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+,{"system":"Umbra","date":"2024-02-05","machine":"c6a.metal, 500gb gp2","cluster_size":1,"tags":["C++","column-oriented","PostgreSQL compatible"],"load_time":224.253,"data_size":37985071698,"result":[[0.664962,0.014879,0.013896],[0.86897,0.014264,0.014216],[1.39741,0.019753,0.019888],[1.76497,0.022482,0.022356],[1.80665,0.067752,0.081],[3.30264,0.133111,0.156861],[0.785534,0.0208,0.022284],[0.870046,0.015516,0.016097],[2.66753,0.14137,0.15998],[4.51368,0.689448,0.726916],[2.19478,0.053639,0.059179],[2.57461,0.043306,0.045997],[3.30665,0.164523,0.175388],[4.92596,0.234748,0.273746],[3.70171,0.147932,0.182008],[1.851,0.094632,0.113691],[4.93327,0.243824,0.270263],[4.87596,0.226228,0.210788],[8.02335,0.306983,0.333771],[1.7747,0.017516,0.018097],[19.9175,0.097303,0.081085],[22.3949,0.049008,0.049755],[37.544,0.080033,0.08298],[127.193,0.237656,0.249893],[5.70401,0.02041,0.02158],[2.93367,0.020734,0.021048],[6.12096,0.034546,0.038698],[19.8159,0.110082,0.107088],[14.2241,0.336072,0.36425],[0.663126,0.019808,0.019036],[5.58319,0.082806,0.083288],[8.2146,0.106136,0.093486],[5.46498,0.342316,0.345279],[19.5496,0.631508,0.862308],[19.0042,0.849141,0.840496],[0.303872,0.119839,0.087051],[20.4269,0.029673,0.027629],[14.2258,0.02278,0.019946],[7.9593,0.012017,0.013362],[35.6343,0.039568,0.037401],[2.49159,0.014061,0.013447],[2.00332,0.012786,0.011437],[3.64226,0.016922,0.017801]],"source":"umbra/results/c6a.metal.json"}
+]; // end of data
+<!DOCTYPE html>
+<html>
+<head>
+    <meta charset="UTF-8">
+    <title>ClickBench — a Benchmark For Analytical DBMS</title>
+
+    <link rel="preconnect" href="https://fonts.googleapis.com">
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+    <style>
+        :root {
+            --color: black;
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+            --nothing-selected-color: #CCC;
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+        [data-theme="dark"] {
+            --color: #CCC;
+            --title-color: white;
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+
+            --link-color: #8CF;
+            --link-hover-color: #FFF;
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+            --selector-text-color: white;
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+            --selector-hover-background-color: white;
+
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+            --highlight-color: #064663;
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+
+            --tooltip-text-color: white;
+            --tooltip-background-color: #444;
+
+            --nothing-selected-color: #666;
+            --shadow-color: black;
+        }
+
+        html, body {
+            color: var(--color);
+            background-color: var(--background-color);
+            width: 100%;
+            height: 100%;
+            margin: 0;
+            overflow: auto;
+            box-sizing: border-box;
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+        h1 {
+            color: var(--title-color);
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+        .selectors-container {
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+        }
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+        .selectors-container th {
+            text-align: left;
+            vertical-align: top;
+            white-space: nowrap;
+            padding-top: 0.5rem;
+            padding-right: 1rem;
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+        .selector {
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+            font-size: 200%;
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+        #toggle-dark:hover, #toggle-light:hover {
+            display: inline-block;
+            transform: translate(1px, 1px);
+            filter: brightness(125%);
+        }
+    </style>
+    <script type="text/javascript">
+
+const queries = [
+"SELECT COUNT(*) FROM hits;",
+"SELECT COUNT(*) FROM hits WHERE AdvEngineID <> 0;",
+"SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM hits;",
+"SELECT AVG(UserID) FROM hits;",
+"SELECT COUNT(DISTINCT UserID) FROM hits;",
+"SELECT COUNT(DISTINCT SearchPhrase) FROM hits;",
+"SELECT MIN(EventDate), MAX(EventDate) FROM hits;",
+"SELECT AdvEngineID, COUNT(*) FROM hits WHERE AdvEngineID <> 0 GROUP BY AdvEngineID ORDER BY COUNT(*) DESC;",
+"SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM hits GROUP BY RegionID ORDER BY u DESC LIMIT 10;",
+"SELECT RegionID, SUM(AdvEngineID), COUNT(*) AS c, AVG(ResolutionWidth), COUNT(DISTINCT UserID) FROM hits GROUP BY RegionID ORDER BY c DESC LIMIT 10;",
+"SELECT MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhoneModel ORDER BY u DESC LIMIT 10;",
+"SELECT MobilePhone, MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhone, MobilePhoneModel ORDER BY u DESC LIMIT 10;",
+"SELECT SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT SearchPhrase, COUNT(DISTINCT UserID) AS u FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY u DESC LIMIT 10;",
+"SELECT SearchEngineID, SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT UserID, COUNT(*) FROM hits GROUP BY UserID ORDER BY COUNT(*) DESC LIMIT 10;",
+"SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;",
+"SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase LIMIT 10;",
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+"SELECT UserID FROM hits WHERE UserID = 435090932899640449;",
+"SELECT COUNT(*) FROM hits WHERE URL LIKE '%google%';",
+"SELECT SearchPhrase, MIN(URL), COUNT(*) AS c FROM hits WHERE URL LIKE '%google%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT SearchPhrase, MIN(URL), MIN(Title), COUNT(*) AS c, COUNT(DISTINCT UserID) FROM hits WHERE Title LIKE '%Google%' AND URL NOT LIKE '%.google.%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT * FROM hits WHERE URL LIKE '%google%' ORDER BY EventTime LIMIT 10;",
+"SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime LIMIT 10;",
+"SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY SearchPhrase LIMIT 10;",
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+"SELECT REGEXP_REPLACE(Referer, '^https?://(?:www\\.)?([^/]+)/.*$', '\\1') AS k, AVG(length(Referer)) AS l, COUNT(*) AS c, MIN(Referer) FROM hits WHERE Referer <> '' GROUP BY k HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;",
+"SELECT SUM(ResolutionWidth), SUM(ResolutionWidth + 1), SUM(ResolutionWidth + 2), SUM(ResolutionWidth + 3), ..., SUM(ResolutionWidth + 89) FROM hits;",
+"SELECT SearchEngineID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS c FROM hits GROUP BY URL ORDER BY c DESC LIMIT 10;",
+"SELECT 1, URL, COUNT(*) AS c FROM hits GROUP BY 1, URL ORDER BY c DESC LIMIT 10;",
+"SELECT ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3, COUNT(*) AS c FROM hits GROUP BY ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3 ORDER BY c DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND URL <> '' GROUP BY URL ORDER BY PageViews DESC LIMIT 10;",
+"SELECT Title, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND Title <> '' GROUP BY Title ORDER BY PageViews DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND IsLink <> 0 AND IsDownload = 0 GROUP BY URL ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;",
+"SELECT TraficSourceID, SearchEngineID, AdvEngineID, CASE WHEN (SearchEngineID = 0 AND AdvEngineID = 0) THEN Referer ELSE '' END AS Src, URL AS Dst, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 GROUP BY TraficSourceID, SearchEngineID, AdvEngineID, Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;",
+"SELECT URLHash, EventDate, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND TraficSourceID IN (-1, 6) AND RefererHash = 3594120000172545465 GROUP BY URLHash, EventDate ORDER BY PageViews DESC LIMIT 10 OFFSET 100;",
+"SELECT WindowClientWidth, WindowClientHeight, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND DontCountHits = 0 AND URLHash = 2868770270353813622 GROUP BY WindowClientWidth, WindowClientHeight ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;",
+"SELECT DATE_TRUNC('minute', EventTime) AS M, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-14' AND EventDate <= '2013-07-15' AND IsRefresh = 0 AND DontCountHits = 0 GROUP BY DATE_TRUNC('minute', EventTime) ORDER BY DATE_TRUNC('minute', EventTime) LIMIT 10 OFFSET 1000;",
+];
+
+const data = [
