ClickHouse/website/benchmark_hardware.html

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<title>Performance Comparison Of ClickHouse On Various Hardware</title>
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2020-01-11 17:25:03 +00:00
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2020-01-12 14:15:26 +00:00
{
"system": "Yandex Cloud Cascade Lake, 64 vCPU (32 threads), 128 GB RAM, 4 TB SSD",
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2020-01-13 15:15:29 +00:00
{
"system": "Yandex Cloud Cascade Lake, 4 vCPU (2 threads), 16 GB RAM, 30 GB SSD",
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2020-01-13 16:12:52 +00:00
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2020-01-14 09:50:46 +00:00
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2020-01-14 09:50:46 +00:00
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2020-01-12 14:15:26 +00:00
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2020-01-13 12:02:19 +00:00
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2020-01-13 15:26:19 +00:00
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2020-01-14 09:50:46 +00:00
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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)") :
("rgba(" + ~~(255 * (1 - blackness)) + ", 0, 0, " + redness + ")");
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 x.data_size == current_data_size && 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++) {
var k = current_runs[current_run_idx];
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 x.data_size == current_data_size && 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);
$("#absolute_totals" + j).attr("data-ratio", total_ratio).html("x" + total_ratio.toFixed(2));
}
}
function generate_diagram() {
var html = "";
var filtered_results = results.filter(function(x) {
return x.data_size == current_data_size && current_systems.indexOf(x.system) != -1; });
var max_ratio = 1;
var min_ratio = 0;
var max_total_ratio = 1;
var min_total_ratio = 0;
for (var j = 0; j < filtered_results.length; j++) {
for (var current_run_idx = 0; current_run_idx < current_runs.length; current_run_idx++) {
var k = current_runs[current_run_idx];
var ratio = +$("#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 = +$("#absolute_totals" + j).attr("data-ratio");
if (total_ratio > max_total_ratio) {
max_total_ratio = total_ratio;
}
if (!min_total_ratio || total_ratio < min_total_ratio) {
min_total_ratio = total_ratio;
}
}
html += "<table style='width: 100%'>";
for (var j = 0; j < filtered_results.length; j++) {
var total_ratio = +$("#absolute_totals" + j).attr("data-ratio");
html += "<tr>";
2020-01-13 15:26:19 +00:00
html += "<td class='diagram-system-name'>" + filtered_results[j].system +
(filtered_results[j].version ? "<br />(" + filtered_results[j].version.replace(/ /g, '&nbsp;') + ")" : "") + "</td>";
html += "<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);
}
html += "<div class='bar' style='width: " + percents + "%;'>&nbsp;</div>";
}
html += "</td>";
//min_total_ratio = 1;
//total_ratio = 1;
html += "<td style='text-align: right; font-weight: bold;'>" + (total_ratio / min_total_ratio).toFixed(2) + "</td>";
html += "</tr>";
}
html += "</table>";
$('#diagram').html(html);
}
</script>
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<a href="/" title="Main page">
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</div>
<h1 class='title'>Performance Comparison Of ClickHouse On Various Hardware</h1>
</div>
<div class='island'>
<div id='selectors'></div>
<h2>Relative query processing time (lower is better):</h2>
<div id='diagram' style='width: 100%;'></div>
<br />
<h2>Full results:</h2>
<div id='comparison_table'></div>
</div>
<div class='island'>
Results for Lenovo B580 Laptop are from <b>Ragıp Ünal</b>. 16GB RAM 1600 GHz, 240GB SSD, Intel(R) Core(TM) i5-3210M CPU @ 2.50GHz (2 Core / 4 HT)<br/>
2020-01-13 12:02:19 +00:00
Results for Time4vps.eu are from <b>Ragıp Ünal</b>.<br/>
2020-01-14 09:50:46 +00:00
Results for Dell PowerEdge R640, R641 (in Hetzner) are from <b>Dmirty Titov</b>.<br/>
Results for Dell PowerEdge R730 are from <b>Amos Bird</b>.<br/>
2020-01-13 16:12:52 +00:00
Xeon Gold 6230 server is using 4 x SAMSUNG datacenter class SSD in RAID 10.<br/>
Results for Yandex Managed ClickHouse for "cold cache" are biased and should not be compared, because cache was not flushed for every next query.<br/>
Submit your own results: <a href="https://clickhouse.yandex/docs/en/operations/performance_test/">https://clickhouse.yandex/docs/en/operations/performance_test/</a>
</div>
<script type="text/javascript">
generate_selectors($('#selectors'));
generate_comparison_table();
generate_diagram();
</script>
</body>
</html>