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<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>JSONBench — a Benchmark For Data Analytics On JSON</title>
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="icon" type="image/png" href="favicon.png">
<link href="https://fonts.googleapis.com/css2?family=Inter&display=swap" rel="stylesheet">
<style>
:root {
--color: black;
--title-color: black;
--background-color: white;
--link-color: #08F;
--link-hover-color: #F40;
--selector-text-color: black;
--selector-active-text-color: black;
--selector-background-color: #EEE;
--selector-active-background-color: #FFCB80;
--selector-hover-text-color: black;
--selector-hover-background-color: #FDB;
--summary-every-other-row-color: #F8F8F8;
--highlight-color: #EEE;
--bar-color: #FFCB80;
--fake-bar-color: #CCC;
--tooltip-text-color: white;
--tooltip-background-color: black;
--nothing-selected-color: #CCC;
--shadow-color: grey;
}
[data-theme="dark"] {
--color: #CCC;
--title-color: white;
--background-color: #04293A;
--link-color: #8CF;
--link-hover-color: #FFF;
--selector-text-color: white;
--selector-background-color: #444;
--selector-active-text-color: white;
--selector-active-background-color: #088;
--selector-hover-text-color: black;
--selector-hover-background-color: white;
--summary-every-other-row-color: #042e41;
--highlight-color: #064663;
--bar-color: #088;
--fake-bar-color: #666;
--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;
}
body {
font-family: 'Inter', sans-serif;
padding: 1% 3% 0 3%;
}
h1 {
color: var(--title-color);
}
table {
border-spacing: 1px;
}
.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: var(--selector-background-color);
color: var(--selector-text-color);
border: 0.2rem solid var(--background-color);
border-radius: 0.5rem;
}
.selector-active {
color: var(--selector-active-text-color);
background: var(--selector-active-background-color);
}
a, a:visited {
text-decoration: none;
color: var(--link-color);
cursor: pointer;
}
a:hover {
color: var(--link-hover-color);
}
.selector:hover {
color: var(--selector-hover-text-color) !important;
background: var(--selector-background-color);
}
.selector-active:hover {
background: var(--selector-hover-background-color);
}
#summary tr:nth-child(odd) {
background: var(--summary-every-other-row-color);
}
.summary-name {
white-space: nowrap;
text-align: right;
padding-right: 1rem;
}
.summary-bar-cell {
width: 100%;
}
.summary-bar {
height: 1rem;
background: var(--bar-color);
border-radius: 0 0.2rem 0.2rem 0;
}
.summary-bar-fake {
height: 1rem;
background: var(--fake-bar-color);
border-radius: 0 0.2rem 0.2rem 0;
}
.summary-number {
font-family: monospace;
text-align: right;
padding-left: 1rem;
white-space: nowrap;
}
th {
padding-bottom: 0.5rem;
}
.th-entry-hilite {
background: var(--highlight-color);
font-weight: bold;
}
.summary-row:hover, .summary-row-hilite {
background: var(--highlight-color) !important;
font-weight: bold;
}
#details {
padding-bottom: 1rem;
}
#details th {
vertical-align: bottom;
}
#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 var(--shadow-color);
position: relative;
}
#nothing-selected {
display: none;
font-size: 32pt;
font-weight: bold;
color: var(--nothing-selected-color);
}
.note {
position: relative;
display: inline-block;
}
.tooltip {
position: absolute;
bottom: calc(100% + 0.5rem);
visibility: hidden;
background-color: var(--tooltip-background-color);
color: var(--tooltip-text-color);
box-shadow: 0 0 1rem var(--shadow-color);
padding: 0.5rem 0.75rem;
border-radius: 0.5rem;
z-index: 1;
text-align: left;
white-space: normal;
}
.tooltip-result {
left: calc(50% - 0.25rem);
width: 20rem;
margin-left: -10rem;
}
.tooltip-query {
left: 0;
width: 40rem;
margin-left: -3rem;
}
.note:hover .tooltip {
visibility: visible;
}
.tooltip::after {
content: " ";
position: absolute;
top: 100%;
border-width: 0.5rem;
border-style: solid;
border-color: var(--tooltip-background-color) transparent transparent transparent;
}
.tooltip-result::after {
left: 50%;
margin-left: -1rem;
}
.tooltip-query::after {
left: 3rem;
margin-left: 0.5rem;
}
.nowrap {
text-wrap: none;
}
.themes {
float: right;
font-size: 200%;
