ClickHouse/website/benchmark_hardware.html
2020-01-26 16:27:01 +03:00

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<title>Performance Comparison Of ClickHouse On Various Hardware</title>
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},
{
"system": "Intel Xeon E5-1650v3 3.5 GHz, 64 GB DDR4, RAID1 2×480 GB SSD (INTEL SSDSC2BB480G4)",
"time": "2020-01-26 00:00:00",
"result":
[
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[0.029, 0.006, 0.006]
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{
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[4.414, 4.188, 4.310],
[0.336, 0.034, 0.030],
[4.807, 0.541, 0.527],
[5.494, 0.633, 0.608],
[10.233, 1.448, 1.469],
[9.897, 0.721, 0.676],
[1.322, 0.212, 0.213],
[0.594, 0.177, 0.175],
[1.319, 0.218, 0.216],
[4.804, 0.615, 0.567],
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[1.428, 1.378, 1.300],
[1.299, 0.649, 0.646],
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[5.717, 5.883, 6.368],
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[5.943, 3.008, 2.795],
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[0.083, 0.081, 0.075],
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{
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{
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[34.059, 1.428, 1.436],
[31.534, 0.713, 0.653],
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[0.060, 0.028, 0.024],
[0.028, 0.020, 0.020],
[0.006, 0.005, 0.005]
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];
</script>
<script type="text/javascript">
var systems = [];
var systems_uniq = {};
for (r in results) {
if (systems_uniq[results[r].system])
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systems_uniq[results[r].system] = 1;
systems.push(results[r].system);
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var current_systems = [
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'Dell PowerEdge R640 DX292 2x Xeon SP Gold 16-Core 2.10GHz, 196 GB RAM, 2x SSD 960 GB RAID-1',
'E5-2650 v2 @ 2.60GHz, 2 sockets, 16 threads, 8xHDD RAID-5'];
var runs = ["first (cold cache)", "second", "third"];
var current_runs = ['1', '2'];
try {
var state = JSON.parse(decodeURIComponent(window.location.hash.substring(1)));
current_systems = state[0];
current_runs = state[1];
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function update_hash() {
window.location.hash = JSON.stringify([ current_systems, current_runs ]);
}
function generate_selectors(elem) {
var html = "<p id='systems_selector'>Compare: ";
var available_systems = results.map(function(run) { return run.system; });
for (var i = 0; i < systems.length; i++) {
var selected = current_systems.indexOf(systems[i]) != -1;
var available = available_systems.indexOf(systems[i]) != -1;
html += "<span class='" +
(selected && available ? "selected" : "") +
(available ? "" : " disabled") +
"'>" + systems[i] + "</span> ";
}
html += "</p>";
html += "<p id='runs_selector'>";
html += "Run number: ";
for (var i = 0; i < runs.length; i++) {
html += "<span class='" + (current_runs.indexOf(String(i)) != -1 ? "selected" : "") + "' data-run-id='" + i + "'>" + runs[i] + "</span> ";
}
html += "</p>";
elem.html(html);
$('#systems_selector span:not(.disabled)').click(function(event) {
var target = $(event.target || event.srcElement);
if (target.hasClass("selected") && current_systems.length == 1) {
return;
}
target.toggleClass("selected");
current_systems = $.map($('#systems_selector span'), function(elem) {
return $(elem).hasClass("selected") ? $(elem).html() : null }).filter(function(x) { return x; });
update_hash();
generate_selectors(elem);
generate_comparison_table();
generate_diagram();
});
$('#runs_selector span').click(function(event) {
var target = $(event.target || event.srcElement);
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target.toggleClass("selected");
current_runs = $.map($('#runs_selector span'), function(elem) {
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generate_selectors(elem);
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};
function format_number_cell(value, ratio) {
var html = "";
var redness = (ratio - 1) / ratio;
var blackness = ratio < 10 ? 0 : ((ratio - 10) / ratio / 2);
var color = !value ? "#FFF" :
ratio == 1 ?
("rgba(0, 255, 0, 1)") :
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html += "<td class='number_cell' style='background-color: " + color + "'>";
html += value ?
(ratio == 1 ? "" : ("x" + ratio.toFixed(2))) + "&nbsp;<span style='color: #888;'>(" + value.toFixed(3) + "&nbsp;s.)</span>" :
"—";
html += "</td>";
return html;
}
/* Отношения времени выполнения запроса к лучшему времени по системам:
* номер системы -> номер запуска -> номер запроса -> отношение.
