ClickHouse/benchmark/index.html
Alexey Milovidov 5be9e418ed Add HTML page
2022-07-07 05:24:26 +02:00

2182 lines
61 KiB
HTML
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>ClickBench — a Benchmark For Analytical DBMS</title>
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Inter&display=swap" rel="stylesheet">
<style>
html, body {
width: 100%;
height: 100%;
margin: 0;
overflow: auto;
box-sizing: border-box;
}
body {
font-family: 'Inter', sans-serif;
padding: 1% 3% 0 3%;
}
.stick-left {
position: sticky;
left: 0px;
}
.selectors-container {
padding: 2rem 0 2rem 0;
user-select: none;
}
.selectors-container th {
text-align: left;
vertical-align: top;
white-space: nowrap;
padding-top: 0.5rem;
padding-right: 1rem;
}
.selector {
display: inline-block;
margin-left: 0.1rem;
padding: 0.2rem 0.5rem 0.2rem 0.5rem;
background: #EEE;
color: black;
border: 0.2rem solid white;
border-radius: 0.5rem;
}
.selector-active {
background: #FFCB80;
}
a, a:visited {
text-decoration: none;
color: #08F;
}
a:hover {
color: #F40;
font-weight: bold;
cursor: pointer;
}
.selector:hover {
background: #EEE;
}
.selector-active:hover {
background: #FDB;
}
#summary tr:nth-child(odd) {
background: #F8F8F8;
}
.summary-name {
white-space: nowrap;
text-align: right;
padding-right: 1rem;
}
.summary-bar-cell {
width: 100%;
}
.summary-bar {
height: 1rem;
background: #FFCB80;
border-radius: 0 0.2rem 0.2rem 0;
}
.summary-number {
font-family: monospace;
text-align: right;
padding-left: 1rem;
}
th {
padding-bottom: 0.5rem;
}
.summary-row:hover {
background: #EEE !important;
font-weight: bold;
}
#details {
padding-bottom: 1rem;
}
#details th {
vertical-align: bottom;
white-space: pre;
}
#details td {
white-space: pre;
font-family: monospace;
text-align: right;
padding: 0.1rem 0.5rem 0.1rem 0.5rem;
}
.shadow:hover {
box-shadow: 0 0 1rem gray;
}
#legend {
font-family: monospace;
min-height: 4rem;
padding: 0.5rem;
margin-bottom: 1rem;
background: #FED;
border: 1px solid #FFCB80;
}
</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;",
"SELECT UserID, extract(minute FROM EventTime) AS m, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, m, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;",
"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;",
"SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime, SearchPhrase LIMIT 10;",
"SELECT CounterID, AVG(length(URL)) AS l, COUNT(*) AS c FROM hits WHERE URL <> '' GROUP BY CounterID HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;",
"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 = [
/* Example:
{
"system": "shitholedb", // name of the system, exactly as directory name
"date": "2022-01-02", // date when the results were added, should be determined automatically
"machine": "c6a.4xlarge, gp2 500G", // server hardware type, or "serverless"
"cluster_size": 1, // the number of servers in a cluster, or "serverless"
"comment": "", // optional, freeform text
"tags": ["Embedded", "In-memory", "Stateless", "Managed", "Based on ClickHouse", "SQL", "NoSQL", "Search", "Document", "Time-series"],
"result": [
[1, 2, 3],
[4, 5, 6],
...
]
}
*/
{"system": "athena (partitioned)", "machine": "serverless", "time": "2022-07-04", "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]
]},
{"system": "athena", "machine": "serverless", "time": "2022-07-04", "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]
]},
{"system": "aurora-mysql", "machine": "16acu", "time": "2022-07-04", "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],
[7.42,2.80,2.77],
[2.57,2.52,2.59],
[1.50,1.52,1.59],
[3.62,3.57,3.61],
[0.95,0.94,0.94],
[0.90,0.92,0.91],
[1.69,1.72,1.69]
]},
{"system": "aurora-postgresql", "machine": "16acu", "time": "2022-07-04", "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]
]},
{"system": "bigquery", "machine": "serverless", "time": "", "result": [
[1.451,1.284,1.272],
[1.462,1.23,1.318],
[1.394,1.338,1.248],
[1.248,1.41,1.377],
[1.506,1.661,1.538],
[1.581,1.709,1.639],
[1.39,1.195,1.274],
[1.431,1.362,1.378],
[2.012,1.92,3.148],
[3.104,3.118,3.111],
[1.342,1.355,1.489],
[1.374,1.443,1.349],
[1.659,1.707,1.649],
[3.086,3.123,4.189],
[1.684,1.98,1.823],
[1.899,1.654,1.704],
[3.097,2.872,3.09],
[3.193,3.091,3.073],
[5.162,4.125,4.121],
[1.362,1.183,1.171],
[1.508,1.624,1.578],
[1.537,1.554,1.484],
[1.931,1.977,2.024],
[3.135,3.141,3.182],
[1.494,1.377,1.321],
[1.342,1.49,1.348],
[1.397,1.377,1.482],
[3.084,3.115,3.11],
[4.144,3.41,4.131],
[3.086,3.129,3.094],
[1.887,1.861,1.783],
[2.068,1.837,1.938],
[4.126,4.14,4.173],
[3.103,3.106,3.117],
[4.149,4.136,4.172],
[3.111,3.127,1.988],
[1.539,1.443,1.412],
[1.213,1.202,1.252],
[1.16,1.213,1.174],
[1.723,1.747,1.764],
[1.173,1.122,1.124],
[1.164,1.162,1.098],
[1.292,1.226,1.274]
]},
{"system": "citus", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[7.58503,6.70447,6.52499],
[6.33941,5.06063,5.00238],
[11.7488,9.86417,9.93223],
[12.6306,9.36305,9.17061],
[40.6101,39.0803,38.1187],
[117.654,113.912,113.441],
[10.3404,8.08936,7.70732],
[6.31542,4.72821,4.72989],
[82.5425,77.2124,76.9219],
[91.1776,83.4492,82.4727],
[14.5474,10.0815,10.3873],
[15.4899,11.2922,11.1877],
[19.9794,15.5002,17.4492],
[76.9216,72.5172,72.7915],
[21.5446,17.5691,18.561],
[56.9438,54.6387,53.5745],
[75.0977,69.7842,70.0259],
[31.3299,27.0267,26.3216],
[129.417,122.956,121.182],
[3.73386,2.14148,2.12737],
[34.6021,27.9727,28.6878],
[37.152,29.6193,29.2966],
[52.2157,37.8589,37.6994],
[181.955,149.08,148.471],
[15.4687,11.3138,10.3856],
[10.2779,8.46868,8.8324],
[14.4687,10.4076,11.4263],
[47.009,40.2969,39.6888],
[749.946,742.979,744.461],
[69.4383,67.5636,67.2128],
[27.0317,21.4008,20.9524],
[36.6675,25.6347,26.4408],
[140.424,130.546,129.738],
[106.959,92.033,90.1609],
[110.98,94.4787,96.2656],
[64.4474,60.1853,60.6816],
[6.17549,6.25376,5.87004],
[1.99153,1.81776,1.80596],
[1.00141,0.800271,0.801975],
[7.91778,7.70928,8.33299],
[0.929845,0.642076,0.638478],
[0.866536,0.683567,0.680218],
[0.937823,0.784747,0.765929]
]},
{"system": "clickhouse-local (partitioned)", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.850, 0.102, 0.114],
[1.342, 0.090, 0.099],
[2.547, 0.179, 0.189],
[1.681, 0.245, 0.252],
[2.704, 1.680, 1.648],
[2.194, 1.460, 1.489],
[0.832, 0.113, 0.102],