cursor: pointer;
}
#toggle-dark, #toggle-light {
padding-right: 0.5rem;
cursor: pointer;
}
#toggle-dark:hover, #toggle-light:hover {
display: inline-block;
transform: translate(1px, 1px);
filter: brightness(125%);
}
</style>
<script type="text/javascript">
const queries = [
"SELECT data.commit.collection AS event, count() AS count FROM bluesky GROUP BY event ORDER BY count DESC",
"SELECT data.commit.collection AS event, count() AS count, uniqExact(data.did) AS users FROM bluesky WHERE data.kind = 'commit' AND data.commit.operation = 'create' GROUP BY event ORDER BY count DESC",
"SELECT data.commit.collection AS event, toHour(fromUnixTimestamp64Micro(data.time_us)) as hour_of_day, count() AS count FROM bluesky WHERE data.kind = 'commit' AND data.commit.operation = 'create' AND data.commit.collection in ['app.bsky.feed.post', 'app.bsky.feed.repost', 'app.bsky.feed.like'] GROUP BY event, hour_of_day ORDER BY hour_of_day, event",
"SELECT data.did::String as user_id, min(fromUnixTimestamp64Micro(data.time_us)) as first_post_ts FROM bluesky WHERE data.kind = 'commit' AND data.commit.operation = 'create' AND data.commit.collection = 'app.bsky.feed.post' GROUP BY user_id ORDER BY first_post_ts ASC LIMIT 3",
"SELECT data.did::String as user_id, date_diff( 'milliseconds', min(fromUnixTimestamp64Micro(data.time_us)), max(fromUnixTimestamp64Micro(data.time_us))) AS activity_span FROM bluesky WHERE data.kind = 'commit' AND data.commit.operation = 'create' AND data.commit.collection = 'app.bsky.feed.post' GROUP BY user_id ORDER BY activity_span DESC LIMIT 3",
];
const data = [
{"system":"ClickHouse (lz4)","version":"25.4.1.2389","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000000,"num_loaded_documents":999999258,"total_size":161401567625,"data_size":160916151495,"index_size":485415429,"result":[[0.611,0.496,0.484],[38.553,8.382,8.424],[36.806,2.730,2.556],[10.945,0.875,0.903],[11.798,0.943,0.944]],"source":"clickhouse/results/m6i.8xlarge_bluesky_1000m_lz4.json"}
,{"system":"ClickHouse (zstd)","version":"25.4.1.2389","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000000,"num_loaded_documents":999999258,"total_size":99586637970,"data_size":99101798682,"index_size":484838587,"result":[[0.615,0.511,0.501],[21.577,8.605,8.884],[30.095,2.722,2.867],[7.158,0.974,0.955],[7.598,1.053,1.065]],"source":"clickhouse/results/m6i.8xlarge_bluesky_1000m_zstd.json"}
,{"system":"ClickHouse (lz4)","version":"25.4.1.2389","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":100000000,"num_loaded_documents":99999968,"total_size":15793562624,"data_size":15771339413,"index_size":222231402,"result":[[0.054,0.041,0.041],[2.344,0.724,0.724],[2.114,0.226,0.228],[0.380,0.087,0.085],[0.648,0.088,0.092]],"source":"clickhouse/results/m6i.8xlarge_bluesky_100m_lz4.json"}
,{"system":"ClickHouse (zstd)","version":"25.4.1.2389","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":100000000,"num_loaded_documents":99999968,"total_size":15883874285,"data_size":15867772435,"index_size":16101644,"result":[[0.106,0.041,0.041],[4.936,0.927,0.940],[2.597,0.212,0.213],[1.087,0.113,0.105],[1.217,0.112,0.116]],"source":"clickhouse/results/m6i.8xlarge_bluesky_100m_zstd.json"}
,{"system":"ClickHouse (lz4)","version":"25.4.1.2389","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":10000000,"num_loaded_documents":9999994,"total_size":1653158417,"data_size":1652068575,"index_size":1089775,"result":[[0.070,0.008,0.008],[0.190,0.147,0.137],[0.047,0.036,0.035],[0.056,0.034,0.028],[0.049,0.030,0.029]],"source":"clickhouse/results/m6i.8xlarge_bluesky_10m_lz4.json"}
,{"system":"ClickHouse (zstd)","version":"25.4.1.2389","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":10000000,"num_loaded_documents":9999994,"total_size":1001186731,"data_size":1000100714,"index_size":1085950,"result":[[0.067,0.007,0.007],[0.179,0.139,0.138],[0.047,0.035,0.034],[0.051,0.036,0.037],[0.044,0.036,0.035]],"source":"clickhouse/results/m6i.8xlarge_bluesky_10m_zstd.json"}