*/
var ratios = [];
function generate_comparison_table() {
ratios = [];
var filtered_results = results.filter(function(x) { return current_systems.indexOf(x.system) != -1; });
var html = "";
html += "<table class='comparison_table'>";
html += "<tr>";
html += "<th><input id='query_checkbox_toggler' type='checkbox' checked /></th>";
html += "<th style='text-align: left;'>Query</th>";
for (var j = 0; j < filtered_results.length; j++) {
html += "<th colspan='" + current_runs.length + "'>" + filtered_results[j].system +
(filtered_results[j].version ? " (" + filtered_results[j].version + ")" : "") + "</th>";
}
html += "</tr>";
for (var i = 0; i < queries.length; i++) {
html += "<tr>";
html += "<td><input id='query_checkbox" + i + "' type='checkbox' " +
($('#query_checkbox' + i).length == 0 || $('#query_checkbox' + i).is(':checked') ? "checked" : "") + " /></td>";
html += "<td><div class='query_cell'>" + queries[i].query + "</div></td>";
// Вычислим максимальное и минимальное время выполнения по системам, для каждого из трёх прогонов.
var minimums = [0, 0, 0], maximums = [0, 0, 0];
for (var j = 0; j < filtered_results.length; j++) {
for (var current_run_idx = 0; current_run_idx < current_runs.length; current_run_idx++) {
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var value = filtered_results[j].result[i][k];
if (value && (!minimums[k] || value < minimums[k])) {
minimums[k] = value;
// Меньше 10 мс. не различаем.
if (minimums[k] < 0.01) {
minimums[k] = 0.01;
}
}
if (value > maximums[k]) {
maximums[k] = value;
}
}
}
for (var j = 0; j < filtered_results.length; j++) {
if (!ratios[j]) {
ratios[j] = [];
}
for (var current_run_idx = 0; current_run_idx < current_runs.length; current_run_idx++) {
var k = current_runs[current_run_idx];
var value = filtered_results[j].result[i][k];
var ratio = value / minimums[k];
ratios[j][k] = ratios[j][k] || [];
if (ratio && ratio <= 1) {
ratio = 1;
}
ratios[j][k].push(ratio);
html += format_number_cell(value, ratio);
}
}
html += "</tr>";
}
if (current_systems.length) {
html += "<tr>";
html += "<td rowspan='2'></td>";
html += "<td rowspan='2'><div class='query_cell'>Geometric mean of ratios</div></td>";
for (var j = 0; j < filtered_results.length; j++) {
for (var k = 0; k < current_runs.length; k++) {
html += "<th id='totals" + j + "_" + current_runs[k] + "' class='number_cell' style='text-align: center; background-color: #FFF; font-weight: bold;'></th>";
}
}
html += "</tr>";
html += "<tr>";
for (var j = 0; j < filtered_results.length; j++) {
html += "<th id='absolute_totals" + j + "' colspan='" + current_runs.length + "' class='number_cell' style='text-align: center; background-color: #FFF; font-weight: bold;'></th>";
}
html += "</tr>";
}
html += "</table>";
$('#comparison_table').html(html);
for (var i = 0; i < queries.length; i++) {
$('#query_checkbox' + i).click(function() { calculate_totals(); generate_diagram(); } );
}
$('#query_checkbox_toggler').click(function() {
for (var i = 0; i < queries.length; i++) {
var item = $('#query_checkbox' + i);
item.prop("checked", !item.prop("checked"));
}
});
calculate_totals();
}
function calculate_totals() {
if (!current_systems.length) return;
var filtered_results = results.filter(function(x) { return current_systems.indexOf(x.system) != -1; });
var total_ratios = [];
for (var j = 0; j < filtered_results.length; j++) {
for (var current_run_idx = 0; current_run_idx < current_runs.length; current_run_idx++) {
var k = current_runs[current_run_idx];
var current_ratios = ratios[j][k].filter(
function(x, i) {
return x && $("#query_checkbox" + i).is(':checked');
}
);
var ratio = Math.pow(
current_ratios.reduce(
function(acc, cur) { return acc * cur; },
1),
1 / current_ratios.length);
total_ratios[j] = total_ratios[j] || 1;
total_ratios[j] *= ratio;
$("#totals" + j + "_" + k).attr("data-ratio", ratio).html("x" + ratio.toFixed(2));
}
}
for (var j = 0; j < filtered_results.length; j++) {
var total_ratio = Math.pow(total_ratios[j], 1 / current_runs.length);
$("#absolute_totals" + j).attr("data-ratio", total_ratio).html("x" + total_ratio.toFixed(2));
}
}
function generate_diagram() {