+{"system":"AlloyDB","date":"2023-11-25","machine":"16 vCPU 128GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"data_size":9941379875,"result":[[3.58975,3.57992,3.54662],[0.08625,0.0838,0.08574],[3.10807,2.97731,2.9985],[2.44647,2.36909,2.39708],[41.17192,39.8976,41.06776],[133.67873,131.0997,128.0839],[4.12758,4.0239,4.08013],[0.09695,0.09319,0.09563],[36.86525,35.32732,35.25588],[48.45764,47.93144,46.52182],[2.97389,2.89167,2.95393],[2.72543,2.63553,2.69429],[23.60888,23.60363,23.46187],[33.28765,32.03713,31.81454],[12.95648,12.47305,12.33908],[21.37397,21.35981,21.19967],[46.84838,46.70314,46.10616],[0.06719,0.06616,0.06635],[49.55343,49.13112,48.82092],[0.06027,0.05733,0.05961],[7.33196,7.22324,7.31305],[7.30749,7.03247,7.22055],[2.55208,2.53827,2.4771],[1.20815,1.16618,1.19975],[0.76076,0.73289,0.75499],[6.91366,6.74895,6.64693],[1.02818,1.0217,0.98556],[6.67123,6.46139,6.44516],[73.94566,71.68655,73.74145],[0.00645,0.00614,0.00639],[11.49935,11.35433,10.95156],[23.93414,23.63846,22.78162],[204.59582,195.91745,203.92405],[198.93847,190.58213,191.488],[197.07735,193.70621,190.22602],[21.8236,21.72214,21.08265],[0.5763,0.55371,0.57517],[0.15114,0.14738,0.14813],[0.10535,0.1045,0.10124],[61.08416,59.11649,60.05224],[0.15439,0.1529,0.15313],[0.10687,0.10602,0.10481],[0.06382,0.06367,0.06166]],"source":"alloydb/results/gcp.128GB_tuned.json"}
+,{"system":"AlloyDB","date":"2023-11-25","machine":"8 vCPU 64GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"load_time":1542.701,"data_size":9941379875,"result":[[0.04429,0.04555,0.04464],[0.05494,0.05795,0.0538],[5.52233,5.55348,5.53804],[0.18139,0.17172,0.17111],[38.25567,38.1576,38.5746],[132.30154,124.59854,129.70091],[0.1538,0.14888,0.1502],[0.0584,0.05693,0.0575],[48.85052,54.4561,47.63751],[58.38215,50.89242,53.64699],[4.42328,3.71359,3.7597],[5.6967,4.67211,4.48202],[32.4703,28.54384,37.19972],[36.8378,34.04776,34.80886],[33.21462,30.91896,30.53358],[41.69617,33.77339,36.76691],[43.20633,37.4131,37.30944],[25.46057,23.55137,23.50256],[83.6056,72.14608,72.80396],[0.03791,0.03714,0.03701],[1.84639,1.83773,1.82651],[1.84538,1.84679,1.83233],[2.80047,2.80394,2.79981],[1.84779,1.85333,2.09807],[0.24713,0.24938,0.24784],[0.242,0.24185,0.24887],[0.25738,0.25794,0.2578],[12.25023,13.87483,13.80917],[140.76758,137.80336,135.55751],[34.61802,32.68714,32.99748],[11.94978,10.60262,10.63637],[17.55175,15.42009,15.80226],[136.56734,132.20804,128.12384],[299.99693,299.39792,300.19667],[292.53741,294.08641,290.84805],[35.0318,35.99207,34.83464],[1.77379,1.77419,1.77291],[0.20839,0.20906,0.20819],[0.08119,0.08196,0.0806],[79.63974,79.52291,79.7422],[0.16732,0.16582,0.16672],[0.08804,0.08814,0.08854],[0.26845,0.27617,0.26581]],"source":"alloydb/results/gcp.64GB.json"}
+,{"system":"AlloyDB","date":"2023-11-25","machine":"8 vCPU 64GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"data_size":9941379875,"result":[[7.11048,6.81159,6.85428],[0.10712,0.10539,0.10201],[6.42161,6.42044,6.17124],[7.88847,7.65133,7.83937],[47.47492,46.46201,46.61368],[151.57497,151.01057,147.70801],[8.20814,8.05926,7.98462],[0.12629,0.12275,0.12579],[50.9117,50.11772,48.58087],[65.24977,62.63182,63.58147],[3.48446,3.46335,3.37196],[3.43708,3.35836,3.28975],[30.4466,29.72274,29.29321],[46.18427,44.27185,44.86855],[17.84287,17.05244,17.21619],[39.27104,39.05974,38.04304],[61.95329,60.63962,60.3608],[40.38744,39.67606,39.63239],[117.0918,113.77307,113.70085],[0.07113,0.0696,0.06804],[28.62813,28.23878,28.54505],[7.46989,7.29768,7.45564],[11.97918,11.49149,11.95816],[2.06128,2.0465,1.96989],[1.49499,1.42799,1.49289],[7.03996,6.81411,6.82069],[1.70064,1.6449,1.62148],[16.29584,15.77466,15.90961],[143.97222,143.47589,137.00654],[34.64727,33.73392,32.98713],[12.95055,12.88698,12.75863],[21.14254,20.3264,20.5585],[182.45645,182.13571,174.99374],[280.35455,280.26156,270.72378],[283.26785,280.28151,283.25794],[39.54823,38.02645,38.04996],[3.28297,3.1221,3.16658],[0.43624,0.4229,0.41784],[0.10995,0.10963,0.10946],[99.91317,96.76177,97.57349],[0.18159,0.17739,0.1768],[0.11189,0.11146,0.11141],[0.09493,0.09065,0.09334]],"source":"alloydb/results/gcp.64GB_tuned.json"}
+,{"system":"Athena (partitioned)","date":"2022-07-01","machine":"serverless","cluster_size":"serverless","comment":"","tags":["stateless","managed","Java","column-oriented"],"load_time":0,"data_size":13800000000,"result":[[2.777,3.275,2.925],[1.503,3.136,4.003],[4.544,3.833,3.64],[3.9,2.514,3.522],[3.46,2.186,3.244],[3.624,2.742,3.185],[2.21,1.984,3.123],[3.207,2.403,2.685],[2.936,2.014,3.869],[8.333,7.102,4.434],[7.401,4.697,3.155],[4.214,3.065,4.748],[6.207,4.213,2.576],[3.428,3.085,3.401],[2.92,3.3,3.278],[2.205,2.558,2.419],[4.641,3.888,2.155],[3.219,2.822,3.292],[3.23,3.579,4.31],[2.288,3.543,3.95],[3.032,2.859,2.807],[3.926,3.247,2.928],[4.477,4.048,4.392],[7.407,6.375,6.123],[2.611,2.872,2.827],[2.566,2.567,3.6],[3.673,3.733,2.925],[2.426,3.218,2.78],[5.125,3.778,4.25],[4.565,4.03,4.066],[3.628,3.219,2.953],[6.207,5.973,3.158],[4.339,5.601,4.234],[2.618,3.107,3.433],[4.661,2.79,2.846],[2.373,1.629,2.734],[2.721,2.15,1.962],[3.207,2.154,2.186],[2.453,2.477,3.217],[2.691,4.732,3.584],[2.589,2.613,3.231],[1.926,3.617,1.82],[1.506,2.404,2.343]],"source":"athena/results/partitioned.json"}
+,{"system":"Athena (single)","date":"2022-07-01","machine":"serverless","cluster_size":"serverless","comment":"","tags":["stateless","managed","Java","column-oriented"],"load_time":0,"data_size":13800000000,"result":[[2.268,1.327,2.137],[3.427,2.248,3.605],[3.254,2.548,2.316],[3.025,2.314,3.003],[2.264,2.876,4.213],[3.044,2.745,2.698],[2.732,2.199,2.659],[2.022,3.692,3.072],[2.746,2.477,2.785],[3.53,2.782,4.031],[2.709,2.047,2.853],[2.318,1.969,3.4],[2.635,1.935,2.707],[3.049,3.38,3.071],[3.661,2.387,2.476],[2.479,2.591,2.21],[3.093,3.698,4.351],[3.479,3.236,2.274],[4.36,2.97,3.457],[2.525,2.384,3.328],[3.34,3.174,3.409],[3.163,2.971,3.034],[2.999,3.539,2.906],[6.454,7.597,7.858],[2.754,1.951,2.645],[2.852,3.018,2.718],[2.513,2.678,2.417],[3.293,2.521,2.771],[4.392,3.863,3.981],[3.658,4.246,4.027],[3.028,3.87,2.337],[2.923,3.635,3.591],[3.142,4.105,3.15],[3.66,3.187,4.745],[2.652,2.695,2.742],[2.262,2.776,1.815],[1.881,2.212,2.053],[1.934,2.551,1.524],[2.069,2.26,1.805],[2.626,2.902,2.793],[1.791,2.082,2.481],[3.757,2.6,1.946],[2.608,1.994,3.967]],"source":"athena/results/single.json"}
+,{"system":"Aurora for MySQL","date":"2022-07-01","machine":"16acu","cluster_size":1,"comment":"Some queries cannot run due to ERROR 1114 (HY000) at line 1: The table '/rdsdbdata/tmp/#sqlaff_e5_0' is full","tags":["managed","C++","MySQL compatible","row-oriented"],"load_time":7687.318,"data_size":89614492631,"result":[[740.42,739.91,746.65],[828.2,835.67,832.87],[830.08,830.98,832.38],[829.88,832.83,830.87],[845.99,842.4,843.21],[869.51,870.69,869.75],[823.77,829.08,825.54],[827.74,832.87,829.25],[916.26,909.46,929.17],[946.49,939.27,932.32],[852.37,857.69,854.74],[857.99,864.05,825.14],[null,null,null],[863.37,860.2,865.62],[null,null,null],[891.84,895.28,893.68],[null,null,null],[null,null,null],[1420.12,1419.34,1445.08],[28.94,0.21,0.21],[917.64,917.56,916.92],[923.47,921.7,923.82],[919.95,918.37,920.17],[1002.19,1002.07,1001.2],[902.23,902.65,901.8],[901.17,900.02,898.3],[900.04,898.89,903.35],[901.78,902.71,901.28],[null,null,null],[1153.29,1154,1156.46],[862.57,863.35,859.69],[923.14,921.1,923.92],[1370.78,1401.72,1401.44],[1454.67,1455.55,1458.79],[1463.31,1466.75,1461.83],[941.03,944.07,937.23],[7.42,2.8,2.77],[2.57,2.52,2.59],[1.5,1.52,1.59],[3.62,3.57,3.61],[0.95,0.94,0.94],[0.9,0.92,0.91],[1.69,1.72,1.69]],"source":"aurora-mysql/results/16acu.json"}
+,{"system":"Aurora for PostgreSQL","date":"2022-07-01","machine":"16acu","cluster_size":1,"comment":"","tags":["managed","C","PostgreSQL compatible","row-oriented"],"load_time":2127,"data_size":52183852646,"result":[[12.8361,5.71812,5.8241],[61.2565,62.1402,63.7173],[68.0578,68.1218,67.609],[7.83207,5.90193,6.0461],[48.7194,48.0233,48.2198],[289.492,304.639,282.436],[6.30572,6.31857,6.21598],[53.644,53.8931,53.5307],[131.526,131.45,131.102],[137.724,136.921,137.758],[57.2079,56.2775,56.2152],[56.5349,56.2048,55.9569],[82.3897,82.8866,83.534],[97.0569,97.1392,96.4731],[85.6557,86.7783,86.2804],[49.4325,42.4309,42.5743],[111.537,114.59,111.807],[88.4322,89.3756,87.7899],[160.781,163.866,161.394],[1025.04,2.10165,2.10065],[106.741,56.2731,56.1535],[59.2681,59.5272,59.536],[58.6083,57.6054,57.3935],[54.8271,55.1397,56.3487],[54.718,52.469,53.271],[53.5387,53.1926,52.4008],[52.0042,51.9581,52.2453],[60.1317,59.9695,59.2187],[244.608,242.954,243.815],[91.8674,92.4165,91.5884],[63.7122,64.277,64.2783],[69.2596,68.9535,69.4508],[234.222,241.138,240.316],[488.169,462.257,460.466],[472.929,471.809,476.635],[103.664,116.131,103.467],[16.8124,3.34058,3.37782],[0.852414,0.832073,0.859857],[0.305464,0.31166,0.306694],[4.55625,4.54098,4.58501],[0.299746,0.297532,0.30334],[0.275732,0.279817,0.27766],[0.332107,0.324387,0.320099]],"source":"aurora-postgresql/results/16acu.json"}
+,{"system":"ByConity","date":"2023-06-21","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["C++","column-oriented","ClickHouse derivative"],"load_time":343.482,"data_size":14602455235,"result":[[0.003,0.003,0.003],[0.03,0.05,0.025],[0.137,0.049,0.048],[0.318,0.062,0.056],[0.564,0.479,0.475],[0.983,0.772,0.766],[0.054,0.044,0.036],[0.039,0.03,0.031],[0.717,0.6,0.611],[0.813,0.633,0.665],[0.348,0.238,0.234],[0.351,0.256,0.277],[0.899,0.765,0.756],[1.447,1.139,1.07],[1.07,0.867,0.861],[0.976,0.917,0.882],[2.614,2.385,2.425],[1.801,1.622,1.591],[4.729,4.366,4.437],[0.218,0.136,0.106],[8.703,0.786,0.722],[9.845,0.799,0.813],[18.827,1.709,1.682],[56.739,5.832,4.243],[1.777,0.267,0.27],[0.395,0.205,0.229],[1.776,0.244,0.263],[8.509,0.718,0.707],[11.414,10.222,10.292],[2.118,2.104,2.115],[1.413,0.624,0.614],[4.403,0.765,0.77],[5.21,4.964,4.947],[9.678,3.707,3.651],[9.684,3.661,3.712],[1.317,1.16,1.199],[0.22,0.152,0.101],[0.084,0.061,0.041],[0.08,0.035,0.053],[0.246,0.169,0.17],[0.083,0.025,0.034],[0.036,0.027,0.028],[0.054,0.047,0.019]],"source":"byconity/results/c6a.4xlarge.json"}