,{"system":"ClickHouse (lz4)","version":"25.4.1.2389","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000,"num_loaded_documents":1000000,"total_size":162735429,"data_size":162623843,"index_size":111579,"result":[[0.072,0.004,0.004],[0.038,0.022,0.021],[0.022,0.008,0.009],[0.035,0.035,0.017],[0.038,0.015,0.016]],"source":"clickhouse/results/m6i.8xlarge_bluesky_1m_lz4.json"}
,{"system":"ClickHouse (zstd)","version":"25.4.1.2389","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000,"num_loaded_documents":1000000,"total_size":98560147,"data_size":98448950,"index_size":111190,"result":[[0.073,0.004,0.003],[0.038,0.023,0.022],[0.021,0.011,0.010],[0.034,0.018,0.018],[0.036,0.019,0.019]],"source":"clickhouse/results/m6i.8xlarge_bluesky_1m_zstd.json"}
,{"system":"Apache Doris","version":"doris-3.0.5-rc01-e277cfb83f","os":"Ubuntu 24.04","date":"2025-05-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000000,"num_loaded_documents":999999994,"total_size":214623810748,"data_size":214623810748,"result":[[4.24,1.67,1.66],[222.33,11.01,10.16],[27.82,7.47,7.45],[235.20,6.41,6.07],[234.71,6.37,5.78]],"source":"doris/results/m6i.8xlarge_bluesky_1000m.json"}
,{"system":"Apache Doris","version":"doris-3.0.5-rc01-e277cfb83f","os":"Ubuntu 24.04","date":"2025-05-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":100000000,"num_loaded_documents":100000000,"total_size":21304111530,"data_size":21304111530,"result":[[0.23,0.19,0.19],[20.94,1.01,1.04],[1.21,0.74,0.75],[0.54,0.51,0.55],[0.57,0.56,0.53]],"source":"doris/results/m6i.8xlarge_bluesky_100m.json"}
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,{"system":"PostgreSQL","version":"16.6","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":100000000,"num_loaded_documents":91000000,"total_size":69064736768,"data_size":54598713344,"index_size":14465753088,"result":[[416.392,10.3372,10.3301],[1868.87,1458.26,1457.45],[440.283,33.0992,33.1468],[477.82,17.7637,17.3674],[476.837,18.9056,18.4372]],"source":"postgresql/results/m6i.8xlarge_bluesky_100m.json"}
,{"system":"PostgreSQL","version":"16.6","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":10000000,"num_loaded_documents":7000000,"total_size":5794693120,"data_size":4653178880,"index_size":1141514240,"result":[[35.1545,0.949281,0.949623],[51.8718,9.55589,9.57942],[36.1771,2.60652,2.59737],[175.424,1.99499,1.93142],[176.353,2.1341,2.11399]],"source":"postgresql/results/m6i.8xlarge_bluesky_10m.json"}
,{"system":"PostgreSQL","version":"16.6","os":"Ubuntu 24.04","date":"2025-01-13","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000,"num_loaded_documents":1000000,"total_size":731111424,"data_size":586768384,"index_size":144343040,"result":[[4.08449,0.133099,0.134603],[30.3611,2.15746,2.11889],[4.13365,0.35889,0.357372],[15.6849,0.487806,0.224725],[16.1242,0.251007,0.249576]],"source":"postgresql/results/m6i.8xlarge_bluesky_1m.json"}
,{"system":"SingleStore","version":"5.7.32","os":"Ubuntu 24.04","date":"2025-03-14","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000000,"num_loaded_documents":811999990,"total_size":234878938296,"data_size":234878938296,"index_size":0,"result":[[51.599,43.98,51.557],[321.517,207.62,196.39],[125.113,113.956,111.105],[322.197,32.433,32.407],[326.151,40.692,40.644]],"memory_usage":[[null,null,null],[null,null,null],[null,null,null],[null,null,null],[null,null,null]],"source":"singlestore/results/m6i.8xlarge_bluesky_1000m.json"}
,{"system":"SingleStore","version":"5.7.32","os":"Ubuntu 24.04","date":"2025-03-14","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":100000000,"num_loaded_documents":91000000,"total_size":25757172429,"data_size":25757172429,"index_size":0,"result":[[6.471,5.066,5.606],[37.551,25.246,25.060],[14.634,12.810,12.786],[34.688,3.691,3.702],[34.735,4.934,4.713]],"memory_usage":[[null,null,null],[null,null,null],[null,null,null],[null,null,null],[null,null,null]],"source":"singlestore/results/m6i.8xlarge_bluesky_100m.json"}
,{"system":"SingleStore","version":"5.7.32","os":"Ubuntu 24.04","date":"2025-03-14","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":10000000,"num_loaded_documents":7000000,"total_size":1943790266,"data_size":1943790266,"index_size":0,"result":[[0.658,0.444,0.494],[2.831,2.647,2.836],[1.437,1.456,1.124],[1.253,0.412,0.434],[1.347,0.553,0.587]],"memory_usage":[[null,null,null],[null,null,null],[null,null,null],[null,null,null],[null,null,null]],"source":"singlestore/results/m6i.8xlarge_bluesky_10m.json"}
