 'points', -- data point |
| 1.75, -- epsilon |
| 4, -- min samples |
| 'dist_norm2', -- metric |
| 'brute_force'); -- algorithm |
| |
| -- Test optimized dbscan |
| |
| DROP TABLE IF EXISTS dbscan_result, dbscan_result_summary; |
| SELECT dbscan( |
| 'dbscan_train_data2', -- source table |
| 'dbscan_result', -- output table |
| 'pid', -- point id column |
| 'points', -- data point |
| 1.75, -- epsilon |
| 4, -- min samples |
| 'dist_norm2', -- metric |
| 'optimized', -- algorithm |
| 2); -- depth |
| |
| SELECT * FROM dbscan_result ORDER BY id; |
| |
| CREATE TABLE dbscan_opt_test_data ( |
| row_id integer, |
| row_vec double precision[] |
| ); |
| COPY dbscan_opt_test_data (row_id, row_vec) FROM stdin DELIMITER '|'; |
| 1 | {-123.932588658681,312.674262022751,24.5140517556683} |
| 2 | {-1011.71837586596,294.857038270306,-596.339561040807} |
| 3 | {51.8496080463916,-392.173152861615,188.5097494329} |
| 4 | {799.127036569478,607.197217229762,-273.651240009801} |
| 5 | {382.754942347373,-730.542867226352,-16.353747006894} |
| 6 | {-184.468870153144,-221.332003547174,-591.35952658191} |
| 7 | {726.513984734646,156.985561437554,248.190787632731} |
| 8 | {-513.344896244817,310.773265404381,104.080456390778} |
| 9 | {868.906770040562,81.5471578992944,133.417529135344} |
| 10 | {304.7305636991,-465.597195927162,-692.38269341934} |
| 11 | {146.202397090308,643.426041147766,251.311062888657} |
| 12 | {613.839242557284,243.372738740541,-344.926416003253} |
| 13 | {-279.919780960877,830.688490188374,1106.70854171082} |
| 14 | {-239.941313060048,-150.729513285438,-644.486977709577} |
| 15 | {864.059606049879,229.761999686115,98.6393846787974} |
| 16 | {137.027023944766,-872.639896518612,-484.121630800583} |
| 17 | {-93.3532574414556,-2.83052851435212,-156.831074125122} |
| 18 | {386.756957145158,252.495312534386,-639.330396910652} |
| 19 | {210.12451616637,197.83940894125,121.228834110555} |
| 20 | {786.057957303133,-78.1737488754506,-293.537312267519} |
| 21 | {-338.401548335188,-500.885224226621,259.552625635757} |
| 22 | {-1037.65134435009,354.929835928489,-523.731062929561} |
| 23 | {649.665190518576,-201.744043329729,-383.714123375157} |
| 24 | {807.715272986264,527.719510934861,-238.925155968575} |
| 25 | {268.191717463272,288.453191375757,-292.660016634391} |
| 26 | {-767.046262696949,1054.28570038854,186.785685210919} |
| 27 | {603.597270228634,-426.717913313373,324.192854724388} |
| 28 | {-790.646063944855,613.794909920021,550.899642687981} |
| 29 | {-358.978123286781,-213.107177187055,297.623829646779} |
| 30 | {649.852832534744,-122.747853286041,-338.070280521321} |
| 31 | {289.975381104444,52.5492690561587,615.373688551293} |
| 32 | {219.2134287942,640.352925517431,-795.284581991311} |
| 33 | {14.9784107468498,-88.4494781406069,-123.072306109659} |
| 34 | {612.022594601429,-185.543004824301,-420.069777109188} |
| 35 | {-610.292592609088,239.789613935357,-673.520045033667} |
| 36 | {597.003206042794,197.782402998881,-376.678467551101} |
| 37 | {-56.8423068877579,232.889540939775,-233.929448140762} |
| 38 | {-933.879560389274,243.309855746838,-898.095254476934} |
| 39 | {340.465735117938,-578.405302034855,183.553117253541} |
| 40 | {-246.878364743862,-291.805796246968,-436.136662769966} |
| 41 | {993.304698488409,346.890205803306,17.6842057114629} |
| 42 | {172.133516798735,333.3442277846,-242.843618338439} |
| 43 | {747.733954731529,-356.07131864678,179.589467597229} |
| 44 | {679.345380618229,-2.68044668758962,-120.148391244667} |