+,{"system":"ByteHouse","date":"2022-07-27","machine":"L","tags":["managed","column-oriented","ClickHouse derivative","C++"],"load_time":745,"data_size":27190000000,"result":[[0.239865,0.0870234,0.222015],[0.182402,0.105131,0.131712],[0.200164,0.13875,0.121221],[0.38027,0.140809,0.106769],[0.345668,0.315182,0.3484],[0.499999,0.346608,0.376732],[0.163644,0.199362,0.104804],[0.135081,0.121857,0.132218],[0.498781,0.443817,0.451166],[0.925841,0.931702,0.938799],[0.208082,0.138678,0.154934],[0.1849,0.166067,0.189213],[0.375623,0.440097,0.408131],[2.876857214,2.879602691,2.856211343],[0.514966,0.481675,0.525073],[0.379692,0.403246,0.409433],[1.07893968,0.981566,0.998549],[0.970913,0.991069,1.019743901],[2.32956516,2.028961393,2.058936806],[0.121056,0.0874094,0.117498],[1.242306022,0.409433,0.381256],[0.333268,0.362866,0.368105],[0.724634,0.616216,0.609811],[8.372272024,1.940810909,1.919313531],[0.215081,0.16656,0.183373],[0.159827,0.173928,0.160971],[0.173209,0.217374,0.178429],[0.364914,0.392851,0.392753],[3.258063215,3.055232843,3.158432938],[0.969086,0.944354,1.001753137],[0.33521,0.344545,0.435078],[0.563083,0.597303,0.54695],[2.824918949,2.784792896,2.773636287],[2.04203589,1.985002429,1.96329676],[1.972932613,1.905925254,2.000995567],[0.660906,0.638376,0.638797],[0.273916,0.291013,0.275462],[0.197361,0.204497,0.245296],[0.158102,0.190007,0.220325],[0.420387,0.410065,0.391049],[0.185806,0.152663,0.138554],[0.302098,0.146736,0.132355],[0.153148,0.138142,0.140028]],"source":"bytehouse/results/l.json"}
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+,{"system":"Umbra","date":"2024-02-05","machine":"c6a.metal, 500gb gp2","cluster_size":1,"tags":["C++","column-oriented","PostgreSQL compatible"],"load_time":224.253,"data_size":37985071698,"result":[[0.664962,0.014879,0.013896],[0.86897,0.014264,0.014216],[1.39741,0.019753,0.019888],[1.76497,0.022482,0.022356],[1.80665,0.067752,0.081],[3.30264,0.133111,0.156861],[0.785534,0.0208,0.022284],[0.870046,0.015516,0.016097],[2.66753,0.14137,0.15998],[4.51368,0.689448,0.726916],[2.19478,0.053639,0.059179],[2.57461,0.043306,0.045997],[3.30665,0.164523,0.175388],[4.92596,0.234748,0.273746],[3.70171,0.147932,0.182008],[1.851,0.094632,0.113691],[4.93327,0.243824,0.270263],[4.87596,0.226228,0.210788],[8.02335,0.306983,0.333771],[1.7747,0.017516,0.018097],[19.9175,0.097303,0.081085],[22.3949,0.049008,0.049755],[37.544,0.080033,0.08298],[127.193,0.237656,0.249893],[5.70401,0.02041,0.02158],[2.93367,0.020734,0.021048],[6.12096,0.034546,0.038698],[19.8159,0.110082,0.107088],[14.2241,0.336072,0.36425],[0.663126,0.019808,0.019036],[5.58319,0.082806,0.083288],[8.2146,0.106136,0.093486],[5.46498,0.342316,0.345279],[19.5496,0.631508,0.862308],[19.0042,0.849141,0.840496],[0.303872,0.119839,0.087051],[20.4269,0.029673,0.027629],[14.2258,0.02278,0.019946],[7.9593,0.012017,0.013362],[35.6343,0.039568,0.037401],[2.49159,0.014061,0.013447],[2.00332,0.012786,0.011437],[3.64226,0.016922,0.017801]],"source":"umbra/results/c6a.metal.json"}
+]; // end of data
+<!DOCTYPE html>
+<html>
+<head>
+    <meta charset="UTF-8">
+    <title>ClickBench — a Benchmark For Analytical DBMS</title>
+
+    <link rel="preconnect" href="https://fonts.googleapis.com">
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+    <style>
+        :root {
+            --color: black;
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+            --nothing-selected-color: #CCC;
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+        [data-theme="dark"] {
+            --color: #CCC;
+            --title-color: white;
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+
+            --link-color: #8CF;
+            --link-hover-color: #FFF;
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+            --selector-text-color: white;
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+            --selector-hover-background-color: white;
+
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+            --highlight-color: #064663;
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+
+            --tooltip-text-color: white;
+            --tooltip-background-color: #444;
+
+            --nothing-selected-color: #666;
+            --shadow-color: black;
+        }
+
+        html, body {
+            color: var(--color);
+            background-color: var(--background-color);
+            width: 100%;
+            height: 100%;
+            margin: 0;
+            overflow: auto;
+            box-sizing: border-box;
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+        h1 {
+            color: var(--title-color);
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+        .selectors-container {
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+        }
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+        .selectors-container th {
+            text-align: left;
+            vertical-align: top;
+            white-space: nowrap;
+            padding-top: 0.5rem;
+            padding-right: 1rem;
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+        .selector {
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+            font-size: 200%;
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+        #toggle-dark:hover, #toggle-light:hover {
+            display: inline-block;
+            transform: translate(1px, 1px);
+            filter: brightness(125%);
+        }
+    </style>
+    <script type="text/javascript">
+
+const queries = [
+"SELECT COUNT(*) FROM hits;",
+"SELECT COUNT(*) FROM hits WHERE AdvEngineID <> 0;",
+"SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM hits;",
+"SELECT AVG(UserID) FROM hits;",
+"SELECT COUNT(DISTINCT UserID) FROM hits;",
+"SELECT COUNT(DISTINCT SearchPhrase) FROM hits;",
+"SELECT MIN(EventDate), MAX(EventDate) FROM hits;",
+"SELECT AdvEngineID, COUNT(*) FROM hits WHERE AdvEngineID <> 0 GROUP BY AdvEngineID ORDER BY COUNT(*) DESC;",
+"SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM hits GROUP BY RegionID ORDER BY u DESC LIMIT 10;",
+"SELECT RegionID, SUM(AdvEngineID), COUNT(*) AS c, AVG(ResolutionWidth), COUNT(DISTINCT UserID) FROM hits GROUP BY RegionID ORDER BY c DESC LIMIT 10;",
+"SELECT MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhoneModel ORDER BY u DESC LIMIT 10;",
+"SELECT MobilePhone, MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhone, MobilePhoneModel ORDER BY u DESC LIMIT 10;",
+"SELECT SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT SearchPhrase, COUNT(DISTINCT UserID) AS u FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY u DESC LIMIT 10;",
+"SELECT SearchEngineID, SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT UserID, COUNT(*) FROM hits GROUP BY UserID ORDER BY COUNT(*) DESC LIMIT 10;",
+"SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;",
+"SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase LIMIT 10;",
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+"SELECT UserID FROM hits WHERE UserID = 435090932899640449;",
+"SELECT COUNT(*) FROM hits WHERE URL LIKE '%google%';",
+"SELECT SearchPhrase, MIN(URL), COUNT(*) AS c FROM hits WHERE URL LIKE '%google%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT SearchPhrase, MIN(URL), MIN(Title), COUNT(*) AS c, COUNT(DISTINCT UserID) FROM hits WHERE Title LIKE '%Google%' AND URL NOT LIKE '%.google.%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT * FROM hits WHERE URL LIKE '%google%' ORDER BY EventTime LIMIT 10;",
+"SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime LIMIT 10;",
+"SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY SearchPhrase LIMIT 10;",
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+"SELECT REGEXP_REPLACE(Referer, '^https?://(?:www\\.)?([^/]+)/.*$', '\\1') AS k, AVG(length(Referer)) AS l, COUNT(*) AS c, MIN(Referer) FROM hits WHERE Referer <> '' GROUP BY k HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;",
+"SELECT SUM(ResolutionWidth), SUM(ResolutionWidth + 1), SUM(ResolutionWidth + 2), SUM(ResolutionWidth + 3), ..., SUM(ResolutionWidth + 89) FROM hits;",
+"SELECT SearchEngineID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS c FROM hits GROUP BY URL ORDER BY c DESC LIMIT 10;",
+"SELECT 1, URL, COUNT(*) AS c FROM hits GROUP BY 1, URL ORDER BY c DESC LIMIT 10;",
+"SELECT ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3, COUNT(*) AS c FROM hits GROUP BY ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3 ORDER BY c DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND URL <> '' GROUP BY URL ORDER BY PageViews DESC LIMIT 10;",