[1.371, 0.106, 0.101],
[2.240, 0.790, 0.825],
[4.548, 1.021, 1.026],
[3.094, 0.552, 0.552],
[3.088, 0.623, 0.630],
[2.017, 1.170, 1.165],
[4.319, 1.677, 1.708],
[2.157, 1.496, 1.500],
[1.629, 1.138, 1.139],
[5.026, 3.267, 3.241],
[4.142, 2.303, 2.319],
[8.295, 5.569, 5.629],
[1.331, 0.255, 0.252],
[10.712, 3.668, 3.786],
[13.053, 4.185, 4.202],
[24.170, 7.935, 8.008],
[55.965, 23.933, 23.071],
[4.417, 0.947, 0.974],
[1.793, 0.698, 0.690],
[4.376, 0.955, 0.956],
[11.731, 4.385, 4.321],
[11.403, 8.549, 8.288],
[2.764, 2.754, 2.735],
[5.096, 1.262, 1.273],
[9.515, 1.682, 1.688],
[10.325, 6.745, 6.608],
[11.686, 6.261, 6.242],
[11.769, 6.301, 6.364],
[1.675, 1.490, 1.495],
[14.937, 3.631, 3.604],
[14.187, 3.609, 3.631],
[14.842, 3.769, 3.741],
[22.222, 6.355, 6.263],
[7.212, 0.836, 0.838],
[7.863, 0.716, 0.718],
[5.120, 0.587, 0.574]
]},
{"system": "clickhouse-local", "machine": "c6a.4xlarge.single", "time": "2022-07-04", "result": [
[1.176, 0.251, 0.249],
[1.037, 0.134, 0.111],
[1.609, 0.403, 0.369],
[1.616, 0.372, 0.370],
[3.008, 2.338, 2.266],
[9.061, 7.537, 7.535],
[1.206, 0.191, 0.187],
[0.882, 0.144, 0.135],
[4.610, 3.406, 3.256],
[6.712, 4.479, 4.469],
[4.081, 2.413, 2.394],
[3.894, 2.719, 2.691],
[7.651, 6.436, 6.243],
[10.765, 8.043, 7.894],
[9.860, 8.945, 8.235],
[7.159, 5.815, 5.814],
[20.916, 18.159, 18.013],
[20.952, 17.862, 17.850],
[37.585, 32.649, 32.487],
[1.767, 0.401, 0.393],
[23.713, 15.687, 15.755],
[28.700, 19.241, 19.198],
[50.740, 33.161, 33.011],
[152.485, 117.417, 118.178],
[7.606, 4.491, 5.326],
[4.331, 4.214, 3.587],
[6.743, 4.486, 5.357],
[22.910, 15.043, 15.183],
[43.342, 37.167, 36.842],
[11.807, 4.490, 4.546],
[9.557, 6.349, 6.263],
[13.964, 8.493, 8.464],
[38.110, 33.642, 33.996],
[41.266, 35.080, 27.073],
[34.056, 26.814, 26.902],
[8.855, 7.548, 7.475],
[22.596, 12.615, 12.669],
[23.217, 13.956, 13.831],
[22.528, 21.601, 13.207],
[37.890, 23.115, 22.955],
[6.490, 1.548, 1.522],
[6.413, 1.474, 1.416],
[3.796, 1.339, 1.316]
]},
{"system": "clickhouse", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.027, 0.001, 0.001],
[0.035, 0.015, 0.021],
[0.083, 0.034, 0.033],
[0.171, 0.044, 0.045],
[1.552, 1.495, 1.574],
[1.270, 1.075, 1.063],
[0.045, 0.026, 0.025],
[0.032, 0.016, 0.015],
[0.717, 0.615, 0.607],
[0.843, 0.821, 0.747],
[0.293, 0.219, 0.216],
[0.312, 0.226, 0.235],
[0.804, 0.694, 0.702],
[1.476, 1.047, 1.029],
[1.013, 0.898, 0.911],
[1.043, 0.964, 1.453],
[3.632, 2.715, 2.711],
[1.867, 1.750, 1.714],
[5.187, 4.797, 4.953],
[0.112, 0.068, 0.041],
[8.637, 1.761, 1.212],
[9.902, 0.902, 0.869],
[18.831, 2.067, 1.829],
[41.903, 4.476, 3.486],
[1.801, 0.254, 0.238],
[0.627, 0.214, 0.207],
[2.181, 0.241, 0.246],
[8.868, 0.748, 0.733],
[9.674, 6.891, 5.770],
[2.620, 2.355, 2.368],
[1.395, 0.533, 0.525],
[4.454, 0.730, 0.712],
[5.453, 4.990, 5.922],
[9.955, 3.968, 4.096],
[9.987, 4.035, 4.476],
[1.695, 1.236, 1.241],
[0.142, 0.079, 0.103],
[0.066, 0.033, 0.040],
[0.065, 0.030, 0.033],
[0.246, 0.207, 0.192],
[0.044, 0.019, 0.020],
[0.030, 0.023, 0.012],
[0.030, 0.018, 0.013]
]},
{"system": "clickhouse", "machine": "c6a.metal", "time": "2022-07-04", "result": [
[0.011, 0.001, 0.001],
[0.040, 0.015, 0.013],
[0.045, 0.021, 0.023],
[0.090, 0.023, 0.023],
[1.922, 1.565, 1.576],
[0.961, 0.737, 0.739],
[0.040, 0.023, 0.018],
[0.032, 0.028, 0.028],
[0.321, 0.287, 0.275],
[0.632, 0.284, 0.287],
[0.166, 0.124, 0.118],
[0.235, 0.100, 0.102],
[1.006, 0.182, 0.159],
[1.637, 0.216, 0.213],
[0.871, 0.174, 0.177],
[0.258, 0.148, 0.148],
[1.804, 0.370, 0.358],
[1.235, 0.275, 0.278],
[3.143, 0.854, 0.815],
[0.071, 0.024, 0.016],
[8.816, 0.215, 0.155],
[10.239, 0.203, 0.173],
[19.179, 0.388, 0.357],
[43.152, 0.824, 0.823],
[1.821, 0.059, 0.052],
[0.992, 0.045, 0.051],
[2.539, 0.063, 0.058],
[9.258, 0.300, 0.278],
[7.923, 0.961, 0.936],
[0.445, 0.431, 0.428],
[1.367, 0.131, 0.113],
[4.819, 0.205, 0.175],
[3.808, 0.739, 0.726],
[8.935, 0.607, 0.600],
[8.988, 0.634, 0.615],
[0.242, 0.220, 0.226],
[0.075, 0.058, 0.056],
[0.038, 0.028, 0.026],
[0.043, 0.028, 0.021],
[0.172, 0.127, 0.119],
[0.028, 0.018, 0.017],
[0.027, 0.019, 0.014],
[0.018, 0.026, 0.015]
]},
{"system": "cratedb", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.008162,0.005118,0.002553],
[0.350014,0.39977,0.133775],
[2.58426,2.47192,2.59779],
[2.12939,0.532981,0.507246],
[null,null,null],
[null,null,null],
[1.18488,1.06603,1.07219],
[0.209264,0.073284,0.067912],
[null,null,null],
[null,null,null],
[1.68892,1.2866,1.47428],
[1.62976,1.43073,1.26904],
[12.7517,13.0334,13.2685],
[18.8587,null,18.6951],
[11.2982,11.2108,11.577],
[20.2964,20.4035,19.1076],
[null,null,null],
[null,null,null],
[null,null,null],
[0.202044,0.010009,0.005566],
[9.22964,4.54606,0.774149],
[1.41673,1.09885,0.789775],
[12.3933,8.06911,1.69671],
[1.45018,0.969528,0.979718],
[0.357589,0.14887,0.153326],
[0.189282,0.133963,0.130279],
[0.153222,0.140756,0.139861],
[27.5195,19.6862,20.1825],
[72.7575,68.2,67.1238],
[144.533,146.579,152.144],
[8.76866,9.00563,8.46917],
[17.6652,16.6755,16.0558],
[null,null,null],
[null,null,null],
[null,null,null],
[42.2967,44.9621,44.4386],
[0.786911,0.4904,0.508416],
[0.602075,0.226261,0.182399],
[0.131407,0.058958,0.054518],
[0.954736,1.1361,1.14233],
[0.23764,0.139109,0.134472],
[0.110253,0.057695,0.056073],
[0.124285,0.150479,0.066226]
]},
{"system": "databend", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.010087, 0.002961, 0.003271],
[0.127964, 0.080012, 0.075741],
[0.162388, 0.143967, 0.144762],
[0.252904, 0.217471, 0.217369],
[34.281026, 34.844158, 34.526942],
[25.290307, 25.793068, 25.620563],
[0.112484, 0.093867, 0.090891],
[0.086604, 0.07796, 0.076448],
[20.723203, 20.7483, 20.354869],
[20.81994, 20.72446, 20.696573],
[1.964378, 1.93559, 1.893824],
[1.846866, 1.789111, 1.763664],
[4.468158, 4.407959, 4.438036],
[19.947276, 19.8859, 19.853514],
[5.478573, 5.474461, 5.460604],
[5.509521, 5.513413, 5.363123],
[15.430359, 15.5406, 15.461211],
[14.905998, 15.029721, 15.019642],
[31.069663, 30.811763, 30.737336],
[0.281067, 0.220021, 0.217741],
[8.89374, 4.12692, 4.131689],
[10.38448, 4.603694, 4.571757],
[19.980572, 8.836322, 8.892694],
[59.786474, 52.452881, 39.941988],
[2.804019, 0.994794, 0.958224],
[0.765299, 0.730434, 0.723964],