| 45 | {488.894449728494,24.5452925443855,775.17536040857} |
| 46 | {260.731153450907,-868.175147049231,6.81574295503747} |
| 47 | {228.857968968147,70.8801925885408,369.851765182293} |
| 48 | {252.759302911726,153.249295308294,-638.37262532948} |
| 49 | {269.683805099097,51.0370679682875,712.091481303516} |
| 50 | {-269.268132926522,746.729882052773,195.702023539655} |
| 51 | {71.874274025531,759.649148831518,491.611002746426} |
| 52 | {-1663.96137606517,90.8133823647075,158.780074279377} |
| 53 | {-257.774920797097,-1030.22503446527,438.046739208405} |
| 54 | {752.215292509861,146.919523983795,-147.598607179812} |
| 55 | {177.381727903258,-818.519450864293,193.311594615948} |
| 56 | {166.741559741122,-163.118628708694,-404.900637540065} |
| 57 | {-1323.27537778783,-10.4967284230377,294.326001051292} |
| 58 | {549.909097625585,-596.903824692408,-301.850694344547} |
| 59 | {-269.916901585881,-627.64977878287,750.090432540072} |
| 60 | {775.624254458252,748.972003078806,-203.81676894634} |
| 61 | {-436.226974986994,-437.004875894216,-30.9748235460759} |
| 62 | {613.909837635605,48.4334189055091,-283.321027026525} |
| 63 | {-278.298037765777,378.436027806079,-257.853892045902} |
| 64 | {-1202.56287057624,259.014693113529,-200.71700430311} |
| 65 | {-576.994841464984,-523.386659017049,-230.554592593487} |
| 66 | {590.512151325561,398.065888838862,-347.231929394332} |
| 67 | {-242.822744756977,234.108323204393,-553.377918691274} |
| 68 | {943.6070753902,527.274570985321,-139.520854405628} |
| 69 | {-206.014801247102,528.178478241241,486.935420937639} |
| 70 | {-1231.88609517802,153.935968150265,190.638604939725} |
| 71 | {226.418944290168,514.65522108823,153.940917502731} |
| 72 | {406.242837506357,-413.34465423586,-431.049640725801} |
| 73 | {926.165945865784,292.497866770696,-32.5080388329608} |
| 74 | {98.0573027347866,141.647767296212,-689.77208317581} |
| 75 | {56.0959548637969,352.466952034086,850.195823590721} |
| 76 | {-845.263692780283,416.03103508814,-172.788128651063} |
| 77 | {342.859916548665,913.856416969682,685.48442034131} |
| 78 | {870.402457998673,726.676162243837,-182.971969280292} |
| 79 | {902.084234723884,490.477847071824,-337.824139748125} |
| 80 | {448.69419403979,-265.157573745948,-475.977013656683} |
| 81 | {-514.145412080225,413.261678856384,423.685005329721} |
| 82 | {-1066.01057897006,223.132531695535,-377.510836697104} |
| 83 | {-1021.50193347937,562.090253650298,-115.416784003661} |
| 84 | {-214.665103199501,32.8354197166855,-655.755578142951} |
| 85 | {278.049567196342,-697.129051950011,331.983924953855} |
| 86 | {179.724335008794,372.581626915806,-69.9806579428635} |
| 87 | {267.843845960723,21.7937867013737,700.60305984757} |
| 88 | {155.422832917542,-918.852392503608,-563.676251121922} |
| 89 | {-1177.23091561181,341.471135494987,636.07808560086} |
| 90 | {-67.9351579896963,-883.142952530624,-700.374252405142} |
| 91 | {-553.619481648191,-211.465410119479,-521.307252570533} |
| 92 | {145.858752083652,-658.631751181041,-353.373990023229} |
| 93 | {185.193850071249,-561.658346810616,296.077972874417} |
| 94 | {-163.225970575355,229.836951327697,-595.344875329231} |
| 95 | {203.55885535432,149.585670575698,-364.601983510134} |
| 96 | {-1235.84629981963,185.498736396646,-355.528834988744} |
| 97 | {658.286726835515,-592.635303407991,-50.7071498078878} |
| 98 | {136.841617763444,143.047237706469,-404.61280361507} |
| 99 | {158.811144857791,449.009048224879,1005.07753726789} |