+"SELECT Title, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND Title <> '' GROUP BY Title ORDER BY PageViews DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND IsLink <> 0 AND IsDownload = 0 GROUP BY URL ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;",
+"SELECT TraficSourceID, SearchEngineID, AdvEngineID, CASE WHEN (SearchEngineID = 0 AND AdvEngineID = 0) THEN Referer ELSE '' END AS Src, URL AS Dst, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 GROUP BY TraficSourceID, SearchEngineID, AdvEngineID, Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;",
+"SELECT URLHash, EventDate, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND TraficSourceID IN (-1, 6) AND RefererHash = 3594120000172545465 GROUP BY URLHash, EventDate ORDER BY PageViews DESC LIMIT 10 OFFSET 100;",
+"SELECT WindowClientWidth, WindowClientHeight, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND DontCountHits = 0 AND URLHash = 2868770270353813622 GROUP BY WindowClientWidth, WindowClientHeight ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;",
+"SELECT DATE_TRUNC('minute', EventTime) AS M, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-14' AND EventDate <= '2013-07-15' AND IsRefresh = 0 AND DontCountHits = 0 GROUP BY DATE_TRUNC('minute', EventTime) ORDER BY DATE_TRUNC('minute', EventTime) LIMIT 10 OFFSET 1000;",
+];
+
+const data = [
+{"system":"AlloyDB","date":"2023-11-25","machine":"16 vCPU 128GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"data_size":9941379875,"result":[[3.58975,3.57992,3.54662],[0.08625,0.0838,0.08574],[3.10807,2.97731,2.9985],[2.44647,2.36909,2.39708],[41.17192,39.8976,41.06776],[133.67873,131.0997,128.0839],[4.12758,4.0239,4.08013],[0.09695,0.09319,0.09563],[36.86525,35.32732,35.25588],[48.45764,47.93144,46.52182],[2.97389,2.89167,2.95393],[2.72543,2.63553,2.69429],[23.60888,23.60363,23.46187],[33.28765,32.03713,31.81454],[12.95648,12.47305,12.33908],[21.37397,21.35981,21.19967],[46.84838,46.70314,46.10616],[0.06719,0.06616,0.06635],[49.55343,49.13112,48.82092],[0.06027,0.05733,0.05961],[7.33196,7.22324,7.31305],[7.30749,7.03247,7.22055],[2.55208,2.53827,2.4771],[1.20815,1.16618,1.19975],[0.76076,0.73289,0.75499],[6.91366,6.74895,6.64693],[1.02818,1.0217,0.98556],[6.67123,6.46139,6.44516],[73.94566,71.68655,73.74145],[0.00645,0.00614,0.00639],[11.49935,11.35433,10.95156],[23.93414,23.63846,22.78162],[204.59582,195.91745,203.92405],[198.93847,190.58213,191.488],[197.07735,193.70621,190.22602],[21.8236,21.72214,21.08265],[0.5763,0.55371,0.57517],[0.15114,0.14738,0.14813],[0.10535,0.1045,0.10124],[61.08416,59.11649,60.05224],[0.15439,0.1529,0.15313],[0.10687,0.10602,0.10481],[0.06382,0.06367,0.06166]],"source":"alloydb/results/gcp.128GB_tuned.json"}
+,{"system":"AlloyDB","date":"2023-11-25","machine":"8 vCPU 64GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"load_time":1542.701,"data_size":9941379875,"result":[[0.04429,0.04555,0.04464],[0.05494,0.05795,0.0538],[5.52233,5.55348,5.53804],[0.18139,0.17172,0.17111],[38.25567,38.1576,38.5746],[132.30154,124.59854,129.70091],[0.1538,0.14888,0.1502],[0.0584,0.05693,0.0575],[48.85052,54.4561,47.63751],[58.38215,50.89242,53.64699],[4.42328,3.71359,3.7597],[5.6967,4.67211,4.48202],[32.4703,28.54384,37.19972],[36.8378,34.04776,34.80886],[33.21462,30.91896,30.53358],[41.69617,33.77339,36.76691],[43.20633,37.4131,37.30944],[25.46057,23.55137,23.50256],[83.6056,72.14608,72.80396],[0.03791,0.03714,0.03701],[1.84639,1.83773,1.82651],[1.84538,1.84679,1.83233],[2.80047,2.80394,2.79981],[1.84779,1.85333,2.09807],[0.24713,0.24938,0.24784],[0.242,0.24185,0.24887],[0.25738,0.25794,0.2578],[12.25023,13.87483,13.80917],[140.76758,137.80336,135.55751],[34.61802,32.68714,32.99748],[11.94978,10.60262,10.63637],[17.55175,15.42009,15.80226],[136.56734,132.20804,128.12384],[299.99693,299.39792,300.19667],[292.53741,294.08641,290.84805],[35.0318,35.99207,34.83464],[1.77379,1.77419,1.77291],[0.20839,0.20906,0.20819],[0.08119,0.08196,0.0806],[79.63974,79.52291,79.7422],[0.16732,0.16582,0.16672],[0.08804,0.08814,0.08854],[0.26845,0.27617,0.26581]],"source":"alloydb/results/gcp.64GB.json"}
+,{"system":"AlloyDB","date":"2023-11-25","machine":"8 vCPU 64GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"data_size":9941379875,"result":[[7.11048,6.81159,6.85428],[0.10712,0.10539,0.10201],[6.42161,6.42044,6.17124],[7.88847,7.65133,7.83937],[47.47492,46.46201,46.61368],[151.57497,151.01057,147.70801],[8.20814,8.05926,7.98462],[0.12629,0.12275,0.12579],[50.9117,50.11772,48.58087],[65.24977,62.63182,63.58147],[3.48446,3.46335,3.37196],[3.43708,3.35836,3.28975],[30.4466,29.72274,29.29321],[46.18427,44.27185,44.86855],[17.84287,17.05244,17.21619],[39.27104,39.05974,38.04304],[61.95329,60.63962,60.3608],[40.38744,39.67606,39.63239],[117.0918,113.77307,113.70085],[0.07113,0.0696,0.06804],[28.62813,28.23878,28.54505],[7.46989,7.29768,7.45564],[11.97918,11.49149,11.95816],[2.06128,2.0465,1.96989],[1.49499,1.42799,1.49289],[7.03996,6.81411,6.82069],[1.70064,1.6449,1.62148],[16.29584,15.77466,15.90961],[143.97222,143.47589,137.00654],[34.64727,33.73392,32.98713],[12.95055,12.88698,12.75863],[21.14254,20.3264,20.5585],[182.45645,182.13571,174.99374],[280.35455,280.26156,270.72378],[283.26785,280.28151,283.25794],[39.54823,38.02645,38.04996],[3.28297,3.1221,3.16658],[0.43624,0.4229,0.41784],[0.10995,0.10963,0.10946],[99.91317,96.76177,97.57349],[0.18159,0.17739,0.1768],[0.11189,0.11146,0.11141],[0.09493,0.09065,0.09334]],"source":"alloydb/results/gcp.64GB_tuned.json"}
+,{"system":"Athena (partitioned)","date":"2022-07-01","machine":"serverless","cluster_size":"serverless","comment":"","tags":["stateless","managed","Java","column-oriented"],"load_time":0,"data_size":13800000000,"result":[[2.777,3.275,2.925],[1.503,3.136,4.003],[4.544,3.833,3.64],[3.9,2.514,3.522],[3.46,2.186,3.244],[3.624,2.742,3.185],[2.21,1.984,3.123],[3.207,2.403,2.685],[2.936,2.014,3.869],[8.333,7.102,4.434],[7.401,4.697,3.155],[4.214,3.065,4.748],[6.207,4.213,2.576],[3.428,3.085,3.401],[2.92,3.3,3.278],[2.205,2.558,2.419],[4.641,3.888,2.155],[3.219,2.822,3.292],[3.23,3.579,4.31],[2.288,3.543,3.95],[3.032,2.859,2.807],[3.926,3.247,2.928],[4.477,4.048,4.392],[7.407,6.375,6.123],[2.611,2.872,2.827],[2.566,2.567,3.6],[3.673,3.733,2.925],[2.426,3.218,2.78],[5.125,3.778,4.25],[4.565,4.03,4.066],[3.628,3.219,2.953],[6.207,5.973,3.158],[4.339,5.601,4.234],[2.618,3.107,3.433],[4.661,2.79,2.846],[2.373,1.629,2.734],[2.721,2.15,1.962],[3.207,2.154,2.186],[2.453,2.477,3.217],[2.691,4.732,3.584],[2.589,2.613,3.231],[1.926,3.617,1.82],[1.506,2.404,2.343]],"source":"athena/results/partitioned.json"}
+,{"system":"Athena (single)","date":"2022-07-01","machine":"serverless","cluster_size":"serverless","comment":"","tags":["stateless","managed","Java","column-oriented"],"load_time":0,"data_size":13800000000,"result":[[2.268,1.327,2.137],[3.427,2.248,3.605],[3.254,2.548,2.316],[3.025,2.314,3.003],[2.264,2.876,4.213],[3.044,2.745,2.698],[2.732,2.199,2.659],[2.022,3.692,3.072],[2.746,2.477,2.785],[3.53,2.782,4.031],[2.709,2.047,2.853],[2.318,1.969,3.4],[2.635,1.935,2.707],[3.049,3.38,3.071],[3.661,2.387,2.476],[2.479,2.591,2.21],[3.093,3.698,4.351],[3.479,3.236,2.274],[4.36,2.97,3.457],[2.525,2.384,3.328],[3.34,3.174,3.409],[3.163,2.971,3.034],[2.999,3.539,2.906],[6.454,7.597,7.858],[2.754,1.951,2.645],[2.852,3.018,2.718],[2.513,2.678,2.417],[3.293,2.521,2.771],[4.392,3.863,3.981],[3.658,4.246,4.027],[3.028,3.87,2.337],[2.923,3.635,3.591],[3.142,4.105,3.15],[3.66,3.187,4.745],[2.652,2.695,2.742],[2.262,2.776,1.815],[1.881,2.212,2.053],[1.934,2.551,1.524],[2.069,2.26,1.805],[2.626,2.902,2.793],[1.791,2.082,2.481],[3.757,2.6,1.946],[2.608,1.994,3.967]],"source":"athena/results/single.json"}
+,{"system":"Aurora for MySQL","date":"2022-07-01","machine":"16acu","cluster_size":1,"comment":"Some queries cannot run due to ERROR 1114 (HY000) at line 1: The table '/rdsdbdata/tmp/#sqlaff_e5_0' is full","tags":["managed","C++","MySQL compatible","row-oriented"],"load_time":7687.318,"data_size":89614492631,"result":[[740.42,739.91,746.65],[828.2,835.67,832.87],[830.08,830.98,832.38],[829.88,832.83,830.87],[845.99,842.4,843.21],[869.51,870.69,869.75],[823.77,829.08,825.54],[827.74,832.87,829.25],[916.26,909.46,929.17],[946.49,939.27,932.32],[852.37,857.69,854.74],[857.99,864.05,825.14],[null,null,null],[863.37,860.2,865.62],[null,null,null],[891.84,895.28,893.68],[null,null,null],[null,null,null],[1420.12,1419.34,1445.08],[28.94,0.21,0.21],[917.64,917.56,916.92],[923.47,921.7,923.82],[919.95,918.37,920.17],[1002.19,1002.07,1001.2],[902.23,902.65,901.8],[901.17,900.02,898.3],[900.04,898.89,903.35],[901.78,902.71,901.28],[null,null,null],[1153.29,1154,1156.46],[862.57,863.35,859.69],[923.14,921.1,923.92],[1370.78,1401.72,1401.44],[1454.67,1455.55,1458.79],[1463.31,1466.75,1461.83],[941.03,944.07,937.23],[7.42,2.8,2.77],[2.57,2.52,2.59],[1.5,1.52,1.59],[3.62,3.57,3.61],[0.95,0.94,0.94],[0.9,0.92,0.91],[1.69,1.72,1.69]],"source":"aurora-mysql/results/16acu.json"}