[2.784648, 0.94665, 0.936684],
[8.905027, 5.418438, 5.386109],
[12.187652, 12.230066, 12.164123],
[3.35748, 3.395991, 3.319434],
[4.309389, 3.854977, 3.772506],
[9.958201, 7.027432, 6.888253],
[50.200569, 50.535126, 50.283066],
[24.469412, 21.222713, 21.010188],
[26.115852, 23.93507, 24.835342],
[7.511517, 7.296179, 7.324549],
[2.156784, 1.298258, 1.278441],
[2.155447, 1.314499, 1.331237],
[2.007053, 1.181676, 1.155612],
[null, null, null],
[0.485363, 0.420291, 0.416819],
[0.372131, 0.322068, 0.323578],
[null, null, null]
]},
{"system": "druid", "machine": "c6a.4xlarge", "time": "2022-07-05", "result": [
[0.179351, 0.040782, 0.026180],
[0.305672, 0.123548, 0.112512],
[0.187141, 0.072973, 0.071330],
[1.451711, 0.060012, 0.056498],
[1.819509, 1.405169, 1.377259],
[2.993129, 2.383569, 2.725656],
[0.061959, 0.016261, 0.010215],
[0.285995, 0.143307, 0.131404],
[3.561017, 2.008080, 2.019541],
[2.549107, 2.432374, 2.419320],
[0.302380, 0.235096, 0.178124],
[0.404714, 0.227526, 0.209203],
[0.866275, 0.745312, 0.715667],
[2.929871, 2.943361, 2.793336],
[2.031640, 1.839312, 1.598095],
[5.304266, 5.124386, 5.266312],
[4.370606, 3.720471, 3.679889],
[3.603636, 3.407057, 3.503119],
[0.030800, 0.004050, 0.003638],
[0.963703, 0.898970, 0.902731],
[18.642888, 18.434240, 18.451905],
[0.053461, 0.014235, 0.015694],
[0.040045, 0.020073, 0.021030],
[7.561157, 6.471910, 6.453816],
[0.111474, 0.019374, 0.027832],
[0.016728, 0.015407, 0.013660],
[0.013881, 0.012076, 0.012084],
[300.155122, 300.081168, 300.067467],
[0.006903, 0.004498, 0.003752],
[1.758529, 1.328889, 1.393226],
[2.106015, 1.906621, 1.653751],
[2.708141, 2.064777, 1.868830],
[7.690441, 7.650803, 7.350766],
[17.321933, 18.088249, 18.109673],
[300.088064, 300.153875, 300.069589],
[4.378734, 3.495874, 3.754953],
[0.623633, 0.603495, 0.580749],
[0.551690, 0.483025, 0.494859],
[0.516076, 0.189721, 0.184861],
[0.005613, 0.005072, 0.004628],
[0.375339, 0.276121, 0.264940],
[0.207965, 0.187909, 0.183420],
[0.176383, 0.107790, 0.106120]
]},
{"system": "duckdb", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.005694353996659629,0.003944558004150167,0.003837226002360694],
[0.16991353100456763,0.03919722700084094,0.03835860399703961],
[0.44898432699847035,0.04947217500011902,0.04852217998995911],
[0.07586832098604646,0.07051395199960098,0.07007493599667214],
[9.554053236002801,8.153356187991449,8.73448242500308],
[7.66042533799191,6.931124911992811,7.103380946995458],
[0.030703739990713075,0.027668555994750932,0.027583695002249442],
[0.1778664360026596,0.03942437999648973,0.03882004099432379],
[8.53439180701389,8.869582625004114,9.020313234999776],
[10.40215514000738,11.125320470004226,8.941559945000336],
[1.1747649609897053,1.04221136700653,1.004799570000614],
[1.2380354650085792,1.1211603130068397,2.4278587239969056],
[3.1751541379926493,0.9360461989999749,0.8868292279948946],
[6.855684430003748,7.300301584007684,5.712960822012974],
[3.70588762400439,1.0249276379909134,0.9473389159975341],
[2.1037107890006155,1.6215517020027619,1.5671920729946578],
[null,null,null],
[null,null,null],
[null,null,null],
[0.0002772739971987903,0.00016792300448287278,0.0001574420020915568],
[null,null,null],
[null,null,null],
[null,null,null],
[null,null,null],
[2.9310110910009826,0.19020285899750888,0.1736805049877148],
[2.939304119994631,0.18754731099761557,0.18073286200524308],
[2.8706370779982535,0.18822155400994234,0.17905898999015335],
[null,null,null],
[null,null,null],
[0.884408778991201,0.714329167996766,0.7135983259940986],
[5.3762675570033025,0.8803737630078103,0.8728962720051641],
[7.249190265996731,2.9648747390019707,2.866687831003219],
[null,null,null],
[null,null,null],
[null,null,null],
[4.515183198003797,4.030519469000865,4.014251719010645],
[0.11604027298744768,0.040539135996368714,0.04280066800129134],
[0.0457908230018802,0.021069509006338194,0.019683108999743126],
[0.0680370800109813,0.011889394998434,0.01056639499438461],
[0.22029169600864407,0.08547276000899728,0.09095505000732373],
[0.03759863799496088,0.008373684002435766,0.007633563989656977],
[0.025631797994719818,0.008081699008471332,0.007858585988287814],
[0.034359957004198804,0.025543516996549442,0.02533275399764534]
]},
{"system": "greenplum", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[2.20009,1.45883,1.13573],
[1.28661,1.07897,1.01856],
[2.2582,2.42193,2.59693],
[1.89371,1.9246,1.73866],
[9.54471,9.71956,10.0357],
[4.55957,4.10112,4.70458],
[1.65167,1.89767,1.97051],
[1.02537,0.999323,1.00524],
[7.89792,7.75718,8.01219],
[11.3779,11.6003,11.2552],
[2.11955,2.05003,1.9553],
[2.01997,1.97932,1.98284],
[2.88666,2.92828,2.96822],
[4.06272,4.01771,4.03011],
[3.46303,3.24779,3.06475],
[8.43717,8.18641,7.99202],
[9.02176,8.91572,8.92748],
[8.66982,8.39332,8.62497],
[15.1321,14.9502,15.2344],
[1.00877,0.934589,0.975342],
[11.0582,3.25807,3.17687],
[12.2634,3.5188,3.93705],
[24.1522,4.86328,4.88764],
[67.1517,20.4,20.261],
[2.5799,1.66114,1.90432],
[1.72831,1.89536,1.2515],
[2.44154,1.46595,1.88238],
[11.1175,6.09551,6.02292],
[83.041,82.9784,82.8678],
[82.5441,82.5427,83.9836],
[3.0962,3.22225,3.19431],
[5.77576,4.05973,4.00366],
[43.6826,40.4375,40.1076],
[18.0978,13.2741,12.8894],
[17.3187,13.5411,13.5927],
[9.72405,9.90029,10.0177],
[0.294344,0.169606,0.173804],
[0.162524,0.117489,0.115532],
[0.145205,0.098342,0.097275],
[0.334809,0.275365,0.265053],
[0.154522,0.107654,0.10529],
[0.158957,0.117284,0.119068],
[0.193756,0.144787,0.145485]
]},
{"system": "heavyai", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[6.525,0.022,0.029],
[0.301,0.042,0.04],
[0.287,0.095,0.093],
[2.572,0.039,0.04],
[null,null,null],
[null,null,null],
[7.327,0.093,0.097],
[0.244,0.043,0.038],
[null,null,null],
[null,null,null],
[null,null,null],
[null,null,null],
[2.939,0.295,0.294],
[null,null,null],
[null,null,null],
[null,null,null],
[null,null,null],
[4.716,3.91,3.955],
[null,null,null],
[0.154,0.083,0.106],
[14.426,0.07,0.071],
[null,null,null],
[null,null,null],
[null,null,null],
[2.276,0.258,0.272],
[null,null,null],
[null,null,null],
[null,null,null],
[null,null,null],
[1.832,1.64,1.602],
[null,null,null],
[null,null,null],
[null,null,null],
[14.811,0.494,0.497],
[null,null,null],
[null,null,null],
[1.941,0.255,0.255],
