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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
2020-01-13 14:57:59 +00:00
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2020-01-13 15:15:29 +00:00
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2020-01-14 11:58:22 +00:00
{
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2020-01-14 13:28:29 +00:00
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2020-01-14 11:58:22 +00:00
]
},
2020-01-13 16:12:52 +00:00
{
2020-01-14 09:50:46 +00:00
"system": "Dell PowerEdge R6415 DX180 AMD EPYC™ 7551P 32-Core Naples (Zen), 128 GB RAM, 2x SSD 960 GB RAID 1",
2020-01-13 16:12:52 +00:00
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{
2020-01-14 09:50:46 +00:00
"system": "Dell PowerEdge R640 DX292 2x Xeon SP Gold 16-Core 2.10GHz, 196 GB RAM, 2x SSD 960 GB RAID 1",
2020-01-13 16:12:52 +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
{
2020-01-13 15:26:19 +00:00
"system": "Time4vps.eu VPS (KVM) Linux Ubuntu 4 Core (Skylake) 16GB RAM 160GB Disk",
2020-01-13 12:02:19 +00:00
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{
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2020-01-14 09:50:46 +00:00
{
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2020-01-14 10:01:51 +00:00
{
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2020-01-14 19:53:37 +00:00
{
"system": "Dell R530, 128GB DDR4, 2x480 GB SATA SSD, Perc H730 RAID-1",
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[2.203, 0.785, 0.743],
[1.705, 1.021, 0.977],
[3.643, 2.176, 2.095],
[2.736, 1.191, 1.217],
[7.098, 4.738, 4.339],
[1.332, 0.070, 0.055],
[16.856, 0.819, 0.859],
[23.408, 0.819, 0.827],
[27.369, 1.893, 1.868],
[41.557, 0.988, 0.921],
[4.961, 0.297, 0.262],
[2.798, 0.243, 0.230],
[4.944, 0.290, 0.263],
[16.662, 0.813, 0.740],
[19.658, 1.169, 1.075],
[2.403, 1.972, 2.124],
[3.692, 0.662, 0.672],
[7.545, 0.998, 1.048],
[8.463, 6.183, 6.109],
[19.008, 3.160, 3.187],
[23.051, 3.281, 3.301],
[1.831, 1.285, 1.281],
[0.387, 0.224, 0.221],
[0.163, 0.094, 0.091],
[0.204, 0.077, 0.076],
[0.679, 0.412, 0.429],
[0.180, 0.041, 0.050],
[0.103, 0.031, 0.033],
[0.030, 0.017, 0.011]
]
},
{
"system": "Xeon 2176G, 64GB RAM, 2xSSD 960GB (SAMSUNG MZQLB960HAJR-00007), ZFS RAID-1",
"data_size": 100000000,
"time": "2020-01-14 00:00:00",
"result":
[
[0.001, 0.001, 0.001],
[0.010, 0.011, 0.009],
[0.035, 0.031, 0.033],
[0.058, 0.056, 0.058],
[0.113, 0.126, 0.121],
[0.296, 0.300, 0.301],
[0.017, 0.016, 0.016],
[0.009, 0.009, 0.011],
[0.660, 0.659, 0.655],
[0.775, 0.746, 0.737],
[0.185, 0.181, 0.184],
[0.219, 0.237, 0.243],
[0.943, 0.933, 0.952],
[1.228, 1.185, 1.201],
[0.975, 0.963, 0.971],
[1.068, 1.086, 1.077],
[2.704, 2.713, 2.725],
[1.596, 1.564, 1.562],
[5.653, 5.571, 5.581],
[0.072, 0.065, 0.062],
[1.209, 0.958, 0.951],
[1.383, 1.222, 1.224],
[3.261, 2.771, 2.776],
[1.586, 1.210, 1.196],
[0.417, 0.392, 0.325],
[0.271, 0.268, 0.267],
[0.340, 0.338, 0.337],
[1.376, 1.160, 1.134],
[1.928, 1.643, 1.697],
[3.167, 3.135, 3.149],
[0.947, 0.859, 0.858],
[1.566, 1.446, 1.467],
[8.005, 8.065, 7.980],
[4.640, 4.322, 4.277],
[4.410, 4.330, 4.300],
[1.811, 1.749, 1.767],
[0.138, 0.142, 0.144],
[0.052, 0.047, 0.048],
[0.042, 0.043, 0.041],
[0.271, 0.249, 0.245],
[0.030, 0.016, 0.016],
[0.014, 0.013, 0.013],
[0.004, 0.004, 0.004]
]
},
2020-01-11 15:52:12 +00:00
];
< / script >
< script type = "text/javascript" >
var data_sizes =
[
{ id: "100000000", name: "100 mln." },
];
var current_data_size = 100000000;
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);
}
2020-01-14 10:01:51 +00:00
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'];
2020-01-11 15:52:12 +00:00
var runs = ["first (cold cache)", "second", "third"];
var current_runs = ['1', '2'];
try {
var state = JSON.parse(window.location.hash.substring(1));
current_data_size = state[0];
current_systems = state[1];
current_runs = state[2];
} catch (e) {}
function update_hash() {
window.location.hash = JSON.stringify([ current_data_size, current_systems, current_runs ]);
}
function generate_selectors(elem) {
var html = "< p id = 'systems_selector' > Compare: ";
var available_systems_for_current_data_size = results.
filter(function(run) { return run.data_size == current_data_size; }).