+,{"system":"Aurora for PostgreSQL","date":"2022-07-01","machine":"16acu","cluster_size":1,"comment":"","tags":["managed","C","PostgreSQL compatible","row-oriented"],"load_time":2127,"data_size":52183852646,"result":[[12.8361,5.71812,5.8241],[61.2565,62.1402,63.7173],[68.0578,68.1218,67.609],[7.83207,5.90193,6.0461],[48.7194,48.0233,48.2198],[289.492,304.639,282.436],[6.30572,6.31857,6.21598],[53.644,53.8931,53.5307],[131.526,131.45,131.102],[137.724,136.921,137.758],[57.2079,56.2775,56.2152],[56.5349,56.2048,55.9569],[82.3897,82.8866,83.534],[97.0569,97.1392,96.4731],[85.6557,86.7783,86.2804],[49.4325,42.4309,42.5743],[111.537,114.59,111.807],[88.4322,89.3756,87.7899],[160.781,163.866,161.394],[1025.04,2.10165,2.10065],[106.741,56.2731,56.1535],[59.2681,59.5272,59.536],[58.6083,57.6054,57.3935],[54.8271,55.1397,56.3487],[54.718,52.469,53.271],[53.5387,53.1926,52.4008],[52.0042,51.9581,52.2453],[60.1317,59.9695,59.2187],[244.608,242.954,243.815],[91.8674,92.4165,91.5884],[63.7122,64.277,64.2783],[69.2596,68.9535,69.4508],[234.222,241.138,240.316],[488.169,462.257,460.466],[472.929,471.809,476.635],[103.664,116.131,103.467],[16.8124,3.34058,3.37782],[0.852414,0.832073,0.859857],[0.305464,0.31166,0.306694],[4.55625,4.54098,4.58501],[0.299746,0.297532,0.30334],[0.275732,0.279817,0.27766],[0.332107,0.324387,0.320099]],"source":"aurora-postgresql/results/16acu.json"}
+,{"system":"ByConity","date":"2023-06-21","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["C++","column-oriented","ClickHouse derivative"],"load_time":343.482,"data_size":14602455235,"result":[[0.003,0.003,0.003],[0.03,0.05,0.025],[0.137,0.049,0.048],[0.318,0.062,0.056],[0.564,0.479,0.475],[0.983,0.772,0.766],[0.054,0.044,0.036],[0.039,0.03,0.031],[0.717,0.6,0.611],[0.813,0.633,0.665],[0.348,0.238,0.234],[0.351,0.256,0.277],[0.899,0.765,0.756],[1.447,1.139,1.07],[1.07,0.867,0.861],[0.976,0.917,0.882],[2.614,2.385,2.425],[1.801,1.622,1.591],[4.729,4.366,4.437],[0.218,0.136,0.106],[8.703,0.786,0.722],[9.845,0.799,0.813],[18.827,1.709,1.682],[56.739,5.832,4.243],[1.777,0.267,0.27],[0.395,0.205,0.229],[1.776,0.244,0.263],[8.509,0.718,0.707],[11.414,10.222,10.292],[2.118,2.104,2.115],[1.413,0.624,0.614],[4.403,0.765,0.77],[5.21,4.964,4.947],[9.678,3.707,3.651],[9.684,3.661,3.712],[1.317,1.16,1.199],[0.22,0.152,0.101],[0.084,0.061,0.041],[0.08,0.035,0.053],[0.246,0.169,0.17],[0.083,0.025,0.034],[0.036,0.027,0.028],[0.054,0.047,0.019]],"source":"byconity/results/c6a.4xlarge.json"}
+,{"system":"ByteHouse","date":"2022-07-27","machine":"L","tags":["managed","column-oriented","ClickHouse derivative","C++"],"load_time":745,"data_size":27190000000,"result":[[0.239865,0.0870234,0.222015],[0.182402,0.105131,0.131712],[0.200164,0.13875,0.121221],[0.38027,0.140809,0.106769],[0.345668,0.315182,0.3484],[0.499999,0.346608,0.376732],[0.163644,0.199362,0.104804],[0.135081,0.121857,0.132218],[0.498781,0.443817,0.451166],[0.925841,0.931702,0.938799],[0.208082,0.138678,0.154934],[0.1849,0.166067,0.189213],[0.375623,0.440097,0.408131],[2.876857214,2.879602691,2.856211343],[0.514966,0.481675,0.525073],[0.379692,0.403246,0.409433],[1.07893968,0.981566,0.998549],[0.970913,0.991069,1.019743901],[2.32956516,2.028961393,2.058936806],[0.121056,0.0874094,0.117498],[1.242306022,0.409433,0.381256],[0.333268,0.362866,0.368105],[0.724634,0.616216,0.609811],[8.372272024,1.940810909,1.919313531],[0.215081,0.16656,0.183373],[0.159827,0.173928,0.160971],[0.173209,0.217374,0.178429],[0.364914,0.392851,0.392753],[3.258063215,3.055232843,3.158432938],[0.969086,0.944354,1.001753137],[0.33521,0.344545,0.435078],[0.563083,0.597303,0.54695],[2.824918949,2.784792896,2.773636287],[2.04203589,1.985002429,1.96329676],[1.972932613,1.905925254,2.000995567],[0.660906,0.638376,0.638797],[0.273916,0.291013,0.275462],[0.197361,0.204497,0.245296],[0.158102,0.190007,0.220325],[0.420387,0.410065,0.391049],[0.185806,0.152663,0.138554],[0.302098,0.146736,0.132355],[0.153148,0.138142,0.140028]],"source":"bytehouse/results/l.json"}
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+,{"system":"Umbra","date":"2024-02-05","machine":"c6a.metal, 500gb gp2","cluster_size":1,"tags":["C++","column-oriented","PostgreSQL compatible"],"load_time":224.253,"data_size":37985071698,"result":[[0.664962,0.014879,0.013896],[0.86897,0.014264,0.014216],[1.39741,0.019753,0.019888],[1.76497,0.022482,0.022356],[1.80665,0.067752,0.081],[3.30264,0.133111,0.156861],[0.785534,0.0208,0.022284],[0.870046,0.015516,0.016097],[2.66753,0.14137,0.15998],[4.51368,0.689448,0.726916],[2.19478,0.053639,0.059179],[2.57461,0.043306,0.045997],[3.30665,0.164523,0.175388],[4.92596,0.234748,0.273746],[3.70171,0.147932,0.182008],[1.851,0.094632,0.113691],[4.93327,0.243824,0.270263],[4.87596,0.226228,0.210788],[8.02335,0.306983,0.333771],[1.7747,0.017516,0.018097],[19.9175,0.097303,0.081085],[22.3949,0.049008,0.049755],[37.544,0.080033,0.08298],[127.193,0.237656,0.249893],[5.70401,0.02041,0.02158],[2.93367,0.020734,0.021048],[6.12096,0.034546,0.038698],[19.8159,0.110082,0.107088],[14.2241,0.336072,0.36425],[0.663126,0.019808,0.019036],[5.58319,0.082806,0.083288],[8.2146,0.106136,0.093486],[5.46498,0.342316,0.345279],[19.5496,0.631508,0.862308],[19.0042,0.849141,0.840496],[0.303872,0.119839,0.087051],[20.4269,0.029673,0.027629],[14.2258,0.02278,0.019946],[7.9593,0.012017,0.013362],[35.6343,0.039568,0.037401],[2.49159,0.014061,0.013447],[2.00332,0.012786,0.011437],[3.64226,0.016922,0.017801]],"source":"umbra/results/c6a.metal.json"}
+]; // end of data
+<!DOCTYPE html>
+<html>
+<head>
+    <meta charset="UTF-8">
+    <title>ClickBench — a Benchmark For Analytical DBMS</title>
+
+    <link rel="preconnect" href="https://fonts.googleapis.com">
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+    <style>
+        :root {
+            --color: black;
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+            --nothing-selected-color: #CCC;
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+        [data-theme="dark"] {
+            --color: #CCC;
+            --title-color: white;
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+
+            --link-color: #8CF;
+            --link-hover-color: #FFF;
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+            --selector-text-color: white;
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+            --selector-hover-background-color: white;
+
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+            --highlight-color: #064663;
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+
+            --tooltip-text-color: white;
+            --tooltip-background-color: #444;
+
+            --nothing-selected-color: #666;
+            --shadow-color: black;
+        }
+
+        html, body {
+            color: var(--color);
+            background-color: var(--background-color);
+            width: 100%;
+            height: 100%;
+            margin: 0;
+            overflow: auto;
+            box-sizing: border-box;
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+        h1 {
+            color: var(--title-color);
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+        .selectors-container {
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+        }
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+        .selectors-container th {
+            text-align: left;
+            vertical-align: top;
+            white-space: nowrap;
+            padding-top: 0.5rem;
+            padding-right: 1rem;
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+        .selector {
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+            font-size: 200%;
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+        #toggle-dark:hover, #toggle-light:hover {
+            display: inline-block;
+            transform: translate(1px, 1px);
+            filter: brightness(125%);
+        }
+    </style>
+    <script type="text/javascript">
+
+const queries = [
+"SELECT COUNT(*) FROM hits;",
+"SELECT COUNT(*) FROM hits WHERE AdvEngineID <> 0;",
+"SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM hits;",
+"SELECT AVG(UserID) FROM hits;",
+"SELECT COUNT(DISTINCT UserID) FROM hits;",
+"SELECT COUNT(DISTINCT SearchPhrase) FROM hits;",
+"SELECT MIN(EventDate), MAX(EventDate) FROM hits;",
+"SELECT AdvEngineID, COUNT(*) FROM hits WHERE AdvEngineID <> 0 GROUP BY AdvEngineID ORDER BY COUNT(*) DESC;",
+"SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM hits GROUP BY RegionID ORDER BY u DESC LIMIT 10;",
+"SELECT RegionID, SUM(AdvEngineID), COUNT(*) AS c, AVG(ResolutionWidth), COUNT(DISTINCT UserID) FROM hits GROUP BY RegionID ORDER BY c DESC LIMIT 10;",
+"SELECT MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhoneModel ORDER BY u DESC LIMIT 10;",
+"SELECT MobilePhone, MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhone, MobilePhoneModel ORDER BY u DESC LIMIT 10;",