,{"system":"SingleStore","version":"5.7.32","os":"Ubuntu 24.04","date":"2025-03-14","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000,"num_loaded_documents":1000000,"total_size":275466582,"data_size":275466582,"index_size":0,"result":[[0.206,0.083,0.098],[0.615,0.544,0.452],[0.366,0.268,0.149],[0.259,0.111,0.106],[0.324,0.167,0.171]],"memory_usage":[[null,null,null],[null,null,null],[null,null,null],[null,null,null],[null,null,null]],"source":"singlestore/results/m6i.8xlarge_bluesky_1m.json"}
,{"system":"Starrocks","version":"3.4.0-e94580b","os":"Ubuntu 24.04","date":"2025-03-24","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000000,"num_loaded_documents":804000000,"total_size":158929000000,"result":[[2.27,1.24,1.21],[17.81,10.67,10.20],[7.38,6.78,7.62],[7.24,null,null],[null,null,null]],"source":"starrocks/results/m6i.8xlarge_bluesky_1000m.json"}
,{"system":"Starrocks","version":"3.4.0-e94580b","os":"Ubuntu 24.04","date":"2025-03-24","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":100000000,"num_loaded_documents":91000000,"total_size":17109000000,"result":[[0.61,0.16,0.16],[19.26,7.12,7.18],[1.12,1.08,1.08],[0.55,0.55,0.54],[0.60,0.60,0.60]],"source":"starrocks/results/m6i.8xlarge_bluesky_100m.json"}
,{"system":"Starrocks","version":"3.4.0-e94580b","os":"Ubuntu 24.04","date":"2025-03-24","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":10000000,"num_loaded_documents":7000000,"total_size":824028000,"result":[[0.03,0.02,0.03],[0.52,0.50,0.48],[0.25,0.25,0.18],[0.11,0.11,0.10],[0.11,0.12,0.12]],"source":"starrocks/results/m6i.8xlarge_bluesky_10m.json"}
,{"system":"Starrocks","version":"3.4.0-e94580b","os":"Ubuntu 24.04","date":"2025-03-24","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"yes","tags":[],"dataset_size":1000000,"num_loaded_documents":1000000,"total_size":1,"result":[[0.05,0.05,0.06],[0.19,0.08,0.07],[0.13,0.13,0.13],[0.07,0.07,0.07],[0.07,0.07,0.07]],"source":"starrocks/results/m6i.8xlarge_bluesky_1m.json"}
,{"system":"VictoriaLogs","version":"v1.17.0-victorialogs","os":"Ubuntu 24.04","date":"2025-03-28","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"no","tags":[],"dataset_size":1000000000,"num_loaded_documents":999999241,"total_size":121860870843,"data_size":108388327979,"index_size":13472542864,"result":[[1.076,0.029,0.028],[98.958,20.591,19.794],[14.423,1.607,1.609],[5.065,5.185,5.216],[7.22,6.963,7.351]],"source":"victorialogs/results/m6i.8xlarge_bluesky_1000m.json"}
,{"system":"VictoriaLogs","version":"v1.17.0-victorialogs","os":"Ubuntu 24.04","date":"2025-03-28","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"no","tags":[],"dataset_size":100000000,"num_loaded_documents":99999968,"total_size":11984344799,"data_size":10684518543,"index_size":1299826256,"result":[[0.097,0.009,0.009],[9.057,2.721,2.406],[0.474,0.151,0.148],[0.542,0.464,0.453],[0.735,0.623,0.664]],"source":"victorialogs/results/m6i.8xlarge_bluesky_100m.json"}
,{"system":"VictoriaLogs","version":"v1.17.0-victorialogs","os":"Ubuntu 24.04","date":"2025-03-28","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"no","tags":[],"dataset_size":10000000,"num_loaded_documents":9999994,"total_size":1242217952,"data_size":1108712800,"index_size":133505152,"result":[[0.086,0.007,0.007],[0.47,0.241,0.329],[0.095,0.027,0.028],[0.199,0.142,0.128],[0.211,0.148,0.176]],"source":"victorialogs/results/m6i.8xlarge_bluesky_10m.json"}
,{"system":"VictoriaLogs","version":"v1.17.0-victorialogs","os":"Ubuntu 24.04","date":"2025-03-28","machine":"m6i.8xlarge, 10000gib gp3","retains_structure":"no","tags":[],"dataset_size":1000000,"num_loaded_documents":1000000,"total_size":121728495,"data_size":108413431,"index_size":13315064,"result":[[0.074,0.006,0.006],[0.128,0.069,0.046],[0.082,0.015,0.015],[0.094,0.021,0.017],[0.126,0.052,0.056]],"source":"victorialogs/results/m6i.8xlarge_bluesky_1m.json"}
]; // end of data
</script>
</head>
<body>
<div class="header stick-left">
<span class="nowrap themes"><span id="toggle-dark">🌚</span><span id="toggle-light">🌞</span></span>