[5.457,0.172,0.283],
[0.476,0.269,0.256],
[14.239,0.179,0.178],
[3.992,0.112,0.112],
[1.031,0.116,0.116],
[1.365,0.089,0.088]
]},
{"system": "mariadb-columnstore", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.151,0.158,0.148],
[0.100,0.101,0.106],
[1.221,1.233,1.226],
[0.739,0.736,0.741],
[2.025,2.046,2.004],
[3.725,4.801,3.755],
[0.871,0.749,0.736],
[0.118,0.108,0.103],
[2.108,2.029,2.029],
[4.225,4.271,4.288],
[1.711,1.402,1.407],
[1.526,1.435,1.420],
[5.339,4.172,3.610],
[4.692,4.729,4.960],
[4.013,3.860,3.918],
[3.236,2.680,2.629],
[null,null,null],
[null,null,null],
[null,null,null],
[0.137,0.109,0.147],
[12.331,6.069,8.619],
[2.162,2.178,2.192],
[16.849,30.463,26.639],
[92,90.208,92.814],
[3.042,1.763,1.791],
[1.779,1.772,1.749],
[1.793,1.821,1.888],
[13.036,10.747,9.590],
[null,null,null],
[78.224,79.141,77.806],
[2.837,2.654,2.675],
[5.833,4.552,3.678],
[null,null,null],
[null,null,null],
[null,null,null],
[3.626,3.546,3.709],
[1.719,1.787,1.876],
[1.345,0.906,0.910],
[0.117,0.091,0.093],
[1.217,1.133,1.133],
[0.114,0.063,0.062],
[0.100,0.062,0.061],
[null,null,null]
]},
{"system": "monetdb", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.000218,0.000157,0.000155],
[0.101903,0.019908,0.018439],
[0.282431,0.035987,0.034938],
[2.868,0.029387,0.029207],
[4.675,4.515,4.511],
[6.584,4.269,4.650],
[0.528827,0.063135,0.065742],
[0.506863,0.020966,0.021687],
[8.343,4.457,4.408],
[7.224,6.548,7.576],
[0.267003,0.233353,0.230444],
[0.347206,0.28358,0.266085],
[5.389,3.099,3.074],
[7.653,7.759,8.596],
[3.276,3.326,3.292],
[5.310,3.465,3.578],
[9.341,9.143,9.536],
[9.584,9.604,9.419],
[19.539,19.783,19.611],
[0.004509,0.000702,0.000643],
[20.801,1.570,1.603],
[2.752,0.418221,0.395884],
[14.717,0.800894,0.395477],
[14.429,1.804,1.869],
[1.386,0.159602,0.156426],
[0.189736,0.167664,0.168781],
[0.164681,0.176666,0.17126],
[3.005,3.113,3.882],
[null,null,null],
[2.751,2.846,2.676],
[7.937,2.579,2.447],
[5.120,3.492,3.467],
[22.862,22.567,23.211],
[33.437,18.889,19.043],
[18.898,19.583,19.047],
[14.774,12.984,13.803],
[3.865,0.322143,0.323117],
[0.192149,0.177791,0.175984],
[0.194173,0.159398,0.165201],
[0.680778,0.592252,0.560738],
[0.106465,0.10638,0.102692],
[0.154871,0.153752,0.155782],
[0.11459,0.09639,0.095594]
]},
{"system": "mysql-myisam", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.00,0.00,0.00],
[283.32,276.83,274.52],
[276.93,278.29,283.27],
[28.83,23.63,21.55],
[46.41,40.81,40.93],
[467.04,467.39,469.08],
[31.02,25.89,24.20],
[277.89,275.3,277.3],
[329.34,325.8,325.35],
[342.86,338.43,336.95],
[282.03,279.87,281.22],
[277.74,282.68,282],
[335.66,334.83,336.44],
[305.24,310.39,307.3],
[337.41,338.52,342.94],
[308.66,307.34,306.27],
[738.38,748.44,740.75],
[738.75,734.01,738.25],
[867.01,872.92,868.84],
[25.65,20.61,18.46],
[312.39,313.67,306.66],
[301.66,305.12,308.01],
[298.12,298.44,312.4],
[311.34,309.9,311.85],
[281.87,278.5,275],
[277.46,277.46,277.46],
[280.75,278.04,281.76],
[263.9,417.39,406.88],
[707.21,711.96,705],
[668.1,668.33,665.96],
[330.31,333.36,331.94],
[506.57,506.18,500.53],
[2604.49,2681.96,2703.12],
[830.65,832.88,831.14],
[831.98,830.46,833.41],
[608.49,608.51,613.68],
[4.56,4.13,4.16],
[3.80,3.80,3.70],
[1.65,1.45,1.46],
[6.33,5.14,6.15],
[1.60,1.41,1.41],
[1.56,1.42,1.39],
[7.04,1.17,1.13]
]},
{"system": "mysql", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[339.77,339.88,339.77],
[364.91,371.86,367.55],
[366.2,368.91,389.66],
[364.39,377.53,571.45],
[377.69,390.02,384.86],
[569.48,576.51,574.68],
[367.4,368.23,370.41],
[371.29,384.02,613.22],
[478.85,683.22,495.68],
[489.9,635.96,662.43],
[386.07,396.49,640.15],
[389.13,412.55,444.12],
[447.97,455.54,448.06],
[423.22,845.44,813.6],
[452.48,460.07,453.98],
[577.54,623.21,586.49],
[852.07,856.36,862.66],
[838.09,848.92,851.12],
[1006.37,1011.16,1023.17],
[369.76,375.61,415.28],
[412.45,419.9,456.62],
[411.65,432.88,482.2],
[412.73,420.73,429.5],
[551.16,577.62,545.45],
[382.89,394.76,386.37],
[380.9,391.4,385.05],
[385.3,394.67,460.32],
[388.95,394.7,387.21],
[800.33,807.90,807.11],
[706.03,745.27,718.9],
[450.9,489.59,530.97],
[625.5,651.93,647.32],
[2721.13,2792.12,2819.26],
[945.9,954.94,957.54],
[945.42,953.78,965.16],
[684.36,716.29,708.75],
[10.01,3.79,3.77],
[7.48,3.32,3.27],
[5.09,0.98,0.96],
[8.70,4.77,4.68],
[4.82,0.76,0.74],
[4.46,0.77,0.75],
[7.04,1.17,1.13]
]},
{"system": "postgresql", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[439.753,309.785,282.017],
[317.874,254.238,254.941],
[262.883,263.072,263.090],
[32.421,5.310,5.060],
[57.134,42.648,42.334],
[358.423,356.315,358.342],
[31.524,5.350,4.994],
[263.145,263.193,263.165],
[323.659,322.858,321.918],
[327.395,326.170,326.231],
[265.983,265.681,265.912],
[269.984,265.336,265.379],
[284.096,284.560,282.234],
[277.250,279.455,280.035],
[285.660,286.200,283.611],
[66.605,32.023,38.282],
[312.452,304.431,305.391],
[289.209,290.449,287.578],
[331.706,327.485,334.428],
[24.646,2.543,2.263],
[267.561,267.496,267.524],
[267.729,267.690,268.184],
[263.074,263.120,267.040],
[267.602,267.488,267.494],
[263.141,263.859,263.137],
[262.923,263.102,263.113],
[262.885,263.088,263.114],
[267.864,269.127,268.204],
[303.376,306.925,308.664],
[263.221,263.119,263.148],
[270.814,270.575,270.294],
[278.342,275.925,276.224],
[584.599,576.932,591.502],
[462.576,446.962,439.779],
[429.930,417.696,416.704],
[296.875,297.283,295.140],
[3.461,.842,.794],
[2.179,.564,.558],
[2.258,.566,.416],
[2.805,1.311,1.317],
[2.936,.820,.615],
[2.197,.736,.535],
[1.983,.320,.312]
]},
{"system": "questdb", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.0155878,0.000283657,0.000328587],
[0.586734,0.0486348,0.0485346],
[6.41881,5.57954,6.25638],
[6.8554,3.11997,3.11813],
[47.8723,54.5425,53.1198],
[null,null,null],
[5.63439,3.70619,3.92043],
[0.699764,0.130462,0.126272],
[55.7179,62.8433,62.0045],
[null,59.6416,64.7753],
[63.7134,null,39.8928],
[46.759,46.8544,null],
[16.7181,10.9064,10.0735],
[79.9885,null,52.5617],
[16.1015,12.1835,13.1469],
[17.0225,11.7342,10.6194],
[24.1167,15.6749,16.8193],
[23.0848,15.3149,17.375],
[42.0965,26.2421,25.7593],
[0.0356335,0.027459,0.0289404],
[70.7679,71.5825,71.4573],
[null,null,null],
[null,null,null],
[77.0625,13.2257,12.7578],