+"SELECT SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT SearchPhrase, COUNT(DISTINCT UserID) AS u FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY u DESC LIMIT 10;",
+"SELECT SearchEngineID, SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT UserID, COUNT(*) FROM hits GROUP BY UserID ORDER BY COUNT(*) DESC LIMIT 10;",
+"SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;",
+"SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase LIMIT 10;",
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+"SELECT UserID FROM hits WHERE UserID = 435090932899640449;",
+"SELECT COUNT(*) FROM hits WHERE URL LIKE '%google%';",
+"SELECT SearchPhrase, MIN(URL), COUNT(*) AS c FROM hits WHERE URL LIKE '%google%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT SearchPhrase, MIN(URL), MIN(Title), COUNT(*) AS c, COUNT(DISTINCT UserID) FROM hits WHERE Title LIKE '%Google%' AND URL NOT LIKE '%.google.%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;",
+"SELECT * FROM hits WHERE URL LIKE '%google%' ORDER BY EventTime LIMIT 10;",
+"SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime LIMIT 10;",
+"SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY SearchPhrase LIMIT 10;",
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+"SELECT REGEXP_REPLACE(Referer, '^https?://(?:www\\.)?([^/]+)/.*$', '\\1') AS k, AVG(length(Referer)) AS l, COUNT(*) AS c, MIN(Referer) FROM hits WHERE Referer <> '' GROUP BY k HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;",
+"SELECT SUM(ResolutionWidth), SUM(ResolutionWidth + 1), SUM(ResolutionWidth + 2), SUM(ResolutionWidth + 3), ..., SUM(ResolutionWidth + 89) FROM hits;",
+"SELECT SearchEngineID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS c FROM hits GROUP BY URL ORDER BY c DESC LIMIT 10;",
+"SELECT 1, URL, COUNT(*) AS c FROM hits GROUP BY 1, URL ORDER BY c DESC LIMIT 10;",
+"SELECT ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3, COUNT(*) AS c FROM hits GROUP BY ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3 ORDER BY c DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND URL <> '' GROUP BY URL ORDER BY PageViews DESC LIMIT 10;",
+"SELECT Title, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND Title <> '' GROUP BY Title ORDER BY PageViews DESC LIMIT 10;",
+"SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND IsLink <> 0 AND IsDownload = 0 GROUP BY URL ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;",
+"SELECT TraficSourceID, SearchEngineID, AdvEngineID, CASE WHEN (SearchEngineID = 0 AND AdvEngineID = 0) THEN Referer ELSE '' END AS Src, URL AS Dst, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 GROUP BY TraficSourceID, SearchEngineID, AdvEngineID, Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;",
+"SELECT URLHash, EventDate, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND TraficSourceID IN (-1, 6) AND RefererHash = 3594120000172545465 GROUP BY URLHash, EventDate ORDER BY PageViews DESC LIMIT 10 OFFSET 100;",
+"SELECT WindowClientWidth, WindowClientHeight, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND DontCountHits = 0 AND URLHash = 2868770270353813622 GROUP BY WindowClientWidth, WindowClientHeight ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;",
+"SELECT DATE_TRUNC('minute', EventTime) AS M, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-14' AND EventDate <= '2013-07-15' AND IsRefresh = 0 AND DontCountHits = 0 GROUP BY DATE_TRUNC('minute', EventTime) ORDER BY DATE_TRUNC('minute', EventTime) LIMIT 10 OFFSET 1000;",
+];
+
+const data = [
+{"system":"AlloyDB","date":"2023-11-25","machine":"16 vCPU 128GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"data_size":9941379875,"result":[[3.58975,3.57992,3.54662],[0.08625,0.0838,0.08574],[3.10807,2.97731,2.9985],[2.44647,2.36909,2.39708],[41.17192,39.8976,41.06776],[133.67873,131.0997,128.0839],[4.12758,4.0239,4.08013],[0.09695,0.09319,0.09563],[36.86525,35.32732,35.25588],[48.45764,47.93144,46.52182],[2.97389,2.89167,2.95393],[2.72543,2.63553,2.69429],[23.60888,23.60363,23.46187],[33.28765,32.03713,31.81454],[12.95648,12.47305,12.33908],[21.37397,21.35981,21.19967],[46.84838,46.70314,46.10616],[0.06719,0.06616,0.06635],[49.55343,49.13112,48.82092],[0.06027,0.05733,0.05961],[7.33196,7.22324,7.31305],[7.30749,7.03247,7.22055],[2.55208,2.53827,2.4771],[1.20815,1.16618,1.19975],[0.76076,0.73289,0.75499],[6.91366,6.74895,6.64693],[1.02818,1.0217,0.98556],[6.67123,6.46139,6.44516],[73.94566,71.68655,73.74145],[0.00645,0.00614,0.00639],[11.49935,11.35433,10.95156],[23.93414,23.63846,22.78162],[204.59582,195.91745,203.92405],[198.93847,190.58213,191.488],[197.07735,193.70621,190.22602],[21.8236,21.72214,21.08265],[0.5763,0.55371,0.57517],[0.15114,0.14738,0.14813],[0.10535,0.1045,0.10124],[61.08416,59.11649,60.05224],[0.15439,0.1529,0.15313],[0.10687,0.10602,0.10481],[0.06382,0.06367,0.06166]],"source":"alloydb/results/gcp.128GB_tuned.json"}
+,{"system":"AlloyDB","date":"2023-11-25","machine":"8 vCPU 64GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"load_time":1542.701,"data_size":9941379875,"result":[[0.04429,0.04555,0.04464],[0.05494,0.05795,0.0538],[5.52233,5.55348,5.53804],[0.18139,0.17172,0.17111],[38.25567,38.1576,38.5746],[132.30154,124.59854,129.70091],[0.1538,0.14888,0.1502],[0.0584,0.05693,0.0575],[48.85052,54.4561,47.63751],[58.38215,50.89242,53.64699],[4.42328,3.71359,3.7597],[5.6967,4.67211,4.48202],[32.4703,28.54384,37.19972],[36.8378,34.04776,34.80886],[33.21462,30.91896,30.53358],[41.69617,33.77339,36.76691],[43.20633,37.4131,37.30944],[25.46057,23.55137,23.50256],[83.6056,72.14608,72.80396],[0.03791,0.03714,0.03701],[1.84639,1.83773,1.82651],[1.84538,1.84679,1.83233],[2.80047,2.80394,2.79981],[1.84779,1.85333,2.09807],[0.24713,0.24938,0.24784],[0.242,0.24185,0.24887],[0.25738,0.25794,0.2578],[12.25023,13.87483,13.80917],[140.76758,137.80336,135.55751],[34.61802,32.68714,32.99748],[11.94978,10.60262,10.63637],[17.55175,15.42009,15.80226],[136.56734,132.20804,128.12384],[299.99693,299.39792,300.19667],[292.53741,294.08641,290.84805],[35.0318,35.99207,34.83464],[1.77379,1.77419,1.77291],[0.20839,0.20906,0.20819],[0.08119,0.08196,0.0806],[79.63974,79.52291,79.7422],[0.16732,0.16582,0.16672],[0.08804,0.08814,0.08854],[0.26845,0.27617,0.26581]],"source":"alloydb/results/gcp.64GB.json"}
+,{"system":"AlloyDB","date":"2023-11-25","machine":"8 vCPU 64GB","cluster_size":"serverless","comment":"","tags":["C","column-oriented","PostgreSQL compatible","managed","gcp"],"data_size":9941379875,"result":[[7.11048,6.81159,6.85428],[0.10712,0.10539,0.10201],[6.42161,6.42044,6.17124],[7.88847,7.65133,7.83937],[47.47492,46.46201,46.61368],[151.57497,151.01057,147.70801],[8.20814,8.05926,7.98462],[0.12629,0.12275,0.12579],[50.9117,50.11772,48.58087],[65.24977,62.63182,63.58147],[3.48446,3.46335,3.37196],[3.43708,3.35836,3.28975],[30.4466,29.72274,29.29321],[46.18427,44.27185,44.86855],[17.84287,17.05244,17.21619],[39.27104,39.05974,38.04304],[61.95329,60.63962,60.3608],[40.38744,39.67606,39.63239],[117.0918,113.77307,113.70085],[0.07113,0.0696,0.06804],[28.62813,28.23878,28.54505],[7.46989,7.29768,7.45564],[11.97918,11.49149,11.95816],[2.06128,2.0465,1.96989],[1.49499,1.42799,1.49289],[7.03996,6.81411,6.82069],[1.70064,1.6449,1.62148],[16.29584,15.77466,15.90961],[143.97222,143.47589,137.00654],[34.64727,33.73392,32.98713],[12.95055,12.88698,12.75863],[21.14254,20.3264,20.5585],[182.45645,182.13571,174.99374],[280.35455,280.26156,270.72378],[283.26785,280.28151,283.25794],[39.54823,38.02645,38.04996],[3.28297,3.1221,3.16658],[0.43624,0.4229,0.41784],[0.10995,0.10963,0.10946],[99.91317,96.76177,97.57349],[0.18159,0.17739,0.1768],[0.11189,0.11146,0.11141],[0.09493,0.09065,0.09334]],"source":"alloydb/results/gcp.64GB_tuned.json"}
+,{"system":"Athena (partitioned)","date":"2022-07-01","machine":"serverless","cluster_size":"serverless","comment":"","tags":["stateless","managed","Java","column-oriented"],"load_time":0,"data_size":13800000000,"result":[[2.777,3.275,2.925],[1.503,3.136,4.003],[4.544,3.833,3.64],[3.9,2.514,3.522],[3.46,2.186,3.244],[3.624,2.742,3.185],[2.21,1.984,3.123],[3.207,2.403,2.685],[2.936,2.014,3.869],[8.333,7.102,4.434],[7.401,4.697,3.155],[4.214,3.065,4.748],[6.207,4.213,2.576],[3.428,3.085,3.401],[2.92,3.3,3.278],[2.205,2.558,2.419],[4.641,3.888,2.155],[3.219,2.822,3.292],[3.23,3.579,4.31],[2.288,3.543,3.95],[3.032,2.859,2.807],[3.926,3.247,2.928],[4.477,4.048,4.392],[7.407,6.375,6.123],[2.611,2.872,2.827],[2.566,2.567,3.6],[3.673,3.733,2.925],[2.426,3.218,2.78],[5.125,3.778,4.25],[4.565,4.03,4.066],[3.628,3.219,2.953],[6.207,5.973,3.158],[4.339,5.601,4.234],[2.618,3.107,3.433],[4.661,2.79,2.846],[2.373,1.629,2.734],[2.721,2.15,1.962],[3.207,2.154,2.186],[2.453,2.477,3.217],[2.691,4.732,3.584],[2.589,2.613,3.231],[1.926,3.617,1.82],[1.506,2.404,2.343]],"source":"athena/results/partitioned.json"}