| 100 | {927.860188757477,398.986993124426,-107.630193699315} |
| 101 | {312.494434150204,-144.984356964967,-106.847512834076} |
| 102 | {41.6384585803,-721.261854728639,-104.693423095052} |
| 103 | {866.942830053234,299.976907656981,18.1379345809771} |
| 104 | {316.089900119565,-798.289231608766,-187.177103552882} |
| 105 | {717.715398540749,33.5083707168619,146.963160971621} |
| 106 | {877.89816548212,823.178371173346,-335.256678447164} |
| 107 | {-470.579659565495,103.395254167218,139.275891941627} |
| 108 | {-256.599091223439,643.184223168957,118.114881878856} |
| 109 | {-448.281040797465,416.581677353488,367.177889179331} |
| 110 | {185.696099582541,-170.62108058618,-52.5855121896673} |
| 111 | {-64.6644999941366,-596.187534494299,503.632110740989} |
| 112 | {-747.037751783091,-212.088537754028,640.399855603188} |
| 113 | {995.797175264268,275.696395459126,-2.6031804563241} |
| 114 | {781.811070203258,901.88973031654,-342.469279381926} |
| 115 | {-1371.06472904863,0.254753126924469,28.1590955689618} |
| 116 | {161.638509349012,-826.99415058209,-415.359079451205} |
| 117 | {60.2440795907806,-1031.48434296339,129.80450714383} |
| 118 | {-632.754078578421,595.954722549919,-52.1965000148961} |
| 119 | {-792.275358264915,273.965086375479,31.4263876136518} |
| 120 | {-1371.55837611464,350.041174628846,-849.606882071275} |
| 121 | {-577.31215410232,-218.006790696498,459.303941542333} |
| 122 | {-1541.60323702349,782.610438668886,403.995959184054} |
| 123 | {341.476380596273,499.411480471099,-269.729378826935} |
| 124 | {173.23061521224,-721.191535815391,-414.764004342643} |
| 125 | {928.779761572521,355.688704910061,46.5382786373071} |
| 126 | {209.724942648269,560.612581086384,-197.447200573214} |
| 127 | {-313.973068774299,31.0882298202861,33.9370433613805} |
| 128 | {251.221805066445,-319.825003528556,-727.848057451017} |
| 129 | {923.27529093008,452.927865196981,-46.3175300513252} |
| 130 | {94.1001366827434,424.393803256897,-696.672177048828} |
| 131 | {290.777077215229,386.875089358842,705.238902783636} |
| 132 | {78.3104427987785,-593.999773769646,-693.89660403862} |
| 133 | {530.165597614355,303.568827698029,21.8307597880683} |
| 134 | {745.989685666099,-350.914161320458,-1.63452735343602} |
| 135 | {230.625054830844,-151.878827428637,719.675931469744} |
| 136 | {-4.88204686109166,632.429483520486,-10.3403865486221} |
| 137 | {347.376793331603,466.684675808313,1034.79903899528} |
| 138 | {555.922207006474,522.362209958336,-508.643912795811} |
| 139 | {-554.897605831554,670.651132833643,138.629544715331} |
| 140 | {238.571508235037,-537.280329277,-636.905112765466} |
| 141 | {676.103107062802,12.4799973194849,121.540894483029} |
| 142 | {518.526499029932,-68.0671987185693,-419.148640255824} |
| 143 | {275.950298846445,-658.732193051554,122.825937733362} |
| 144 | {248.543173029081,-118.945164499253,26.9352643130976} |
| 145 | {337.688653144682,297.961306208333,564.011462067362} |
| 146 | {382.85599052658,-6.85388913061074,-562.125695427939} |
| 147 | {-52.4475318190431,644.109608617153,-483.134594336694} |
| 148 | {149.841502399512,-205.951679756533,-658.23250424851} |
| 149 | {404.217286019655,-311.921368597925,-218.012332084879} |
| 150 | {-329.815477358164,574.875649505225,1073.31425379999} |
| 151 | {330.611675991508,-151.669569164386,-347.609167073519} |
| 152 | {-297.017584051949,-222.609475176527,-624.101650686011} |
| 153 | {877.728101693063,599.633343871781,-95.7768256174856} |