<h1>JSONBench — a Benchmark For Data Analytics On JSON</h1>
<a href="https://github.com/ClickHouse/JSONBench/">Methodology</a> | <a href="https://github.com/ClickHouse/JSONBench/">Reproduce and Validate the Results</a> | <a href="https://github.com/ClickHouse/JSONBench/">Add a System</a> | <a href="https://github.com/ClickHouse/JSONBench/">Report Mistake</a> | See also: <a href="https://benchmark.clickhouse.com/">ClickBench</a>
</div>
<table class="selectors-container stick-left">
<tr>
<th>System: </th>
<td id="selectors_system">
<a id="select-all-systems" class="selector selector-active">All</a>
</td>
</tr>
<tr>
<th>Scale: </th>
<td id="selectors_scale">
</td>
</tr>
<tr>
<th>Metric: </th>
<td id="selectors_run">
<a class="selector" id="selector-metric-cold">Cold Run</a>
<a class="selector" id="selector-metric-hot">Hot Run</a>
<a class="selector" id="selector-metric-size">Storage Size</a>
<a class="selector" id="selector-metric-quality">Data Quality</a>
</td>
</tr>
<tr>
<th>Flattening: </th>
<td id="selectors_retain_structure">
<a class="selector selector-active" id="selector-retain-structure-yes">No</a>
<a class="selector" id="selector-retain-structure-no">Yes</a>
</td>
</tr>
</table>
<table class="stick-left comparison">
<thead>
<tr>
<th class="summary-name">
System
</th>
<th colspan="2">
<span id="metric-title">Relative time (lower is better)</span>
</th>
</tr>
</thead>
<tbody id="summary">
</tbody>
</table>
<div id="nothing-selected" class="stick-left">Nothing selected</div>
<div class="stick-left comparison">
<h2>Detailed Comparison</h2>
</div>
<table id="details">
<thead>
<tr id="details_head">
</tr>
</thead>
<tbody id="details_body">
</tbody>
</table>
<script type="text/javascript">
const constant_time_add = 0.01;
const missing_result_penalty = 2;
const missing_result_time = 3600;
let selectors = {
"system": {},
"scale": 1000_000_000,
"metric": "hot",
"queries": [],
"retain_structure": {"yes": true, "no": false}
};
let theme = 'light';
function setTheme(new_theme) {
theme = new_theme;
document.documentElement.setAttribute('data-theme', theme);
window.localStorage.setItem('theme', theme);
render();
}
document.getElementById('toggle-light').addEventListener('click', e => setTheme('light'));
document.getElementById('toggle-dark').addEventListener('click', e => setTheme('dark'));
let new_theme = window.localStorage.getItem('theme');
if (new_theme && new_theme != theme) {
setTheme(new_theme);
}
/// Generate selectors
let systems = document.getElementById('selectors_system');
let scales = document.getElementById('selectors_scale');
let unique_systems = [... new Set(data.filter(elem => !elem.fake).map(elem => elem.system))];
function toggle(e, elem, selectors_map) {
selectors_map[elem] = !selectors_map[elem];
if (selectors_map[elem]) {
e.target.classList.add('selector-active');
} else {
e.target.classList.remove('selector-active');
}
render();
updateHistory();
}
function switchTo(e, selector) {
[...e.target.parentElement.querySelectorAll('a')].map(elem => {
elem.className = elem == e.target ? 'selector selector-active' : 'selector'
});
if (selector) selectors[selector] = e.target.dataset.value;
render();
updateHistory();
}
function toggleAll(e, selectors_map) {
const new_value = Object.keys(selectors_map).filter(k => selectors_map[k]).length * 2 < Object.keys(selectors_map).length;
[...e.target.parentElement.querySelectorAll('a')].map(
elem => { elem.className = new_value ? 'selector selector-active' : 'selector' });
Object.keys(selectors_map).map(k => { selectors_map[k] = new_value });
render();
updateHistory();
}
unique_systems.map(elem => {
let selector = document.createElement('a');
selector.classList.add('selector-active');
selector.appendChild(document.createTextNode(elem));
selector.dataset.name = elem;
if (!elem.startsWith('_')) {
systems.appendChild(selector);
if (!(elem in selectors.system)) {
selectors.system[elem] = data.some(entry => entry.system == elem && !entry.hide);
}
selector.addEventListener('click', e => toggle(e, elem, selectors.system));
/// Highlighting summary rows and table columns on hovering over the system selector.