+,{"system":"Athena (single)","date":"2022-07-01","machine":"serverless","cluster_size":"serverless","comment":"","tags":["stateless","managed","Java","column-oriented"],"load_time":0,"data_size":13800000000,"result":[[2.268,1.327,2.137],[3.427,2.248,3.605],[3.254,2.548,2.316],[3.025,2.314,3.003],[2.264,2.876,4.213],[3.044,2.745,2.698],[2.732,2.199,2.659],[2.022,3.692,3.072],[2.746,2.477,2.785],[3.53,2.782,4.031],[2.709,2.047,2.853],[2.318,1.969,3.4],[2.635,1.935,2.707],[3.049,3.38,3.071],[3.661,2.387,2.476],[2.479,2.591,2.21],[3.093,3.698,4.351],[3.479,3.236,2.274],[4.36,2.97,3.457],[2.525,2.384,3.328],[3.34,3.174,3.409],[3.163,2.971,3.034],[2.999,3.539,2.906],[6.454,7.597,7.858],[2.754,1.951,2.645],[2.852,3.018,2.718],[2.513,2.678,2.417],[3.293,2.521,2.771],[4.392,3.863,3.981],[3.658,4.246,4.027],[3.028,3.87,2.337],[2.923,3.635,3.591],[3.142,4.105,3.15],[3.66,3.187,4.745],[2.652,2.695,2.742],[2.262,2.776,1.815],[1.881,2.212,2.053],[1.934,2.551,1.524],[2.069,2.26,1.805],[2.626,2.902,2.793],[1.791,2.082,2.481],[3.757,2.6,1.946],[2.608,1.994,3.967]],"source":"athena/results/single.json"}
+,{"system":"Aurora for MySQL","date":"2022-07-01","machine":"16acu","cluster_size":1,"comment":"Some queries cannot run due to ERROR 1114 (HY000) at line 1: The table '/rdsdbdata/tmp/#sqlaff_e5_0' is full","tags":["managed","C++","MySQL compatible","row-oriented"],"load_time":7687.318,"data_size":89614492631,"result":[[740.42,739.91,746.65],[828.2,835.67,832.87],[830.08,830.98,832.38],[829.88,832.83,830.87],[845.99,842.4,843.21],[869.51,870.69,869.75],[823.77,829.08,825.54],[827.74,832.87,829.25],[916.26,909.46,929.17],[946.49,939.27,932.32],[852.37,857.69,854.74],[857.99,864.05,825.14],[null,null,null],[863.37,860.2,865.62],[null,null,null],[891.84,895.28,893.68],[null,null,null],[null,null,null],[1420.12,1419.34,1445.08],[28.94,0.21,0.21],[917.64,917.56,916.92],[923.47,921.7,923.82],[919.95,918.37,920.17],[1002.19,1002.07,1001.2],[902.23,902.65,901.8],[901.17,900.02,898.3],[900.04,898.89,903.35],[901.78,902.71,901.28],[null,null,null],[1153.29,1154,1156.46],[862.57,863.35,859.69],[923.14,921.1,923.92],[1370.78,1401.72,1401.44],[1454.67,1455.55,1458.79],[1463.31,1466.75,1461.83],[941.03,944.07,937.23],[7.42,2.8,2.77],[2.57,2.52,2.59],[1.5,1.52,1.59],[3.62,3.57,3.61],[0.95,0.94,0.94],[0.9,0.92,0.91],[1.69,1.72,1.69]],"source":"aurora-mysql/results/16acu.json"}
+,{"system":"Aurora for PostgreSQL","date":"2022-07-01","machine":"16acu","cluster_size":1,"comment":"","tags":["managed","C","PostgreSQL compatible","row-oriented"],"load_time":2127,"data_size":52183852646,"result":[[12.8361,5.71812,5.8241],[61.2565,62.1402,63.7173],[68.0578,68.1218,67.609],[7.83207,5.90193,6.0461],[48.7194,48.0233,48.2198],[289.492,304.639,282.436],[6.30572,6.31857,6.21598],[53.644,53.8931,53.5307],[131.526,131.45,131.102],[137.724,136.921,137.758],[57.2079,56.2775,56.2152],[56.5349,56.2048,55.9569],[82.3897,82.8866,83.534],[97.0569,97.1392,96.4731],[85.6557,86.7783,86.2804],[49.4325,42.4309,42.5743],[111.537,114.59,111.807],[88.4322,89.3756,87.7899],[160.781,163.866,161.394],[1025.04,2.10165,2.10065],[106.741,56.2731,56.1535],[59.2681,59.5272,59.536],[58.6083,57.6054,57.3935],[54.8271,55.1397,56.3487],[54.718,52.469,53.271],[53.5387,53.1926,52.4008],[52.0042,51.9581,52.2453],[60.1317,59.9695,59.2187],[244.608,242.954,243.815],[91.8674,92.4165,91.5884],[63.7122,64.277,64.2783],[69.2596,68.9535,69.4508],[234.222,241.138,240.316],[488.169,462.257,460.466],[472.929,471.809,476.635],[103.664,116.131,103.467],[16.8124,3.34058,3.37782],[0.852414,0.832073,0.859857],[0.305464,0.31166,0.306694],[4.55625,4.54098,4.58501],[0.299746,0.297532,0.30334],[0.275732,0.279817,0.27766],[0.332107,0.324387,0.320099]],"source":"aurora-postgresql/results/16acu.json"}
+,{"system":"ByConity","date":"2023-06-21","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["C++","column-oriented","ClickHouse derivative"],"load_time":343.482,"data_size":14602455235,"result":[[0.003,0.003,0.003],[0.03,0.05,0.025],[0.137,0.049,0.048],[0.318,0.062,0.056],[0.564,0.479,0.475],[0.983,0.772,0.766],[0.054,0.044,0.036],[0.039,0.03,0.031],[0.717,0.6,0.611],[0.813,0.633,0.665],[0.348,0.238,0.234],[0.351,0.256,0.277],[0.899,0.765,0.756],[1.447,1.139,1.07],[1.07,0.867,0.861],[0.976,0.917,0.882],[2.614,2.385,2.425],[1.801,1.622,1.591],[4.729,4.366,4.437],[0.218,0.136,0.106],[8.703,0.786,0.722],[9.845,0.799,0.813],[18.827,1.709,1.682],[56.739,5.832,4.243],[1.777,0.267,0.27],[0.395,0.205,0.229],[1.776,0.244,0.263],[8.509,0.718,0.707],[11.414,10.222,10.292],[2.118,2.104,2.115],[1.413,0.624,0.614],[4.403,0.765,0.77],[5.21,4.964,4.947],[9.678,3.707,3.651],[9.684,3.661,3.712],[1.317,1.16,1.199],[0.22,0.152,0.101],[0.084,0.061,0.041],[0.08,0.035,0.053],[0.246,0.169,0.17],[0.083,0.025,0.034],[0.036,0.027,0.028],[0.054,0.047,0.019]],"source":"byconity/results/c6a.4xlarge.json"}
+,{"system":"ByteHouse","date":"2022-07-27","machine":"L","tags":["managed","column-oriented","ClickHouse derivative","C++"],"load_time":745,"data_size":27190000000,"result":[[0.239865,0.0870234,0.222015],[0.182402,0.105131,0.131712],[0.200164,0.13875,0.121221],[0.38027,0.140809,0.106769],[0.345668,0.315182,0.3484],[0.499999,0.346608,0.376732],[0.163644,0.199362,0.104804],[0.135081,0.121857,0.132218],[0.498781,0.443817,0.451166],[0.925841,0.931702,0.938799],[0.208082,0.138678,0.154934],[0.1849,0.166067,0.189213],[0.375623,0.440097,0.408131],[2.876857214,2.879602691,2.856211343],[0.514966,0.481675,0.525073],[0.379692,0.403246,0.409433],[1.07893968,0.981566,0.998549],[0.970913,0.991069,1.019743901],[2.32956516,2.028961393,2.058936806],[0.121056,0.0874094,0.117498],[1.242306022,0.409433,0.381256],[0.333268,0.362866,0.368105],[0.724634,0.616216,0.609811],[8.372272024,1.940810909,1.919313531],[0.215081,0.16656,0.183373],[0.159827,0.173928,0.160971],[0.173209,0.217374,0.178429],[0.364914,0.392851,0.392753],[3.258063215,3.055232843,3.158432938],[0.969086,0.944354,1.001753137],[0.33521,0.344545,0.435078],[0.563083,0.597303,0.54695],[2.824918949,2.784792896,2.773636287],[2.04203589,1.985002429,1.96329676],[1.972932613,1.905925254,2.000995567],[0.660906,0.638376,0.638797],[0.273916,0.291013,0.275462],[0.197361,0.204497,0.245296],[0.158102,0.190007,0.220325],[0.420387,0.410065,0.391049],[0.185806,0.152663,0.138554],[0.302098,0.146736,0.132355],[0.153148,0.138142,0.140028]],"source":"bytehouse/results/l.json"}
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+,{"system":"Redshift","date":"2022-07-29","machine":"ra3.xlplus","cluster_size":4,"comment":"","tags":["managed","column-oriented"],"load_time":2103,"data_size":21060648960,"result":[[0.079613,0.033549,0.03409],[2.968579,0.063904,0.041282],[4.080153,0.13095,0.108882],[3.210337,0.34364,0.298495],[4.544852,0.631037,0.582424],[4.387295,1.084085,1.060912],[3.068245,0.108602,0.082147],[4.600868,0.045357,0.044651],[5.016095,0.9119,0.867873],[6.649061,2.367888,2.313359],[5.443231,0.309726,0.290368],[5.668514,0.333039,0.313292],[5.188214,1.085051,1.149722],[6.32409,1.961323,1.973299],[5.49248,1.14419,1.123103],[4.882748,0.733695,0.7748],[6.401272,2.257003,2.278818],[5.977724,2.511508,2.403787],[7.838491,3.47004,3.546783],[2.942119,0.094772,0.052837],[5.742532,2.535047,2.498187],[7.144539,2.607847,2.610038],[13.254883,6.773696,6.784579],[21.841477,11.673254,9.552525],[4.594945,0.474181,0.478285],[4.635551,0.494066,0.455041],[4.832767,0.474136,0.474433],[6.19406,2.059882,2.06739],[12.694282,7.745891,7.737045],[19.926847,1.349867,1.27298],[6.178553,0.845828,0.858791],[6.394659,1.080842,1.070668],[8.112381,3.869544,3.9868],[10.048186,5.276152,5.259864],[9.260186,5.163649,5.210499],[4.766534,0.646525,0.657038],[7.602645,1.880335,1.884086],[7.527802,2.172033,2.190131],[5.57036,0.229991,0.228068],[6.632048,0.286827,0.275382],[4.224273,0.103105,0.077275],[4.614709,0.102518,0.075337],[4.389546,0.052659,0.050885]],"source":"redshift/results/4x.ra3.xplus.json"}
+,{"system":"SelectDB","date":"2022-11-02","machine":"c5.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["C++","column-oriented","MySQL compatible"],"load_time":526,"data_size":17122903966,"result":[[0.03,0.04,0.02],[0.15,0.03,0.03],[0.13,0.05,0.05],[1.05,0.06,0.05],[0.34,0.28,0.27],[0.82,0.57,0.57],[0.01,0.02,0.02],[0.22,0.02,0.02],[0.56,0.46,0.45],[0.52,0.51,0.5],[0.4,0.11,0.12],[0.18,0.12,0.12],[0.54,0.5,0.49],[0.83,0.93,0.95],[0.74,0.89,0.72],[0.32,0.31,0.31],[1.08,1.08,1.09],[0.27,0.35,0.23],[2.18,2.04,1.98],[0.02,0.01,0.02],[10.74,1.3,1.31],[8.36,3.46,0.99],[12.21,1.23,1.04],[5.2,0.52,0.5],[0.11,0.04,0.05],[0.39,0.13,0.13],[0.05,0.04,0.04],[9.43,1.8,1.16],[9.93,9.69,9.6],[0.83,0.78,0.78],[1.77,0.38,0.37],[2.57,0.41,0.43],[2.77,2.75,3.11],[11.62,4.01,3.95],[11.63,4.03,5.97],[0.46,0.4,0.39],[0.11,0.06,0.06],[0.06,0.03,0.03],[0.03,0.03,0.02],[0.13,0.11,0.1],[0.05,0.02,0.03],[0.04,0.02,0.02],[0.02,0.02,0.02]],"source":"selectdb/results/c5.4xlarge.json"}