[11.0775,2.90421,2.33398],
[3.31611,3.38837,3.35419],
[3.13233,5.2785,3.07075],
[null,null,null],
[null,null,null],
[186.032,185.627,180.963],
[26.7279,16.4799,18.8758],
[63.8785,32.1097,32.1561],
[64.4635,31.4538,35.654],
[118.897,null,119.015],
[null,null,null],
[19.6853,17.4427,16.7998],
[1.50985,0.877967,0.885536],
[0.805639,0.577352,0.534731],
[0.509284,0.448942,0.467679],
[1.37609,0.966942,0.912858],
[0.567887,0.394619,0.438952],
[0.508977,0.441015,0.40528],
[null,null,null]
]},
{"system": "redshift", "machine": "4x.ra3.xplus", "time": "2022-07-04", "result": [
[0.081437,0.022376,0.022491],
[2.54868,0.024112,0.024072],
[2.62053,0.049948,0.049768],
[null,null,null],
[0.62714,0.447655,0.43262],
[1.14153,1.09479,1.09441],
[0.153399,0.053941,0.048224],
[3.76153,0.032235,0.030949],
[4.43439,0.746808,0.723719],
[6.13424,2.20458,2.20031],
[4.35338,0.220122,0.228684],
[5.15139,0.231856,0.230993],
[5.00006,1.10841,1.12871],
[5.80125,1.86531,1.90209],
[5.16246,1.21239,1.14848],
[0.579428,0.535859,0.546178],
[6.05764,2.17455,2.18286],
[5.86612,2.52634,2.48672],
[7.80075,3.35512,3.41153],
[2.54112,0.036378,0.035944],
[6.47189,2.26909,2.2673],
[6.95344,2.61929,2.65637],
[12.9508,6.85457,6.99],
[25.3022,11.8857,11.8493],
[4.37592,0.452737,0.452867],
[4.17199,0.469457,0.476302],
[6.24746,0.470935,0.482502],
[6.00065,2.08332,2.08059],
[null,null,null],
[22.2567,18.5376,18.3441],
[5.37492,0.868068,0.849486],
[7.29067,1.06155,1.11209],
[7.7832,4.07132,4.00384],
[8.95385,5.15488,5.21863],
[9.2232,5.32052,5.73207],
[4.99205,0.664347,0.618918],
[6.82279,1.89738,1.89398],
[7.09077,2.19008,2.26612],
[5.29731,0.19626,0.204603],
[6.07138,0.276315,0.267161],
[4.03108,0.054134,0.058568],
[4.35647,0.061157,0.053367],
[5.23605,0.037217,0.036335]
]},
{"system": "redshift", "machine": "serverless", "time": "2022-07-04", "result": [
[0.436955,0.390225,0.387823],
[2.74529,0.280571,0.198074],
[7.24569,0.295612,0.386568],
[null,null,null],
[3.98825,0.488446,0.325645],
[4.24601,0.538891,0.690124],
[7.25492,0.288505,0.207515],
[5.99594,0.212732,0.281278],
[6.17534,0.681868,0.586073],
[6.37779,1.37865,1.31614],
[6.41405,0.549735,0.421345],
[6.64688,0.445678,0.477323],
[4.2294,0.361772,0.520471],
[4.73701,0.788258,0.743465],
[4.49038,0.670446,0.52727],
[6.19886,0.663381,0.583588],
[5.9867,0.679607,0.672772],
[2.76661,0.567555,0.51494],
[6.20219,0.816422,0.760568],
[2.51526,0.053,0.025066],
[2.96003,0.282737,0.226979],
[6.79648,0.57495,0.400798],
[6.37854,0.92746,1.05793],
[25.8462,0.902664,0.905365],
[5.00521,0.247895,0.308836],
[6.38373,0.308781,0.244082],
[4.25427,0.229966,0.247201],
[5.98382,0.398218,0.455249],
[null,null,null],
[6.52367,1.35877,1.30562],
[7.36935,0.536226,0.582304],
[7.05948,0.621982,0.639653],
[4.62901,0.954522,0.908651],
[4.95273,1.03062,1.10289],
[4.71404,1.06378,1.04157],
[4.8201,0.499996,0.575546],
[5.32757,0.566517,0.562058],
[5.37681,0.626458,0.658628],
[5.23137,0.470622,0.540079],
[6.09326,0.561312,0.574978],
[4.86561,0.595546,0.534209],
[4.34256,0.433804,0.414541],
[4.19814,0.288269,0.415328]
]},
{"system": "singlestore", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[0.09,0.00,0.00],
[0.23,0.04,0.01],
[0.47,0.15,0.15],
[0.63,0.09,0.08],
[1.65,1.23,1.20],
[7.96,2.79,2.63],
[0.10,0.00,0.00],
[0.17,0.02,0.02],
[1.90,1.40,1.39],
[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],
[3.92,2.70,2.28],
[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],
[3.56,2.40,2.40],
[3.83,1.11,1.11],
[7.35,1.73,1.70],
[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],
[0.70,0.05,0.05],
[3.12,0.38,0.36],
[0.29,0.03,0.03],
[0.22,0.06,0.02],
[0.27,0.11,0.12]
]},
{"system": "snowflake", "machine": "2xl", "time": "2022-07-04", "result": [
[0.177,0.052,0.090],
[0.903,0.324,0.782],
[0.458,2.909,0.275],
[0.881,0.316,0.166],
[0.404,0.257,0.256],
[0.481,0.325,0.339],
[0.056,0.062,0.060],
[0.183,0.324,0.280],
[0.444,0.314,0.320],
[0.408,0.426,0.417],
[0.345,0.241,0.253],
[0.406,0.245,0.235],
[0.521,1.259,0.326],
[0.466,0.493,0.526],
[0.447,0.349,0.362],
[0.327,0.322,0.302],
[0.462,0.508,0.461],
[0.489,0.481,0.455],
[0.731,0.659,0.674],
[0.151,0.156,0.160],
[0.832,0.339,0.312],
[0.289,0.292,0.340],
[0.591,0.484,0.419],
[2.661,0.716,0.696],
[0.190,0.199,0.377],
[0.181,0.182,0.194],
[0.220,0.209,0.195],
[0.368,0.330,0.347],
[0.677,0.645,0.646],
[0.877,0.886,0.871],
[0.415,0.282,0.301],
[1.265,0.404,0.550],
[0.786,0.750,0.757],
[0.905,0.835,0.841],
[0.864,0.865,0.823],
[0.352,0.360,0.364],
[0.201,0.186,0.200],
[0.143,0.137,0.276],
[0.290,0.132,0.146],
[0.310,0.301,0.304],
[0.212,0.197,0.170],
[0.223,0.174,0.177],
[0.172,0.172,0.172]
]},
{"system": "snowflake", "machine": "3xl", "time": "2022-07-04", "result": [
[0.165,0.061,0.049],
[1.356,1.252,1.502],
[1.287,0.470,0.325],
[0.627,0.331,0.181],
[0.265,0.265,0.483],
[0.887,0.450,0.298],
[0.054,0.066,0.062],
[0.182,0.222,0.194],
[0.408,0.438,0.319],
[0.434,0.462,0.411],
[1.357,0.247,0.412],
[0.343,0.250,0.517],
[0.273,0.289,0.600],
[0.404,0.405,0.392],
[0.379,0.304,0.455],
[0.275,0.271,0.264],
[0.418,0.386,0.388],
[0.417,0.434,0.567],
[0.753,0.759,0.506],
[0.291,0.307,0.400],
[0.954,0.423,0.280],
[0.568,0.562,0.248],
[0.568,0.477,0.496],
[1.458,0.492,0.514],
[0.179,0.300,0.184],
[0.165,0.169,0.176],
[0.197,0.186,0.190],
[0.289,0.547,0.397],
[0.513,0.544,0.632],
[0.766,0.754,0.775],
[0.389,0.374,0.383],
[0.484,0.297,0.286],
[0.505,0.505,0.734],
[0.656,0.598,0.621],
[0.634,0.646,0.609],
[0.309,0.298,0.370],
[0.192,0.219,0.212],
[0.840,0.174,0.139],
[0.172,0.163,0.151],
[0.323,0.296,0.347],
[0.200,0.154,0.144],
[0.191,0.121,0.125],
[0.137,0.233,0.148]
]},
{"system": "snowflake", "machine": "4xl", "time": "2022-07-04", "result": [
[0.164,0.061,0.078],
[2.471,2.436,1.927],
[1.656,0.222,0.639],
[0.336,1.244,0.206],
[0.435,0.414,0.373],
[0.520,0.495,0.326],
[0.052,0.051,0.057],
[0.244,0.515,0.358],
[0.473,0.477,0.659],
[0.706,0.523,0.499],
[0.619,0.361,0.303],
[0.463,0.367,0.290],
[0.385,0.319,0.376],
[0.661,0.436,0.452],
[0.446,0.317,0.336],
[0.504,0.283,0.395],
[0.478,1.395,0.350],
[0.555,1.041,0.993],
[0.565,0.558,1.473],
[0.310,0.684,0.278],
[0.637,1.202,0.249],
[0.467,0.294,0.436],
[0.671,0.478,0.611],
[6.262,0.449,0.425],
[0.476,0.213,0.184],
[0.552,0.241,0.201],
[0.458,0.415,0.402],