selector.addEventListener('mouseover', e => {
[...document.querySelectorAll('.summary-row')].map(row => {
row.className = row.dataset.system == elem ? 'summary-row summary-row-hilite' : 'summary-row' });
[...document.querySelectorAll('.th-entry')].map(th => {
th.className = th.dataset.system == elem ? 'th-entry th-entry-hilite' : 'th-entry' });
});
selector.addEventListener('mouseout', e => {
[...document.querySelectorAll('.summary-row')].map(row => { row.className = 'summary-row' });
[...document.querySelectorAll('.th-entry')].map(row => { row.className = 'th-entry' });
});
}
});
[... new Set(data.map(elem => elem.dataset_size))].sort().map(elem => {
let selector = document.createElement('a');
selector.dataset.value = elem;
const active = elem == (selectors.scale ?? 1_000_000_000);
selector.classList.add('selector');
if (active) {
selectors.scale = elem;
selector.classList.add('selector-active');
}
selector.appendChild(document.createTextNode((elem / 1_000_000) + " million"));
scales.appendChild(selector);
selector.addEventListener('click', e => { selectors.scale = elem; switchTo(e, 'scale') });
});
document.getElementById('select-all-systems').addEventListener('click', e => toggleAll(e, selectors.system));
[...document.getElementById('selectors_run').querySelectorAll('a')].map(elem => elem.addEventListener('click', e => switchTo(e)));
document.getElementById('selector-metric-cold').addEventListener('click', e => { selectors.metric = 'cold'; render(); updateHistory(); });
document.getElementById('selector-metric-hot').addEventListener('click', e => { selectors.metric = 'hot'; render(); updateHistory(); });
document.getElementById('selector-metric-size').addEventListener('click', e => { selectors.metric = 'size'; render(); updateHistory(); });
document.getElementById('selector-metric-quality').addEventListener('click', e => { selectors.metric = 'quality'; render(); updateHistory(); });
document.getElementById('selector-retain-structure-yes').addEventListener('click', e => {
selectors.retain_structure.yes = !selectors.retain_structure.yes;
if (selectors.retain_structure.yes) {
e.target.classList.add('selector-active');
} else {
e.target.classList.remove('selector-active');
}
render();
updateHistory();
});
document.getElementById('selector-retain-structure-no').addEventListener('click', e => {
selectors.retain_structure.no = !selectors.retain_structure.no;
if (selectors.retain_structure.no) {
e.target.classList.add('selector-active');
} else {
e.target.classList.remove('selector-active');
}
render();
updateHistory();
});
selectors.queries = queries.map(() => true);
function updateSelectors() {
[...systems.childNodes].filter(elem => elem.tagName == 'A').map(elem => {
elem.className = selectors.system[elem.dataset.name] ? 'selector selector-active' : 'selector' });
[...scales.childNodes].filter(elem => elem.tagName == 'A').map(elem => { elem.className = (selectors.scale == elem.dataset.value) ? 'selector selector-active' : 'selector' });
[...document.getElementById('selectors_run').querySelectorAll('a')].map(elem => {
elem.className = elem.id == 'selector-metric-' + selectors.metric ? 'selector selector-active' : 'selector' });
// Update retain structure buttons state
document.getElementById('selector-retain-structure-yes').className =
selectors.retain_structure.yes ? 'selector selector-active' : 'selector';
document.getElementById('selector-retain-structure-no').className =
selectors.retain_structure.no ? 'selector selector-active' : 'selector';
[...document.querySelectorAll('.query-checkbox')].map((elem, i) => { elem.checked = selectors.queries[i] });
}
function clearElement(elem)
{
while (elem.firstChild) {
elem.removeChild(elem.lastChild);
}
}
function selectRun(timings) {
return selectors.metric == 'cold' ? timings[0] : (timings[1] !== null && timings[2] !== null ? Math.min(timings[1], timings[2]) : null)
}
function addNote(text) {
let note = document.createElement('sup');
note.className = 'note';
note.appendChild(document.createTextNode('†'));
let tooltip = document.createElement('span');
tooltip.className = 'tooltip tooltip-result';
tooltip.appendChild(document.createTextNode(text));
note.appendChild(tooltip);
return note;
}
function renderSummary(filtered_data) {
let table = document.getElementById('summary');
clearElement(table);
/// 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 = queries.length;
const baseline_data = [...queries.keys()].map(query_num =>
[...Array(3).keys()].map(run_num =>
Math.min(...filtered_data.filter(elem => !elem.fake && elem.result.length > 0).map(elem => elem.result[query_num][run_num]).filter(x => x))));
const min_load_time = Math.min(...filtered_data.map(elem => elem.load_time).filter(x => x));
const min_data_size = Math.min(...filtered_data.map(elem => elem.total_size).filter(x => x));