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_for_current_data_size.indexOf(systems[i]) != -1;
html += "< span class = '" +
(selected & & available ? "selected" : "") +
(available ? "" : " disabled") +
"'>" + systems[i] + "< / span > ";
}
html += "< / p > ";
html += "< p id = 'data_size_selector' > ";
html += "Dataset size: ";
for (var i = 0; i < data_sizes.length ; i + + ) {
html += "< span class = '" + (data_sizes[i].id == current_data_size ? "selected" : "") + "' data-size-id = '" + data_sizes[i].id + "' > " + data_sizes[i].name + "< / 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();
});
$('#data_size_selector span').click(function(event) {
var target = $(event.target || event.srcElement);
current_data_size = target.attr("data-size-id");
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") ? $(elem).attr("data-run-id") : null }).filter(function(x) { return x; });
update_hash();
generate_selectors(elem);
generate_comparison_table();
generate_diagram();
});
};
function format_number_cell(value, ratio) {
var html = "";
var redness = (ratio - 1) / ratio;
var blackness = ratio < 10 ? 0 : ( ( ratio - 10 ) / ratio / 2 ) ;
var color = !value ? "#FFF" :
ratio == 1 ?
("rgba(0, 255, 0, 1)") :
("rgba(" + ~~(255 * (1 - blackness)) + ", 0, 0, " + redness + ")");
html += "< td class = 'number_cell' style = 'background-color: " + color + "' > ";
html += value ?
(ratio == 1 ? "" : ("x" + ratio.toFixed(2))) + " < span style = 'color: #888;' > (" + value.toFixed(3) + " s.)< / span > " :
"—";
html += "< / td > ";
return html;
}
/* Отношения времени выполнения запроса к лучшему времени по системам:
* номер системы -> номер запуска -> номер запроса -> отношение.
*/
var ratios = [];
function generate_comparison_table() {
ratios = [];
var filtered_results = results.filter(function(x) {
return x.data_size == current_data_size & & current_systems.indexOf(x.system) != -1; });
var html = "";
html += "< table class = 'comparison_table' > ";
html += "< tr > ";
html += "< th > < input id = 'query_checkbox_toggler' type = 'checkbox' checked / > < / th > ";
html += "< th style = 'text-align: left;' > Query< / th > ";
for (var j = 0; j < filtered_results.length ; j + + ) {
html += "< th colspan = '" + current_runs.length + "' > " + filtered_results[j].system +
(filtered_results[j].version ? " (" + filtered_results[j].version + ")" : "") + "< / th > ";
}
html += "< / tr > ";
for (var i = 0; i < queries.length ; i + + ) {
html += "< tr > ";
html += "< td > < input id = 'query_checkbox" + i + "' type = 'checkbox' " +
($('#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 +
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(filtered_results[j].version ? "< br / > (" + filtered_results[j].version.replace(/ /g, ' ') + ")" : "") + "< / 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 + "%;' > < / 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 >
<!-- Yandex.Metrika counter -->
< script src = "https://mc.yandex.ru/metrika/watch.js" type = "text/javascript" > < / script >
< script type = "text/javascript" >
try { var yaCounter18343495 = new Ya.Metrika({id:18343495,
webvisor:true,
clickmap:true,
trackLinks:true,
accurateTrackBounce:true,
2020-01-11 16:42:42 +00:00
trackHash:true});
2020-01-11 15:52:12 +00:00
} catch(e) { }
< / script >
< noscript > < div > < img src = "https://mc.yandex.ru/watch/18343495" style = "position:absolute; left:-9999px;" alt = "" / > < / div > < / noscript >
<!-- /Yandex.Metrika counter -->
< script type = "text/javascript" src = "https://yastatic.net/jquery/3.1.1/jquery.min.js" > < / script >
< 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" / >
< path class = "o" d = "M0,0 h1 v7 h-1 z" / >
< path class = "o" d = "M2,0 h1 v8 h-1 z" / >
< path class = "o" d = "M4,0 h1 v8 h-1 z" / >
< path class = "o" d = "M6,0 h1 v8 h-1 z" / >
< path class = "o" d = "M8,3.25 h1 v1.5 h-1 z" / >
< / svg >
< / a >
< / 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' >
2020-01-14 19:53:37 +00:00
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 / >
2020-01-11 15:53:22 +00:00
Results for Lenovo B580 Laptop are from < b > Ragı < / 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 > Ragı < / 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 / >
2020-01-14 19:53:37 +00:00
Results for Dell R530 are from < b > Yuriy Zolkin< / b > .< br / >
Results for Xeon 2176G are from < b > Sergey Golod< / 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 / >
2020-01-14 10:01:51 +00:00
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 / >
2020-01-11 15:52:12 +00:00
< / div >
< script type = "text/javascript" >
generate_selectors($('#selectors'));
generate_comparison_table();
generate_diagram();
< / script >
< / body >
< / html >