| 154 | {691.095600886416,-227.89716818059,-142.628393241196} |
| 155 | {64.222822214952,-708.804914430627,559.913142173742} |
| 156 | {-154.985650210882,5.57199213748102,-800.386729632886} |
| 157 | {-769.054471295342,55.2932504282974,-50.5244199234928} |
| 158 | {-222.466780840431,467.825974075828,-282.72979171046} |
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| 915 | {-368.777444792403,-850.791777272896,247.704255588821} |
| 916 | {609.904271854888,102.798032373011,-367.975183926057} |
| 917 | {-615.567316414998,347.783538492958,464.041756094257} |
| 918 | {-418.550308335065,-6.39308583179094,-942.942306601689} |
| 919 | {593.29782987191,7.14428259594825,-129.452424838944} |
| 920 | {766.282831800326,777.418680818332,-229.98945439678} |
| 921 | {910.871465093998,691.556240536251,-278.163103269148} |
| 922 | {363.756713117458,-103.646264143244,-629.877819008462} |
| 923 | {684.85729898907,99.9670312067313,-157.903680092398} |
| 924 | {-60.3358824480383,252.675035153166,-871.167796865807} |
| 925 | {-405.985302220507,575.81044293744,939.65456899225} |
| 926 | {-135.492919910059,169.769233366734,-644.970382666706} |
| 927 | {-612.826318036153,-618.352794635246,312.997041550876} |
| 928 | {-1150.29163503576,251.710635211856,-810.50261115671} |
| 929 | {203.904368544106,-704.306352186695,-195.539824379942} |
| 930 | {-211.543711079523,-759.836014744651,-389.405291990594} |
| 931 | {-561.969825889784,-920.051467685321,-247.450057350689} |
| 932 | {-228.056291514799,-134.809348798831,-829.240640688308} |
| 933 | {80.4099326615248,-585.118027311074,547.355539704245} |
| 934 | {407.895377434929,-337.774506937713,-230.945335874607} |
| 935 | {-251.725881007582,-450.146025443781,147.229648756053} |
| 936 | {443.595739248501,277.803085645711,-459.216384421689} |
| 937 | {768.266603164227,-179.654780125608,381.223855323766} |
| 938 | {166.465493793124,-591.925555021857,-543.426085751739} |
| 939 | {254.441140212917,1003.751364105,373.243684882407} |
| 940 | {502.105685500678,139.011252682558,-490.769761272359} |
| 941 | {-173.81499182828,-836.919014533662,230.344091140366} |
| 942 | {831.790172041626,508.080813733292,-41.0500303912222} |
| 943 | {-443.91709126997,-709.639129724882,-125.214642690726} |
| 944 | {8.5224803747858,19.6415647013969,-854.790815607621} |
| 945 | {-779.385468123768,-517.967219232449,-117.675516357504} |
| 946 | {393.199145881257,-591.144506833762,-481.538620710119} |
| 947 | {-419.171453919274,463.336246952451,-232.771166907718} |
| 948 | {562.330851272274,-21.8805888541834,-395.909966818373} |
| 949 | {508.714577280977,47.952079022558,-371.758551504665} |
| 950 | {-1168.98687052981,-177.933528879234,-1023.41481902235} |
| 951 | {230.705173537601,-542.41757534927,-101.617919339639} |
| 952 | {771.190402165315,643.151079698103,-173.623387841553} |
| 953 | {-703.379699970943,-157.293618533999,178.264693772853} |
| 954 | {-19.8131229865762,-37.4224645789017,607.509596117244} |
| 955 | {30.1536483473821,-820.597428853329,-512.659298974536} |
| 956 | {442.38951618994,55.6176726462379,-679.162185031076} |
| 957 | {-392.956221476116,823.541061780575,115.475096991448} |
| 958 | {-313.03909612127,27.8869991039227,-705.934651444036} |
| 959 | {-418.066387660349,133.826725499763,211.307502089971} |
| 960 | {673.057151986376,821.903487354505,-553.916942551824} |
| 961 | {-628.095524032583,183.871294980084,838.730359337866} |
| 962 | {787.6017509309,631.591626340498,-81.140155017458} |