let summaries;
if (selectors.metric == 'quality') {
summaries = filtered_data.map(elem => 1 - elem.num_loaded_documents / selectors.scale);
document.getElementById('metric-title').innerText = 'Data quality (higher is better)';
} else if (selectors.metric == 'size') {
summaries = filtered_data.map(elem => elem.total_size / min_data_size);
document.getElementById('metric-title').innerText = 'Storage size (lower is better)';
} else {
summaries = filtered_data.map(elem => {
let accumulator = 0;
let used_queries = 0;
const no_queries_selected = selectors.queries.filter(x => x).length == 0;
for (let i = 0; i < num_queries; ++i) {
if (no_queries_selected || selectors.queries[i]) {
const fallback_timing = missing_result_penalty * Math.max(missing_result_time, ...filtered_data.filter(other => other.result.length > i).map(other => selectRun(other.result[i])));
const curr_timing = elem.fake || elem.result.length <= i ? fallback_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);
++used_queries;
}
}
return Math.exp(accumulator / used_queries);
});
document.getElementById('metric-title').innerText = 'Relative time (lower is better)';
}
const sorted_indices = [...summaries.keys()].sort((a, b) => summaries[a] - summaries[b]);
const max_ratio = summaries[sorted_indices[sorted_indices.length - 1]];
sorted_indices.map(idx => {
const elem = filtered_data[idx];
if (selectors.metric == 'size' && elem.total_size === null) { return; }
if (selectors.metric != 'size' && elem.fake) { return; }
let tr = document.createElement('tr');
tr.className = 'summary-row';
tr.dataset.system = elem.system;
let td_name = document.createElement('td');
td_name.className = 'summary-name';
let link = document.createElement('a');
link.appendChild(document.createTextNode(`${elem.system}`));
link.href = "https://github.com/ClickHouse/JSONBench/blob/main/" + elem.source;
td_name.appendChild(link);
if (elem.comment) { td_name.appendChild(addNote(elem.comment)); }
td_name.appendChild(document.createTextNode(': '));
const ratio = summaries[idx];
const percentage = (selectors.metric == 'quality' ? 1 - summaries[idx] : summaries[idx] / max_ratio) * 100;
let td_number = document.createElement('td');
td_number.className = 'summary-number';
let text;
if (selectors.metric == 'load') {
text = (elem.load_time ? `${Math.round(elem.load_time)}s (×${ratio.toFixed(2)})` : 'stateless');
} else if (selectors.metric == 'size') {
text = `${(elem.total_size / 1024 / 1024 / 1024).toFixed(2)} GiB (×${ratio.toFixed(2)})`;
} else if (selectors.metric == 'quality') {
text = `${Number(100 * elem.num_loaded_documents / selectors.scale).toFixed(2)}%`
} else {
text = `×${ratio.toFixed(2)}`;
}
td_number.appendChild(document.createTextNode(text));
let td_bar = document.createElement('td');
td_bar.className = 'summary-bar-cell';
let bar = document.createElement('div');
bar.className = elem.fake ? `summary-bar-fake` : `summary-bar`;
bar.style.width = `${percentage}%`;
td_bar.appendChild(bar);
tr.appendChild(td_name);
tr.appendChild(td_bar);
tr.appendChild(td_number);
table.appendChild(tr);
});
return [sorted_indices, baseline_data];
}
function colorize(elem, ratio) {
let [r, g, b] = [0, 0, 0];
/// ratio less than 1 - green
/// ratio from 1 to 2 - green to yellow
/// ratio from 2 to 10 - yellow to red
/// ratio from 10 to 1000 to infinity - red to brown to black
/// Note: we are using RGB space without proper gamma correction. Read more: https://www.handprint.com/HP/WCL/color1.html
if (ratio !== null) {
if (ratio < 1) {
r = 232;
g = 255;
b = 232;
} else if (ratio <= 1) {
g = 255;
} else if (ratio <= 2) {
g = 255;
r = (ratio - 1) * 255;
} else if (ratio <= 10) {
g = (10 - ratio) / 8 * 255;
r = 255;
} else {
r = (1 - ((ratio - 10) / ((ratio - 10) + 1000))) * 255;
}
}
if (document.documentElement.getAttribute('data-theme') == 'dark') {
r /= 1.5;
g /= 1.5;
b /= 1.5;
}
elem.style.backgroundColor = `rgb(${r}, ${g}, ${b})`;
if (ratio === null || ratio > 10) {
/// This will look better on dark backgrounds
elem.style.color = 'white';
} else {
elem.style.color = 'black';
}
/// The best result is highlighted
if (ratio == 1) {
elem.style.fontWeight = 'bold';
}
}
function render() {
let details_head = document.getElementById('details_head');
let details_body = document.getElementById('details_body');
clearElement(details_head);
clearElement(details_body);
let filtered_data = data.filter(elem =>
(selectors.system[elem.system] || (selectors.metric == 'size' && elem.fake)) &&
selectors.scale == elem.dataset_size &&
(
(selectors.retain_structure.yes && elem.retains_structure === "yes") ||
(selectors.retain_structure.no && elem.retains_structure === "no")
));
let nothing_selected_elem = document.getElementById('nothing-selected');
if (filtered_data.length == 0) {
nothing_selected_elem.style.display = 'block';