[0.339,0.357,0.322],
[0.732,0.549,0.483],
[0.914,0.757,0.743],
[0.718,0.310,0.606],
[0.605,0.363,0.425],
[0.468,0.860,0.784],
[0.868,1.787,0.713],
[0.807,0.691,0.544],
[0.485,0.338,0.672],
[0.263,0.221,0.230],
[0.147,0.145,0.139],
[0.135,0.239,0.136],
[0.322,0.378,0.348],
[0.236,0.138,0.132],
[0.193,0.124,0.139],
[0.146,0.145,0.139]
]},
{"system": "snowflake", "machine": "l", "time": "2022-07-04", "result": [
[0.067,0.054,0.051],
[1.158,1.409,0.190],
[1.470,0.566,0.715],
[0.892,0.534,0.264],
[0.474,0.499,0.489],
[0.950,0.650,0.699],
[0.069,0.055,0.110],
[0.317,0.307,0.321],
[0.949,0.593,0.654],
[0.713,1.099,0.860],
[0.622,0.370,0.404],
[0.457,0.369,0.414],
[0.610,0.566,0.653],
[0.970,1.006,0.976],
[1.517,0.636,0.603],
[0.532,0.541,0.533],
[1.018,1.001,1.022],
[0.942,0.996,0.940],
[2.246,1.596,1.560],
[0.181,0.184,0.200],
[1.135,0.788,0.609],
[0.669,0.528,0.524],
[1.164,0.827,0.882],
[3.545,2.214,2.107],
[0.559,0.431,0.426],
[0.340,0.296,0.383],
[0.695,0.314,0.368],
[0.628,0.658,0.637],
[1.511,1.385,1,440],
[1.390,1.418,1.322],
[1.107,0.687,0.537],
[1.026,0.737,0.659],
[1.712,1.681,1.728],
[2.141,2.130,2.225],
[2.163,2.157,2.110],
[0.650,0.619,0.627],
[0.204,0.195,0.225],
[0.159,0.152,0.156],
[0.146,0.136,0.150],
[0.359,0.290,0.364],
[0.196,0.129,0.227],
[0.201,0.128,0.143],
[0.176,0.129,0.146]
]},
{"system": "snowflake", "machine": "m", "time": "2022-07-04", "result": [
[0.054,0.062,0.064],
[0.698,0.563,0.407],
[0.586,0.412,0.266],
[1.386,0.363,0.301],
[0.814,0.825,0.984],
[1.303,1.024,1.048],
[0.069,0.066,0.062],
[0.334,0.254,0.270],
[1.043,0.952,0.993],
[1.210,1.209,1.171],
[0.667,0.483,0.456],
[0.543,0.495,0.500],
[1.005,0.889,0.888],
[1.644,1.646,1.652],
[1.054,1.044,0.966],
[0.893,0.874,0.907],
[1.737,1.779,1.837],
[1.518,1.539,1.526],
[3.082,2.818,2.842],
[0.309,0.286,0.256],
[1.594,1.017,0.993],
[0.781,0.853,0.735],
[1.461,1.226,1.080],
[5.308,2.974,2.642],
[0.511,0.625,0.467],
[0.405,0.382,0.439],
[0.601,0.535,0.471],
[0.947,1.624,1.192],
[2.631,2.486,2.490],
[1.938,1.960,1.954],
[1.930,0.830,0.835],
[1.359,1.140,1.062],
[3.599,3.623,3.621],
[3.619,3.741,3.663],
[3.725,3.614,3.786],
[1.149,1.126,1.055],
[0.202,0.207,0.196],
[0.152,0.139,0.145],
[0.149,0.144,0.148],
[0.383,0.287,0.294],
[0.203,0.137,0.119],
[0.200,0.312,0.137],
[0.149,0.130,0.214]
]},
{"system": "snowflake", "machine": "s", "time": "2022-07-04", "result": [
[0.186,0.060,0.062],
[0.980,0.574,0.311],
[0.977,0.554,0.426],
[0.686,0.573,0.404],
[1.386,1.384,1.349],
[1.871,1.697,1.704],
[0.052,0.059,0.227],
[0.309,0.536,0.508],
[1.768,1.631,1.635],
[2.039,2.219,1.908],
[0.807,0.647,0.587],
[0.763,0.690,0.631],
[1.403,1.586,1.404],
[2.593,2.584,2.554],
[1.670,1.538,1.653],
[1.659,1.509,1.514],
[2.875,2.990,2.998],
[2.605,2.549,2.598],
[6.120,5.894,5.766],
[0.320,0.431,0.416],
[2.406,1.703,1.609],
[1.189,1.186,1.163],
[2.104,1.441,1.370],
[7.144,5.174,4.139],
[0.839,0.659,0.641],
[0.527,0.518,0.509],
[0.633,0.621,0.695],
[1.491,1.509,1.514],
[4.848,4.485,4.571],
[3.067,3.106,3.098],
[1.521,1.224,1.236],
[1.839,1.690,1.497],
[5.692,5.751,6.087],
[6.733,6.755,6.712],
[6.722,6.709,6.676],
[1.704,1.686,1.676],
[0.203,0.231,0.218],
[0.151,0.134,0.214],
[0.140,0.156,0.163],
[0.317,0.328,0.319],
[0.166,0.133,0.141],
[0.166,0.120,0.140],
[0.120,0.119,0.126]
]},
{"system": "snowflake", "machine": "xl", "time": "2022-07-04", "result": [
[0.071,0.053,0.057],
[0.998,0.610,0.240],
[0.420,1.138,1.051],
[0.653,0.264,0.178],
[0.352,0.312,0.349],
[1.126,0.431,0.420],
[0.067,0.057,0.054],
[0.225,0.217,0.200],
[0.617,0.366,0.371],
[1.006,0.541,0.498],
[0.463,0.425,0.293],
[0.431,0.360,0.339],
[0.392,0.371,0.386],
[0.588,0.581,0.590],
[0.634,0.414,0.400],
[0.368,0.410,0.388],
[0.594,0.639,0.663],
[0.616,0.581,0.569],
[1.092,0.933,0.901],
[0.493,0.213,0.160],
[0.886,0.480,0.442],
[0.448,0.337,0.399],
[0.840,0.572,0.505],
[2.251,1.230,0.959],
[0.295,0.253,0.241],
[0.214,0.239,0.278],
[0.261,0.232,0.314],
[0.422,0.429,0.403],
[0.892,0.934,0.883],
[1.041,1.017,1.009],
[0.715,0.442,0.363],
[0.845,0.413,0.461],
[1.101,1.085,1.102],
[1.294,1.272,1.339],
[1.839,1.327,1.241],
[0.439,0.399,0.393],
[0.199,0.211,0.190],
[0.157,0.143,0.140],
[0.145,0.157,0.141],
[0.331,0.291,0.333],
[0.173,0.214,0.138],
[0.189,0.150,0.159],
[0.135,0.149,0.138]
]},
{"system": "snowflake", "machine": "xs", "time": "2022-07-04", "result": [
[0.169,0.055,0.056],
[1.184,0.582,0.386],
[1.350,0.560,0.568],
[1.270,0.554,0.538],
[2.516,2.564,2.506],
[2.935,2.649,2.670],
[0.052,0.050,0.064],
[0.383,0.387,0.397],
[3.249,2.993,3.014],
[3.589,3.627,3.887],
[1.243,0.986,0.966],
[1.325,1.080,1.073],
[2.038,2.046,2.035],
[3.738,3.626,3.718],
[2.318,2.159,2.176],
[2.733,2.637,2.668],
[5.607,5.683,5.667],
[3.978,3.923,3.879],
[10.085,9.871,9.844],
[0.450,0.375,0.469],
[5.474,3.103,3.060],
[2.012,1.982,1.971],
[3.365,2.471,2.501],
[11.960,10.619,9.518],
[1.074,1.059,1.026],
[0.856,0.846,0.879],
[1.100,1.085,1.083],
[3.057,3.228,3.117],
[9.406,9.019,9.158],
[6.196,6.243,6.911],
[2.906,2.343,2.017],
[2.954,2.666,2.565],
[9.459,9.565,9.557],
[9.555,9.529,9.368],
[9.409,9.185,9.294],
[2.796,2.880,2.685],
[0.299,0.249,0.262],
[0.156,0.145,0.180],
[0.147,0.146,0.160],
[0.371,0.357,0.356],
[0.166,0.133,0.155],
[0.218,0.140,0.135],
[0.140,0.152,0.158]
]},
{"system": "sqlite", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[752.739,2.003,1.2],
[304.302,291.521,286.965],
[293.964,287.619,287.219],
[758.302,5.879,5.65],
[836.393,48.593,48.452],
[362.605,344.884,356.245],
[763.993,11.602,10.795],
[296.348,286.879,287.557],
[365.816,360.339,354.126],
[374.403,365.196,362.261],
[302.989,293.888,298.432],
[303.64,291.729,295.347],
[316.824,298.18,301.006],
[320.665,301.15,305.227],
[313.593,301.021,301.626],
[794.881,47,47.225],
[355.346,344.615,342.442],
[316.499,305.971,305.007],
[398.177,380.383,385.571],
[751.82,5.082,4.913],
[295.522,286.573,287.368],
[298.58,287.182,288.303],
[296.474,288.747,288.638],
[296.579,287.127,287.361],
[304.709,286.865,287.56],
[300.391,290.633,288.587],
[294.605,286.91,287.799],
[305.986,312.111,305.626],
[null,null,null],
[411.225,397.614,394.253],
[307.711,295.181,300.266],
[312.472,299.079,298.19],
[386.674,378.347,376.963],
[409.742,409.554,420.273],
[468.73,453.709,458.149],