| 963 | {456.240130031983,-788.155327129433,70.5708912206144} |
| 964 | {407.537028743856,488.887145778841,-701.490756029475} |
| 965 | {296.178266153442,415.296860360723,-540.197723478973} |
| 966 | {-454.486872247235,137.017262747375,-703.369464286931} |
| 967 | {12.0533578650523,-20.3279556880276,436.832189495814} |
| 968 | {-247.610468001537,-920.35322321143,-590.866819710663} |
| 969 | {622.537777303333,-360.736203031848,264.654366201194} |
| 970 | {-348.329085994667,-631.821666405665,-134.669630661862} |
| 971 | {-375.038237944054,495.640789505547,778.400549391501} |
| 972 | {428.593147056118,-378.744763158628,-332.730134314595} |
| 973 | {-468.388921819793,-361.345703589705,46.0774374659003} |
| 974 | {166.597168427257,132.896266718624,-839.80238946382} |
| 975 | {-32.6131648090045,70.054597422148,797.079234432721} |
| 976 | {-404.939656433141,935.044983762568,429.472443689896} |
| 977 | {51.2459618889678,36.4230119431423,58.7371984585452} |
| 978 | {237.03156256896,52.9828961935876,-709.931077483125} |
| 979 | {729.431809942643,54.8817088875761,187.494175010928} |
| 980 | {-544.166598323061,60.6414836687122,-1017.20817237116} |
| 981 | {611.011402727611,-315.690616609018,155.838302306684} |
| 982 | {-410.903183807051,-817.431881448712,-498.941051349443} |
| 983 | {584.942305350026,436.336379432393,140.18491884502} |
| 984 | {-62.2576273119263,-43.2935301637635,688.864964048942} |
| 985 | {-443.659607538172,45.6100114145606,604.826905400621} |
| 986 | {469.538524301448,33.8965252398074,-472.681333118967} |
| 987 | {-739.771306341606,-628.667466347046,154.43004104212} |
| 988 | {6.16975042506824,-814.046180611434,-564.054638448502} |
| 989 | {-412.718322652751,-810.953990028575,111.578197740358} |
| 990 | {-371.788909598942,131.714123700478,-899.574111680826} |
| 991 | {-496.135296949346,-830.199985428607,233.364349557065} |
| 992 | {-432.547935230597,-506.358842797757,265.069576509392} |
| 993 | {-287.340085685258,817.939734530848,249.620152949832} |
| 994 | {794.082931481233,529.711329496276,-43.9666712275483} |
| 995 | {-51.9104170952357,-938.769614779545,235.101660342489} |
| 996 | {-182.538603056643,-655.29591247686,-311.602065173997} |
| 997 | {155.382900972205,130.042892062227,-22.6827886036227} |
| 998 | {-524.406687025992,-14.7069741427976,-1160.50595918993} |
| 999 | {-255.495117367138,744.521374636333,446.551897876606} |
| 1000 | {306.590358490976,149.581073128642,-724.558878908178} |
| \. |
| |
| DROP TABLE IF EXISTS dbscan_result, dbscan_result_summary; |
| SELECT dbscan('dbscan_opt_test_data','dbscan_result','row_id','row_vec',50, 3, 'dist_norm2', 'br'); |
| |
| DROP TABLE IF EXISTS dbscan_result_opt, dbscan_result_opt_summary; |
| SELECT dbscan('dbscan_opt_test_data','dbscan_result_opt','row_id','row_vec',50, 3, 'dist_norm2', 'optimized', 2); |
| |
| SELECT assert(count(id) = 50 AND count(distinct cluster_id) = 11, 'Incorrect cluster counts for brute') |
| FROM dbscan_result; |
| |
| SELECT assert(count(id) = 50 AND count(distinct cluster_id) = 11, 'Incorrect cluster counts for optimized dbscan') |
| FROM dbscan_result_opt; |
| |
| CREATE TABLE temp_result AS |
| SELECT id |
| FROM dbscan_result |
| WHERE cluster_id = (SELECT cluster_id FROM dbscan_result WHERE id = 4); |
| |
| SELECT assert(count(*) = 6, 'Clusters do not match') |
| FROM dbscan_result_opt |
| WHERE cluster_id = (SELECT cluster_id FROM dbscan_result_opt WHERE id = 4) |
| AND id IN (SELECT id FROM temp_result); |
| |