var html = "";
var filtered_results = results.filter(function(x) { return current_systems.indexOf(x.system) != -1; });
var max_ratio = 1;
var min_ratio = 0;
var max_total_ratio = 1;
var min_total_ratio = 0;
for (var j = 0; j < filtered_results.length; j++) {
for (var current_run_idx = 0; current_run_idx < current_runs.length; current_run_idx++) {
var k = current_runs[current_run_idx];
var ratio = +$("#totals" + j + "_" + k).attr("data-ratio");
if (ratio > max_ratio) {
max_ratio = ratio;
}
if (!min_ratio || ratio < min_ratio) {
min_ratio = ratio;
}
}
var total_ratio = +$("#absolute_totals" + j).attr("data-ratio");
if (total_ratio > max_total_ratio) {
max_total_ratio = total_ratio;
}
if (!min_total_ratio || total_ratio < min_total_ratio) {
min_total_ratio = total_ratio;
}
}
html += "<table style='width: 100%'>";
var table_rows = [];
for (var j = 0; j < filtered_results.length; j++) {
var total_ratio = +$("#absolute_totals" + j).attr("data-ratio");
var table_row = "";
table_row += "<tr>";
table_row += "<td class='diagram-system-name'>" + filtered_results[j].system +
(filtered_results[j].version ? "<br />(" + filtered_results[j].version.replace(/ /g, '&nbsp;') + ")" : "") + "</td>";
table_row += "<td style='width: 100%; padding-right: 20px;'>";
for (var current_run_idx = 0; current_run_idx < current_runs.length; current_run_idx++) {
var k = current_runs[current_run_idx];
var ratio = +$("#totals" + j + "_" + k).attr("data-ratio");
var percents = (ratio * 100 / max_ratio).toFixed(2);
if (!ratio) {
ratio = +$("#absolute_totals" + j).attr("data-ratio");
percents = (ratio * 100 / max_total_ratio).toFixed(2);
}
table_row += "<div class='bar' style='width: " + percents + "%;'>&nbsp;</div>";
}
table_row += "</td>";
table_row += "<td style='text-align: right; font-weight: bold;'>" + (total_ratio / min_total_ratio).toFixed(2) + "</td>";
table_row += "</tr>";
table_rows.push({ data: table_row, value: total_ratio / min_total_ratio });
}
table_rows.sort(function(a, b) { return a.value - b.value; });
for (var j = 0; j < table_rows.length; j++) {
html += table_rows[j].data;
}
html += "</table>";
$('#diagram').html(html);
}
</script>
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<div class='island'>
<div style="float: left; margin-right: -100%; margin-top: -1px;">
<a href="/" title="Main page">
<svg xmlns="http://www.w3.org/2000/svg" width="45" height="40" viewBox="0 0 9 8">
<style>
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</div>
<h1 class='title'>Performance Comparison Of ClickHouse On Various Hardware</h1>
</div>
<div class='island'>
<div id='selectors'></div>
<h2>Relative query processing time (lower is better):</h2>
<div id='diagram' style='width: 100%;'></div>
<br />
<h2>Full results:</h2>
<div id='comparison_table'></div>
</div>
<div class='island'>
Submit your own results: <a href="https://clickhouse.yandex/docs/en/operations/performance_test/">https://clickhouse.yandex/docs/en/operations/performance_test/</a><br/>
<br/>
Results for Lenovo B580 Laptop are from <b>Ragıp Ünal</b>. 16GB RAM 1600 GHz, 240GB SSD, Intel(R) Core(TM) i5-3210M CPU @ 2.50GHz (2 Core / 4 HT)<br/>
Results for Time4vps.eu are from <b>Ragıp Ünal</b>.<br/>
Results for Dell PowerEdge R640, R641 (in Hetzner) are from <b>Dmirty Titov</b>.<br/>
Results for Dell PowerEdge R730 are from <b>Amos Bird</b>.<br/>
Results for Dell R530 are from <b>Yuriy Zolkin</b>.<br/>
Results for Xeon 2176G are from <b>Sergey Golod</b>.<br/>
Results for Azure DS3v2 are from <b>Boris Granveaud</b>.<br/>
Results for AWS are from <b>Wolf Kreuzerkrieg</b>.<br/>
Results for Huawei Taishan are from <b>Peng Gao</b> in sina.com.<br/>
Results for Selectel and AMD EPYC 7402P are from <b>Andrey Dudin</b>.<br/>
Xeon Gold 6230 server is using 4 x SAMSUNG datacenter class SSD in RAID-10.<br/>
Results for Yandex Managed ClickHouse for "cold cache" are biased and should not be compared, because cache was not flushed for every next query.<br/>
</div>
<script type="text/javascript">
generate_selectors($('#selectors'));
generate_comparison_table();
generate_diagram();
</script>
</body>
</html>