[366.015,347.446,346.728],
[2.911,0.781,0.757],
[1.599,0.609,0.587],
[1.288,0.256,0.238],
[2.469,1.582,1.52],
[1.274,0.303,0.283],
[1.322,0.317,0.314],
[1.498,0.602,0.613]
]},
{"system": "timescaledb (compression)", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[2.28686,1.63642,1.64263],
[32.6848,1.63476,1.40052],
[60.8633,3.70484,3.59342],
[36.4029,2.87091,2.80739],
[110.391,38.9688,38.0549],
[147.379,66.2513,65.6379],
[33.0294,2.92031,2.84375],
[33.0221,1.2984,1.19227],
[115.694,47.4651,47.0125],
[156.347,51.577,51.2694],
[68.3301,4.75521,4.68007],
[77.4356,5.55128,5.56577],
[49.7741,11.2911,11.3265],
[81.1014,14.9111,14.9541],
[82.9569,14.6156,14.6331],
[62.0338,26.399,26.3351],
[103.259,36.4122,36.6076],
[92.8828,26.2395,25.8991],
[144.281,63.5102,63.7661],
[7.00679,0.573073,0.536283],
[75.0203,7.86344,7.90495],
[81.2825,9.15868,9.01775],
[104.084,13.9528,13.8435],
[132.531,81.522,82.1561],
[80.6965,3.28231,3.16574],
[39.7693,2.51443,2.43849],
[80.4245,3.26941,3.13916],
[104.015,13.7044,13.5313],
[307.26,253.127,252.147],
[42.8549,22.4187,22.0325],
[137.601,14.9592,14.6804],
[136.767,22.8007,22.131],
[263.005,168.551,163.355],
[156.919,92.6308,91.702],
[160.842,96.0512,97.1773],
[62.8357,28.0336,28.7397],
[1.75869,0.561604,0.541215],
[0.46607,0.191863,0.19021],
[0.303671,0.137579,0.136615],
[2.32031,1.49223,1.52369],
[0.563764,0.14192,0.138234],
[0.372428,0.122989,0.123709],
[0.448574,0.159092,0.154687]
]},
{"system": "timescaledb", "machine": "c6a.4xlarge", "time": "2022-07-04", "result": [
[437.700,215.793,176.420],
[327.026,259.568,244.578],
[262.978,263.090,263.083],
[262.807,263.046,266.847],
[337.497,334.964,330.852],
[355.689,356.801,362.894],
[262.762,263.012,262.968],
[263.055,263.016,263.028],
[319.928,319.388,320.704],
[323.584,322.224,322.488],
[265.979,265.465,265.375],
[266.019,265.543,265.462],
[277.018,276.300,276.595],
[280.352,279.251,279.572],
[279.915,279.896,279.674],
[296.377,298.506,297.659],
[314.448,314.605,312.570],
[302.668,302.672,303.039],
[325.810,324.061,324.376],
[262.447,262.698,262.704],
[267.581,267.467,267.482],
[268.085,267.466,267.696],
[263.391,263.097,263.126],
[38.291,0.435,0.335],
[0.127,0.005,0.005],
[263.138,263.100,263.092],
[0.889,0.341,0.339],
[267.586,267.498,267.491],
[289.086,290.012,290.093],
[263.220,263.071,263.109],
[274.780,273.995,273.998],
[282.217,281.390,281.470],
[429.273,426.588,439.431],
[448.808,418.724,418.207],
[455.196,422.750,423.142],
[299.263,296.937,297.261],
[18.693,1.552,1.481],
[18.125,0.945,0.937],
[18.528,1.062,0.902],
[18.268,1.779,1.770],
[19.615,1.965,1.966],
[18.970,1.435,1.430],
[18.330,1.153,0.952]
]},
{"system": "vertica", "machine": "c6a.4xlarge", "time": "", "result": [
[0.031357,0.020759,0.019373],
[0.156612,0.033543,0.032149],
[0.404881,0.124383,0.124252],
[0.220711,0.074036,0.070379],
[2.19663,2.18441,2.1763],
[11.5901,11.4847,11.4573],
[0.160286,0.063093,0.064844],
[0.116135,0.047536,0.046322],
[2.36592,2.15174,2.15675],
[4.42049,4.37322,4.38596],
[1.24771,1.17476,1.21011],
[1.30116,1.24332,1.24521],
[14.0523,13.9236,13.9943],
[39.8961,39.7911,39.771],
[14.6776,14.5524,14.5899],
[2.82581,2.71968,2.72123],
[48.4932,48.4037,48.4298],
[36.8767,36.7432,36.9178],
[108.743,108.81,108.671],
[0.02734,0.018601,0.018892],
[8.98822,4.2958,4.38323],
[10.0097,4.31009,4.26843],
[14.2354,5.48257,5.47171],
[3.29109,0.405847,0.337797],
[0.088318,0.079666,0.091852],
[1.05864,1.26979,1.81786],
[0.087436,0.092269,0.087506],
[15.0424,15.0873,15.2561],
[22.1566,22.1208,21.9509],
[2.59797,2.46053,2.46406],
[3.63938,3.68086,3.68988],
[6.58816,4.84546,4.8853],
[20.7209,20.4806,20.5823],
[77.3779,78.1301,77.4366],
[77.2494,77.646,77.4976],
[6.79571,6.81133,6.67973],
[0.887148,0.782822,0.753053],
[0.369373,0.339676,0.338677],
[0.099038,0.089598,0.099019],
[2.15693,2.01152,2.00868],
[0.096018,0.052062,0.053813],
[0.058647,0.046352,0.045415],
[0.106915,0.077122,0.076134]
]}
];
</script>
</head>
<body>
<div class="header stick-left">
<h1>ClickBench — a Benchmark For Analytical DBMS</h1>
<a href="https://github.com/ClickHouse/ClickBench/">Methodology</a> | <a href="https://github.com/ClickHouse/ClickBench/">Reproduce and Validate the Results</a> | <a href="https://github.com/ClickHouse/ClickBench/">Add a System</a> | <a href="https://github.com/ClickHouse/ClickBench/">Report Mistake</a>
</div>
<table class="selectors-container stick-left">
<tr>
<th>System: </th>
<td id="selectors_system">
<a class="selector selector-active">All</a>
</td>
</tr>
<tr>
<th>Type: </th>
<td id="selectors_type">
<a class="selector selector-active">All</a>
</td>
</tr>
<tr>
<th>Machine: </th>
<td id="selectors_machine">
<a class="selector selector-active">All</a>
</td>
</tr>
<tr>
<th>Cluster size: </th>
<td id="selectors_cluster_size">
<a class="selector selector-active">All</a>
</td>
</tr>
<tr>
<th>Metric: </th>
<td id="selectors_run">
<a class="selector">Cold Run</a><a class="selector selector-active">Hot Run</a><a class="selector">Load Time</a><a class="selector">Storage Size</a>
</td>
</tr>
</table>
<table class="stick-left">
<thead>
<tr>
<th class="summary-name">
System &amp; Machine
</th>
<th colspan="2">
Relative time (lower is better)
</th>
</tr>
</thead>
<tbody id="summary">
</tbody>
</table>
<div class="stick-left">
<h2>Detailed Comparison</h2>
</div>
<table id="details">
<thead>
<tr id="details_head">
</tr>
</thead>
<tbody id="details_body">
</tbody>
</table>
<div id="legend" class="stick-left"></div>
<script type="text/javascript">
let selectors = {
"system": {},
"type": {},
"machine": {},
"cluster_size": {},
"metric": "hot",
};
/// Generate selectors
let systems = document.getElementById('selectors_system');
let types = document.getElementById('selectors_type');
let machines = document.getElementById('selectors_machine');
let cluster_sizes = document.getElementById('selectors_cluster_size');
let unique_systems = [... new Set(data.map(elem => elem.system))];
function toggle(e, elem, selectors_map) {
selectors_map[elem] = !selectors_map[elem];
e.target.className = selectors_map[elem] ? 'selector selector-active' : 'selector';
render();
}
unique_systems.map(elem => {
let selector = document.createElement('a');
selector.className = 'selector selector-active';