+,{"system":"SelectDB","date":"2022-11-02","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["C++","column-oriented","MySQL compatible"],"load_time":444,"data_size":17122903978,"result":[[0.03,0.03,0.02],[0.36,0.05,0.04],[0.18,0.07,0.06],[0.96,0.06,0.06],[0.32,0.28,0.29],[0.86,0.62,0.61],[0.01,0.01,0.01],[0.04,0.02,0.03],[0.5,0.47,0.47],[0.53,0.74,0.55],[0.31,0.11,0.11],[0.15,0.1,0.14],[0.57,0.62,0.55],[0.85,0.92,0.96],[0.77,0.9,0.74],[0.32,0.32,0.32],[1.22,0.99,0.98],[0.23,0.22,0.25],[2.01,1.8,1.82],[0.01,0.01,0.01],[10.76,1.05,1.04],[8.99,2.84,0.84],[12.21,1.04,0.87],[5.79,0.3,0.29],[0.12,0.04,0.04],[0.41,0.12,0.13],[0.04,0.04,0.03],[9.67,1.59,1.11],[9.06,8.23,7.84],[0.67,0.55,0.57],[1.76,0.37,0.77],[2.1,0.42,0.43],[2.78,2.76,3.11],[11.56,4.04,4.21],[11.52,4.05,4.28],[0.5,0.41,0.41],[0.63,0.05,0.05],[0.06,0.03,0.03],[0.03,0.02,0.03],[0.16,0.13,0.12],[0.06,0.01,0.03],[0.03,0.02,0.02],[0.03,0.03,0.02]],"source":"selectdb/results/c6a.4xlarge.json"}
 ,{"system":"SelectDB","date":"2022-10-08","machine":"c6a.metal, 500gb gp2","cluster_size":1,"comment":"","tags":["C++","column-oriented","MySQL compatible","ClickHouse derivative"],"load_time":369,"data_size":17123069872,"result":[[0.01,0.01,0],[0.03,0.02,0.02],[0.04,0.04,0.05],[0.07,0.06,0.07],[0.17,0.15,0.17],[0.3,0.3,0.28],[0.01,0.01,0.01],[0.02,0.02,0.02],[0.32,0.33,0.34],[0.36,0.37,0.34],[0.11,0.11,0.25],[0.11,0.11,0.1],[0.23,0.23,0.23],[0.55,0.75,0.89],[0.32,0.3,0.31],[0.18,0.16,0.19],[0.53,0.51,0.5],[0.2,0.2,0.2],[1.04,1.06,1.3],[0.01,0.01,0],[0.59,0.6,0.66],[0.48,0.34,0.34],[0.38,0.38,0.37],[0.25,0.26,0.25],[0.04,0.04,0.04],[0.15,0.15,0.14],[0.04,0.04,0.04],[0.55,0.54,0.54],[1.39,1.36,1.34],[0.68,0.69,0.76],[0.24,0.23,0.23],[0.21,0.2,0.21],[1.45,1.53,2.05],[1.84,1.92,1.67],[1.83,1.75,1.9],[0.19,0.22,0.2],[0.03,0.04,0.04],[0.03,0.03,0.03],[0.02,0.02,0.02],[0.06,0.06,0.06],[0.02,0.02,0.02],[0.02,0.02,0.02],[0.02,0.02,0.02]],"source":"selectdb/results/c6a.metal.json"}
 ,{"system":"SingleStore","date":"2022-07-01","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"Previous name: MemSQL. Some queries did not run due to memory limits","tags":["MySQL compatible","column-oriented"],"load_time":690,"data_size":29836263469,"result":[[0.09,0,0],[0.23,0.04,0.01],[0.47,0.15,0.15],[0.63,0.09,0.08],[1.65,1.23,1.2],[7.96,2.79,2.63],[0.1,0,0],[0.17,0.02,0.02],[1.9,1.4,1.39],[4.79,3.52,3.48],[0.94,0.22,0.23],[0.89,0.24,0.23],[5.82,2.26,2.25],[6.97,4.62,4.66],[3.05,2.28,2.31],[3.92,2.7,2.28],[5.83,4.48,4.42],[4.76,4.13,4.12],[14.03,null,null],[0.57,0.05,0.04],[18.18,1.74,1.94],[20.85,2.17,0.98],[31.98,3.12,1.22],[78.96,3.35,108.85],[2.82,0.39,0.32],[1.83,0.44,0.35],[2.81,0.33,0.32],[18.33,2.57,1.15],[null,null,null],[3.56,2.4,2.4],[3.83,1.11,1.11],[7.35,1.73,1.7],[null,null,null],[null,null,null],[null,null,null],[2.53,1.92,1.84],[0.92,0.23,0.19],[0.84,0.15,0.08],[0.7,0.05,0.05],[3.12,0.38,0.36],[0.29,0.03,0.03],[0.22,0.06,0.02],[0.27,0.11,0.12]],"source":"singlestore/results/c6a.4xlarge.json"}
 ,{"system":"SingleStore","date":"2022-07-15","machine":"S2","cluster_size":1,"comment":"Previous name: MemSQL. Some queries did not run due to unsupported regex","tags":["MySQL compatible","column-oriented","managed"],"load_time":1145,"data_size":19219978649,"result":[[0.1,0.04,0.01],[0.13,0,0.01],[0.57,0.09,0.1],[0.64,0.13,0.08],[2.04,1.39,1.32],[2.56,1.95,2.15],[0.12,0.01,0],[0.34,0.06,0.01],[2.14,1.71,1.71],[5.7,5.1,5.49],[1.02,0.25,0.28],[1.05,0.29,0.25],[2.38,1.91,1.74],[4.04,3.4,3.46],[2.19,1.6,1.75],[1.9,1.56,1.55],[4.92,4.26,4.46],[4.13,4.01,4.03],[10.11,9.61,9.56],[0.36,0.05,0.1],[1.61,1.29,1.24],[1.04,0.55,0.57],[1.38,0.96,0.89],[3,2.15,2.31],[0.66,0.28,0.2],[0.67,0.19,0.16],[0.69,0.18,0.16],[1.14,0.56,0.56],[null,null,null],[3.43,1.69,1.51],[1.73,1.06,1.03],[2.17,1.6,1.45],[11.17,10.42,10.74],[9.94,9.61,9.66],[10.22,9.84,9.84],[2.31,1.79,1.97],[0.4,0.2,0.14],[0.35,0.16,0.09],[0.28,0.08,0.08],[0.68,0.28,0.36],[0.25,0.15,0.02],[0.23,0.1,0.01],[0.24,0.1,0.03]],"source":"singlestore/results/s2.json"}
diff --git a/selectdb/benchmark.sh b/selectdb/benchmark.sh
index 97c4644c8..8607cfa04 100755
--- a/selectdb/benchmark.sh
+++ b/selectdb/benchmark.sh
@@ -6,10 +6,11 @@ set -ex
 # Install
 ROOT=$(pwd)
 
+
 if [[ -n "$1" ]]; then
     url="$1"
 else
-    url='https://selectdb.s3.amazonaws.com/selectdb-2.0.0-linux_x64.tar.gz'
+    url='https://doris-clickbench.oss-ap-southeast-1.aliyuncs.com/selectdb-linux_x64.tar.gz'
 fi
 # Download
 file_name="$(basename ${url})"
@@ -24,30 +25,27 @@ dir_name="${file_name/.tar.gz/}"
 
 # Try to stop SelectDB and remove it first if execute this script multiple times
 set +e
-"$dir_name"/fe/bin/stop_fe.sh
-"$dir_name"/be/bin/stop_be.sh
+"$dir_name"/output/fe/bin/stop_fe.sh
+"$dir_name"/output/be/bin/stop_be.sh
 rm -rf "$dir_name"
 set -e
 
 # Uncompress
 mkdir "$dir_name"
 tar zxf "$file_name" -C "$dir_name"
-DORIS_HOME="$ROOT/$dir_name/"
+DORIS_HOME="$ROOT/$dir_name/output"
 export DORIS_HOME
 
 # Install dependencies
-sudo yum install -y mysql java-11-amazon-corretto.x86_64
-export JAVA_HOME="/usr/lib/jvm/java-11-amazon-corretto.x86_64/"
+sudo yum install -y java-17-amazon-corretto.x86_64
+sudo dnf -y localinstall https://dev.mysql.com/get/mysql80-community-release-el9-4.noarch.rpm
+sudo dnf -y install mysql mysql-community-client
+export JAVA_HOME="/usr/lib/jvm/java-17-amazon-corretto.x86_64/"
 export PATH=$JAVA_HOME/bin:$PATH
 
-IPADDR=$(hostname -i)
-
-# Start Frontend
-echo "priority_networks = ${IPADDR}/24" >>"$DORIS_HOME"/fe/conf/fe_custom.conf
 "$DORIS_HOME"/fe/bin/start_fe.sh --daemon
 
 # Start Backend
-echo "priority_networks = ${IPADDR}/24" >>"$DORIS_HOME"/be/conf/be_custom.conf
 sudo sysctl -w vm.max_map_count=2000000
 "$DORIS_HOME"/be/bin/start_be.sh --daemon
 
@@ -64,7 +62,7 @@ while true; do
 done
 
 # Setup cluster, add Backend to cluster
-mysql -h 127.0.0.1 -P9030 -uroot -e "ALTER SYSTEM ADD BACKEND '${IPADDR}:9050' "
+mysql -h 127.0.0.1 -P9030 -uroot -e "ALTER SYSTEM ADD BACKEND '127.0.0.1:9050' "
 
 # Wait for Backend ready
 while true; do
@@ -78,6 +76,8 @@ while true; do
     fi
 done
 
+echo 3 | sudo tee /proc/sys/vm/drop_caches >/dev/null
+
 # Create Database and table
 mysql -h 127.0.0.1 -P9030 -uroot -e "CREATE DATABASE hits"
 sleep 5
diff --git a/selectdb/create.sql b/selectdb/create.sql
index 6a094e294..a96bae802 100644
--- a/selectdb/create.sql
+++ b/selectdb/create.sql
@@ -106,5 +106,5 @@ CREATE TABLE hits (
     CLID INT NOT NULL
 )  
 DUPLICATE KEY (CounterID, EventDate, UserID, EventTime, WatchID) 
-DISTRIBUTED BY HASH(UserID) BUCKETS 16
-PROPERTIES ( "replication_num"="1");
\ No newline at end of file
+DISTRIBUTED BY HASH(UserID) BUCKETS 192
+PROPERTIES ( "replication_num"="1");
diff --git a/selectdb/results/c6a.metal.json b/selectdb/results/c6a.metal.json
index 355ba686d..bbf7a5fea 100644
--- a/selectdb/results/c6a.metal.json
+++ b/selectdb/results/c6a.metal.json
@@ -1,55 +1,55 @@
 {
     "system": "SelectDB",
-    "date": "2022-10-08",
+    "date": "2024-06-18",
     "machine": "c6a.metal, 500gb gp2",
     "cluster_size": 1,
     "comment": "",
-    "tags": ["C++", "column-oriented", "MySQL compatible", "ClickHouse derivative"],
-    "load_time": 369,
-    "data_size": 17123069872,
+    "tags": ["C++", "column-oriented", "MySQL compatible"],
+    "load_time": 412,
+    "data_size": 17360401934,
     "result": [
-	[0.01,0.01,0.00],
-	[0.03,0.02,0.02],
-	[0.04,0.04,0.05],
-	[0.07,0.06,0.07],
-	[0.17,0.15,0.17],
-	[0.30,0.30,0.28],
-	[0.01,0.01,0.01],
-	[0.02,0.02,0.02],
-	[0.32,0.33,0.34],
-	[0.36,0.37,0.34],
-	[0.11,0.11,0.25],
-	[0.11,0.11,0.10],
-	[0.23,0.23,0.23],
-	[0.55,0.75,0.89],
-	[0.32,0.30,0.31],
-	[0.18,0.16,0.19],
-	[0.53,0.51,0.50],
-	[0.20,0.20,0.20],
-	[1.04,1.06,1.30],
-	[0.01,0.01,0.00],
-	[0.59,0.60,0.66],
-	[0.48,0.34,0.34],
-	[0.38,0.38,0.37],
-	[0.25,0.26,0.25],
-	[0.04,0.04,0.04],
-	[0.15,0.15,0.14],
-	[0.04,0.04,0.04],
-	[0.55,0.54,0.54],
-	[1.39,1.36,1.34],
-	[0.68,0.69,0.76],
-	[0.24,0.23,0.23],
-	[0.21,0.20,0.21],
-	[1.45,1.53,2.05],
-	[1.84,1.92,1.67],
-	[1.83,1.75,1.90],
-	[0.19,0.22,0.20],
-	[0.03,0.04,0.04],
-	[0.03,0.03,0.03],
-	[0.02,0.02,0.02],
-	[0.06,0.06,0.06],
-	[0.02,0.02,0.02],
-	[0.02,0.02,0.02],
-	[0.02,0.02,0.02]
+[0.04,0.03,0.02],
+[0.17,0.02,0.02],
+[1.35,0.03,0.03],
+[1.89,0.03,0.03],
+[1.93,0.07,0.07],
+[1.79,0.19,0.17],
+[0.03,0.01,0.01],
+[0.44,0.02,0.02],
+[2.99,0.09,0.09],
+[4.04,0.10,0.11],
+[2.69,0.03,0.02],
+[3.31,0.03,0.03],
+[2.17,0.19,0.17],
+[3.93,0.20,0.20],
+[2.15,0.21,0.18],
+[1.49,0.11,0.12],
+[4.02,0.27,0.27],
+[3.25,0.07,0.07],
+[4.97,0.48,0.45],
+[0.04,0.01,0.01],
+[11.32,0.10,0.09],
+[13.57,0.05,0.05],
+[25.91,0.07,0.08],
+[5.68,1.51,0.06],
+[2.77,0.08,0.05],
+[2.28,0.05,0.04],
+[3.22,0.16,0.02],
+[11.91,0.21,0.21],
+[9.48,0.89,0.88],
+[0.33,0.04,0.04],
+[5.37,0.09,0.09],
+[7.16,0.12,0.11],
+[5.03,0.78,0.73],
+[11.72,0.96,0.92],
+[11.62,1.00,0.92],
+[0.70,0.13,0.11],
+[2.09,0.02,0.02],
+[2.10,0.05,0.02],
+[1.89,0.02,0.01],
+[2.51,0.10,0.11],
+[1.43,0.02,0.02],
+[1.99,0.01,0.02],
+[1.36,0.01,0.02]
     ]
 }
diff --git a/selectdb/run.sh b/selectdb/run.sh
index eae1fdeb9..1e93bf921 100755
--- a/selectdb/run.sh
+++ b/selectdb/run.sh
@@ -6,6 +6,7 @@ touch result.csv
 truncate -s0 result.csv
 
 while read -r query; do
+    curl http://127.0.0.1:8040/api/clear_data_cache
     sync
     echo 3 | sudo tee /proc/sys/vm/drop_caches >/dev/null