[...document.querySelectorAll('.comparison')].map(e => e.style.display = 'none');
return;
}
nothing_selected_elem.style.display = 'none';
[...document.querySelectorAll('.comparison')].map(e => e.style.display = 'block');
let [sorted_indices, baseline_data] = renderSummary(filtered_data);
sorted_indices = sorted_indices.filter(idx => !filtered_data[idx].fake);
/// Generate details
/// Global checkbox
{
let th_checkbox = document.createElement('th');
let checkbox = document.createElement('input');
checkbox.type = 'checkbox';
checkbox.checked = true;
checkbox.addEventListener('change', e => {
[...document.querySelectorAll('.query-checkbox')].map(elem => { elem.checked = e.target.checked });
selectors.queries.map((_, i) => { selectors.queries[i] = e.target.checked });
renderSummary(filtered_data);
updateHistory();
});
th_checkbox.appendChild(checkbox);
details_head.appendChild(th_checkbox);
details_head.appendChild(document.createElement('th'));
}
/// Table header
sorted_indices.map(idx => {
const elem = filtered_data[idx];
let th = document.createElement('th');
th.appendChild(document.createTextNode(`${elem.system}`));
th.className = 'th-entry';
th.dataset.system = elem.system;
details_head.appendChild(th);
});
/// Data sizes
{
let tr = document.createElement('tr');
tr.className = 'shadow';
let td_title = document.createElement('td');
td_title.colSpan = 2;
td_title.appendChild(document.createTextNode('Data size: '));
tr.appendChild(td_title);
sorted_indices.map(idx => {
const curr_size = filtered_data[idx].total_size;
const baseline_size = Math.min(...filtered_data.map(elem => elem.total_size).filter(x => x));
const ratio = curr_size !== null ? curr_size / baseline_size : null;
let td = document.createElement('td');
td.appendChild(document.createTextNode(curr_size !== null ? `${(curr_size / 1024 / 1024 / 1024).toFixed(2)} GiB (×${ratio.toFixed(2)})` : '☠'));
colorize(td, ratio);
tr.appendChild(td);
});
details_body.appendChild(tr);
}
/// Data Quality
{
let tr = document.createElement('tr');
tr.className = 'shadow';
let td_title = document.createElement('td');
td_title.colSpan = 2;
td_title.appendChild(document.createTextNode('Data quality: '));
tr.appendChild(td_title);
sorted_indices.map(idx => {
const curr_size = filtered_data[idx].num_loaded_documents;
const ratio = 1 + 1000 * (1 - curr_size / selectors.scale);
let td = document.createElement('td');
td.appendChild(document.createTextNode(curr_size));
colorize(td, ratio);
tr.appendChild(td);
});
details_body.appendChild(tr);
}
/// Query runtimes
const num_queries = queries.length;
for (let query_num = 0; query_num < num_queries; ++query_num) {
let tr = document.createElement('tr');
tr.className = 'shadow';
let td_checkbox = document.createElement('td');
let checkbox = document.createElement('input');
checkbox.type = 'checkbox';
checkbox.className = 'query-checkbox';
checkbox.checked = selectors.queries[query_num];
checkbox.addEventListener('change', e => {
selectors.queries[query_num] = e.target.checked;
renderSummary(filtered_data);
updateHistory();
});
td_checkbox.appendChild(checkbox);
tr.appendChild(td_checkbox);
let td_query_num = document.createElement('td');
td_query_num.className = 'note';
td_query_num.appendChild(document.createTextNode(`Q${1 + query_num}. `));
let tooltip = document.createElement('span');
tooltip.className = 'tooltip tooltip-query';
tooltip.appendChild(document.createTextNode(`Query ${1 + query_num}: ${queries[query_num]}`));
td_query_num.appendChild(tooltip);
tr.appendChild(td_query_num);
sorted_indices.map(idx => {
const curr_timing = filtered_data[idx].result.length > 0 ? selectRun(filtered_data[idx].result[query_num]) : null;
const baseline_timing = selectRun(baseline_data[query_num]);
const ratio = curr_timing !== null ? (constant_time_add + curr_timing) / (constant_time_add + baseline_timing) : null;
let td = document.createElement('td');
td.appendChild(document.createTextNode(curr_timing !== null ? `${curr_timing.toFixed(3)}s (×${ratio.toFixed(2)})` : '☠'));
colorize(td, ratio);
tr.appendChild(td);
});
details_body.appendChild(tr);
}
}
function updateHistory() {
history.pushState(selectors, '',
window.location.pathname + (window.location.search || '') + '#' + btoa(JSON.stringify(selectors)));
}
window.onpopstate = function(event) {
if (!event.state) { return; }
selectors = event.state;
// Ensure retain_structure exists in loaded state
if (!selectors.retain_structure) {
selectors.retain_structure = {"yes": true, "no": false};
}
render();
updateSelectors();
};
if (window.location.hash) {
try {
selectors = JSON.parse(atob(window.location.hash.substring(1)));
// Ensure retain_structure exists in loaded state
if (!selectors.retain_structure) {
selectors.retain_structure = {"yes": true, "no": false};
}
} catch {}
}
render();
updateSelectors();
</script>
</body>
</html>