selector.appendChild(document.createTextNode(elem));
systems.appendChild(selector);
if (!(elem in selectors.system)) { selectors.system[elem] = true; }
selector.addEventListener('click', e => toggle(e, elem, selectors.system));
});
[... new Set(data.map(elem => elem.tags).flat())].map(elem => {
let selector = document.createElement('a');
selector.className = 'selector selector-active';
selector.appendChild(document.createTextNode(elem));
types.appendChild(selector);
if (!(elem in selectors.type)) { selectors.type[elem] = true; }
});
[... new Set(data.map(elem => elem.machine))].map(elem => {
let selector = document.createElement('a');
selector.className = 'selector selector-active';
selector.appendChild(document.createTextNode(elem));
machines.appendChild(selector);
if (!(elem in selectors.machine)) { selectors.machine[elem] = true; }
selector.addEventListener('click', e => toggle(e, elem, selectors.machine));
});
[... new Set(data.map(elem => elem.cluster_size ?? 1))].map(elem => {
let selector = document.createElement('a');
selector.className = 'selector selector-active';
selector.appendChild(document.createTextNode(elem));
cluster_sizes.appendChild(selector);
if (!(elem in selectors.cluster_size)) { selectors.cluster_size[elem] = true; }
});
function clearElement(elem)
{
while (elem.firstChild) {
elem.removeChild(elem.lastChild);
}
}
function render() {
let filtered_data = data.filter(elem =>
selectors.system[elem.system] &&
selectors.machine[elem.machine] /*&&
selectors.cluster_size[elem.cluster_size] &&
elem.types.filter(type => selectors.type[type]).length > 0*/);
console.log(filtered_data);
/// Generate summary
/// The algorithm: for each of the queries,
/// - if there is a result - take query duration, add 10 ms, and divide it to the corresponding value from the baseline,
/// - if there is no result - take the worse query duration across all query runs for this system and multiply by 2.
/// Take geometric mean across the queries.
let summary = {};
const num_queries = filtered_data[0].result.length;
const baseline_data = [...Array(num_queries).keys()].map(query_num =>
[...Array(3).keys()].map(run_num =>
Math.min(...filtered_data.map(elem => elem.result[query_num][run_num]).filter(x => x))));
console.log(baseline_data);
const constant_time_add = 0.01;
const missing_result_penalty = 2;
function selectRun(timings) { return selectors.metric == 'cold' ? timings[0] : timings[1] && timings[2] ? Math.min(timings[1], timings[2]) : null }
const summaries = filtered_data.map(elem => {
console.log(elem.system);
const fallback_timing = missing_result_penalty * Math.max(300, ...elem.result.map(timings => selectRun(timings)));
let accumulator = 0;
for (let i = 0; i < num_queries; ++i) {
const curr_timing = selectRun(elem.result[i]) ?? fallback_timing;
const baseline_timing = selectRun(baseline_data[i]);
const ratio = (constant_time_add + curr_timing) / (constant_time_add + baseline_timing);
accumulator += Math.log(ratio);
}
return Math.exp(accumulator / num_queries);
});
console.log(summaries);
const sorted_indices = [...summaries.keys()].sort((a, b) => summaries[a] - summaries[b]);
const max_ratio = summaries[sorted_indices[sorted_indices.length - 1]];
let table = document.getElementById('summary');
clearElement(table);
sorted_indices.map(idx => {
const elem = filtered_data[idx];
let tr = document.createElement('tr');
tr.className = 'summary-row';
let td_name = document.createElement('td');
td_name.className = 'summary-name';
let link = document.createElement('a');
link.appendChild(document.createTextNode(`${elem.system} (${elem.machine})`));
link.href = "https://github.com/ClickHouse/ClickBench/" + elem.system;
td_name.appendChild(link);
td_name.appendChild(document.createTextNode(': '));
const ratio = summaries[idx];
const percentage = summaries[idx] / max_ratio * 100;
let td_number = document.createElement('td');
td_number.className = 'summary-number';
td_number.appendChild(document.createTextNode(`×${ratio.toFixed(2)}`));
let td_bar = document.createElement('td');
td_bar.className = 'summary-bar-cell';
let bar = document.createElement('div');
bar.className = `summary-bar`;
bar.style.width = `${percentage}%`;
td_bar.appendChild(bar);
tr.appendChild(td_name);
tr.appendChild(td_bar);
tr.appendChild(td_number);
table.appendChild(tr);
});
/// Generate details
clearElement(details_head);
details_head.appendChild(document.createElement('th'));
sorted_indices.map(idx => {
const elem = filtered_data[idx];
let th = document.createElement('th');
th.appendChild(document.createTextNode(`${elem.system}\n(${elem.machine})`));
details_head.appendChild(th);
});
let details_body = document.getElementById('details_body');
clearElement(details_body);
for (let query_num = 0; query_num < num_queries; ++query_num) {
let tr = document.createElement('tr');
tr.className = 'shadow';
let td_query_num = document.createElement('td');
td_query_num.appendChild(document.createTextNode(`Q${query_num}. `));
tr.appendChild(td_query_num);
sorted_indices.map(idx => {
const curr_timing = selectRun(filtered_data[idx].result[query_num]);
const baseline_timing = selectRun(baseline_data[query_num]);
const ratio = (constant_time_add + curr_timing) / (constant_time_add + baseline_timing);
let td = document.createElement('td');
td.appendChild(document.createTextNode(curr_timing ? `${curr_timing.toFixed(2)} (×${ratio.toFixed(2)})` : '☠'));
let [r, g, b] = [0, 0, 0];
/// ratio less than 1 - green
/// ratio from 1 to 10 - green to orange
/// ratio from 10 to 100 - orange to red
/// ratio from 100 to 1000 to infinity - red to brown to black
if (curr_timing) {
if (ratio <= 1) {
g = 255;
} else if (ratio <= 2) {
g = 255;
r = (ratio - 1) * 255;
} else if (ratio <= 10) {
g = (10 - ratio) / 9 * 255;
r = 255;
} else {
r = (1 - ((ratio - 10) / ((ratio - 10) + 1000))) * 255;
}
}
td.style.backgroundColor = `rgb(${r}, ${g}, ${b})`;
if (!curr_timing || ratio > 10) {
td.style.color = 'white';
}
if (ratio == 1) {
td.style.fontWeight = 'bold';
}
tr.appendChild(td);
});
tr.addEventListener('mouseover', e => {
let legend = document.getElementById('legend');
legend.innerText = `Query ${query_num}: ${queries[query_num]}`;
});
details_body.appendChild(tr);
}
}
render();
</script>
</body>
</html>