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ClickHouse/website/benchmark_hardware.html
Alexey Milovidov 976ef5af3c Updated results from Jack P. Gao
2020-04-10 01:26:32 +03:00

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{
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[0.356, 0.029, 0.027],
[0.232, 0.022, 0.024],
[0.032, 0.009, 0.007]
]
},
{
"system": "MacBook Pro 2018, 2.7 GHz Quad-Core Intel Core i7, 16 GiB RAM, 1TB SSD",
"time": "2020-04-04 00:00:00",
"result":
[
[0.002, 0.002, 0.002],
[0.028, 0.031, 0.025],
[0.060, 0.058, 0.047],
[0.125, 0.101, 0.070],
[0.164, 0.185, 0.168],
[0.672, 0.568, 0.557],
[0.072, 0.038, 0.037],
[0.031, 0.021, 0.021],
[0.849, 0.836, 0.820],
[0.941, 0.938, 0.942],
[0.423, 0.444, 0.457],
[0.617, 0.556, 0.555],
[1.761, 1.694, 1.641],
[2.190, 2.277, 2.226],
[1.964, 1.895, 1.934],
[1.956, 1.978, 1.884],
[6.029, 5.977, 5.975],
[3.372, 3.436, 3.439],
[12.883, 12.778, 12.572],
[0.116, 0.080, 0.076],
[1.874, 1.372, 1.467],
[2.321, 2.356, 2.238],
[5.304, 4.955, 4.912],
[2.474, 1.993, 2.033],
[0.744, 0.708, 0.719],
[0.562, 0.568, 0.602],
[0.737, 0.742, 0.719],
[1.547, 1.580, 1.583],
[3.074, 2.665, 2.697],
[5.466, 5.560, 5.693],
[1.658, 1.562, 1.543],
[2.935, 2.802, 2.743],
[19.141, 19.674, 19.212],
[8.738, 8.334, 8.302],
[8.268, 8.276, 8.364],
[3.311, 3.288, 3.243],
[0.182, 0.169, 0.169],
[0.075, 0.066, 0.066],
[0.066, 0.057, 0.053],
[0.353, 0.324, 0.327],
[0.030, 0.018, 0.018],
[0.018, 0.015, 0.015],
[0.011, 0.007, 0.007]
]
},
{
"system": "AMD EPYC 7702, 256 cores, 512 GiB, NVMe SSD",
"time": "2020-04-09 00:00:00",
"result":
[
[0.006, 0.002, 0.002],
[0.252, 0.072, 0.057],
[0.113, 0.066, 0.057],
[0.197, 0.055, 0.065],
[0.311, 0.199, 0.217],
[0.360, 0.200, 0.183],
[0.119, 0.050, 0.045],
[0.066, 0.061, 0.057],
[0.320, 0.150, 0.144],
[0.346, 0.170, 0.162],
[0.226, 0.117, 0.115],
[0.265, 0.112, 0.118],
[0.402, 0.249, 0.250],
[0.561, 0.327, 0.332],
[0.397, 0.267, 0.257],
[0.323, 0.221, 0.233],
[0.710, 0.527, 0.517],
[0.667, 0.437, 0.443],
[1.269, 0.936, 0.957],
[0.189, 0.043, 0.043],
[1.673, 0.206, 0.169],
[1.937, 0.214, 0.184],
[3.527, 0.755, 0.737],
[3.197, 0.551, 0.523],
[0.519, 0.076, 0.086],
[0.268, 0.060, 0.080],
[0.522, 0.075, 0.079],
[1.693, 0.345, 0.351],
[1.466, 0.330, 0.318],
[1.078, 0.974, 1.019],
[0.501, 0.196, 0.200],
[1.032, 0.266, 0.271],
[1.621, 1.156, 1.169],
[2.089, 0.998, 0.972],
[2.106, 0.974, 0.959],
[0.366, 0.305, 0.305],
[0.190, 0.187, 0.183],
[0.071, 0.066, 0.075],
[0.072, 0.068, 0.062],
[0.415, 0.353, 0.457],
[0.034, 0.032, 0.028],
[0.031, 0.027, 0.032],
[0.024, 0.007, 0.007]
]
},
];
</script>
<script type="text/javascript">
var systems = [];
var systems_uniq = {};
for (r in results) {
if (systems_uniq[results[r].system])
continue;
systems_uniq[results[r].system] = 1;
systems.push(results[r].system);
}
var current_systems = [
'Xeon Gold 6230, 2 sockets, 40 threads',
'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];
} catch (e) {}
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);
if (target.hasClass("selected") && current_runs.length == 1) {
return;
}
target.toggleClass("selected");
current_runs = $.map($('#runs_selector span'), function(elem) {
return $(elem).hasClass("selected") ? $(elem).attr("data-run-id") : null }).filter(function(x) { return x; });
update_hash();
generate_selectors(elem);
generate_comparison_table();
generate_diagram();
});
};
function format_number_cell(value, ratio) {
var html = "";
var redness = (ratio - 1) / ratio;
var blackness = ratio < 10 ? 0 : ((ratio - 10) / ratio / 2);
var color = !value ? "#FFF" :
ratio == 1 ?
("rgba(0, 255, 0, 1)") :
("rgba(" + ~~(255 * (1 - blackness)) + ", 0, 0, " + redness + ")");
html += "<td class='number_cell' style='background-color: " + color + "'>";
html += value ?
(ratio == 1 ? "" : ("x" + ratio.toFixed(2))) + "&nbsp;<span style='color: #888;'>(" + value.toFixed(3) + "&nbsp;s.)</span>" :
"—";
html += "</td>";
return html;
}
/* Отношения времени выполнения запроса к лучшему времени по системам:
* номер системы -> номер запуска -> номер запроса -> отношение.
*/
var ratios = [];
function generate_comparison_table() {
ratios = [];
var filtered_results = results.filter(function(x) { return current_systems.indexOf(x.system) != -1; });
var html = "";
html += "<table class='comparison_table'>";
html += "<tr>";
html += "<th><input id='query_checkbox_toggler' type='checkbox' checked /></th>";
html += "<th style='text-align: left;'>Query</th>";
for (var j = 0; j < filtered_results.length; j++) {
html += "<th colspan='" + current_runs.length + "'>" + filtered_results[j].system +
(filtered_results[j].version ? " (" + filtered_results[j].version + ")" : "") + "</th>";
}
html += "</tr>";
for (var i = 0; i < queries.length; i++) {
html += "<tr>";
html += "<td><input id='query_checkbox" + i + "' type='checkbox' " +
($('#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 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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<script src="https://mc.yandex.ru/metrika/watch.js" type="text/javascript"></script>
<script type="text/javascript">
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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>
.o{fill:#fc0}
.r{fill:#f00}
</style>
<path class="r" d="M0,7 h1 v1 h-1 z"/>
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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.tech/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/>
Results for ProLiant are from <b>Denis Ustinov</b>.<br/>
Results for AMD EPYC 7502P are from <b>Kostiantyn Velychkovskyi</b>.<br/>
Results for Pinebook Pro are from <b>Aleksey R. @kITerE</b>.<br/>
Results for AMD Ryzen are from <b>Alexey Milovidov</b>. Firefox was running in background.<br/>
Results for Azure E32s are from <b>Piotr Maśko</b>.<br/>
Results for MacBook Pro are from <b>Denis Glazachev</b>. MacOS Catalina Version 10.15.4 (19E266). For "drop caches", the "Free Up RAM" in CleanMyMac is used.<br/>
Results for AMD EPYC 7702 are from <b>Peng Gao</b> in sina.com.<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>
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