ClickHouse/website/benchmark_hardware.html
2020-03-05 21:57:10 +03:00

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<title>Performance Comparison Of ClickHouse On Various Hardware</title>
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[18.744, 0.315, 0.248],
[22.946, 0.301, 0.276],
[41.584, 0.703, 0.692],
[42.963, 0.392, 0.335],
[5.992, 0.130, 0.096],
[3.050, 0.096, 0.085],
[6.390, 0.115, 0.101],
[20.038, 0.319, 0.296],
[17.610, 0.408, 0.396],
[1.187, 1.056, 1.055],
[5.134, 0.254, 0.249],
[10.690, 0.348, 0.341],
[9.296, 2.190, 2.149],
[20.999, 1.258, 1.258],
[22.020, 1.256, 1.254],
[1.715, 0.400, 0.390],
[0.403, 0.169, 0.164],
[0.147, 0.069, 0.069],
[0.137, 0.063, 0.062],
[0.568, 0.344, 0.359],
[0.152, 0.027, 0.021],
[0.076, 0.018, 0.017],
[0.021, 0.006, 0.006]
]
},
{
"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":
[
[0.005, 0.001, 0.001],
[0.025, 0.015, 0.016],
[0.085, 0.039, 0.034],
[0.302, 0.052, 0.057],
[0.313, 0.137, 0.136],
[0.639, 0.426, 0.434],
[0.036, 0.027, 0.027],
[0.021, 0.014, 0.014],
[0.871, 0.707, 0.707],
[1.060, 0.812, 0.811],
[0.521, 0.285, 0.290],
[0.548, 0.331, 0.339],
[1.358, 0.987, 0.983],
[1.832, 1.317, 1.326],
[1.464, 1.165, 1.134],
[1.311, 1.115, 1.111],
[3.426, 3.060, 3.069],
[2.113, 1.832, 1.849],
[7.000, 6.235, 6.309],
[0.293, 0.067, 0.074],
[3.325, 1.062, 1.030],
[3.765, 1.296, 1.311],
[7.438, 2.870, 2.831],
[7.820, 1.318, 1.277],
[1.139, 0.412, 0.405],
[0.704, 0.372, 0.362],
[1.154, 0.428, 0.427],
[3.557, 1.103, 1.060],
[3.249, 1.680, 1.666],
[2.411, 2.364, 2.312],
[1.365, 0.993, 1.003],
[2.696, 1.535, 1.523],
[9.226, 8.948, 8.734],
[6.053, 4.337, 4.321],
[6.020, 4.341, 4.300],
[1.919, 1.790, 1.759],
[0.220, 0.160, 0.161],
[0.085, 0.067, 0.061],
[0.116, 0.061, 0.061],
[0.431, 0.335, 0.320],
[0.050, 0.037, 0.025],
[0.083, 0.016, 0.019],
[0.029, 0.006, 0.006]
]
},
{
"system": "Selectel Cloud, 16 vCPU, 32 GB RAM, 'fast disk'",
"time": "2020-01-26 00:00:00",
"result":
[
[0.017, 0.002, 0.002],
[0.047, 0.011, 0.012],
[0.070, 0.024, 0.024],
[0.350, 0.033, 0.031],
[0.353, 0.087, 0.091],
[0.623, 0.233, 0.226],
[0.040, 0.018, 0.019],
[0.021, 0.011, 0.011],
[0.628, 0.420, 0.415],
[0.725, 0.466, 0.468],
[0.389, 0.152, 0.151],
[0.416, 0.181, 0.172],
[0.819, 0.481, 0.495],
[1.332, 0.714, 0.719],
[1.044, 0.853, 0.796],
[0.865, 0.827, 0.846],
[2.010, 1.816, 1.798],
[1.097, 0.940, 0.927],
[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],
[4.093, 0.855, 0.801],
[1.428, 1.378, 1.300],
[1.299, 0.649, 0.646],
[2.921, 0.835, 0.809],
[5.717, 5.883, 6.368],
[5.655, 2.715, 2.666],
[5.943, 3.008, 2.795],
[1.091, 1.011, 1.089],
[0.264, 0.212, 0.221],
[0.097, 0.085, 0.081],
[0.083, 0.081, 0.075],
[0.498, 0.531, 0.446],
[0.063, 0.031, 0.033],
[0.029, 0.022, 0.022],
[0.006, 0.006, 0.005],
]
},
{
"system": "Selectel Cloud, 16 vCPU, 32 GB RAM, 'basic disk'",
"time": "2020-01-26 00:00:00",
"result":
[
[0.142, 0.002, 0.002],
[0.090, 0.014, 0.013],
[0.478, 0.023, 0.023],
[2.305, 0.032, 0.032],
[2.371, 0.090, 0.087],
[3.377, 0.228, 0.224],
[0.080, 0.020, 0.017],
[0.034, 0.009, 0.009],
[3.210, 0.425, 0.414],
[3.389, 0.471, 0.459],
[2.446, 0.157, 0.152],
[2.331, 0.187, 0.177],
[3.826, 0.503, 0.505],
[5.749, 0.725, 0.701],
[4.521, 0.752, 0.705],
[2.345, 0.572, 0.588],
[6.360, 1.697, 1.512],
[5.928, 0.949, 0.908],
[11.325, 3.598, 3.829],
[6.485, 0.126, 0.033],
[24.494, 0.550, 0.519],
[27.711, 0.615, 0.594],
[52.599, 1.455, 1.435],
[50.820, 1.001, 0.648],
[6.933, 0.206, 0.203],
[3.278, 0.177, 0.172],
[7.082, 0.216, 0.206],
[24.399, 0.564, 0.541],
[20.916, 0.812, 0.801],
[1.574, 1.323, 1.358],
[6.717, 0.558, 0.550],
[13.772, 0.830, 0.801],
[12.547, 5.084, 4.637],
[25.178, 2.601, 2.337],
[25.118, 2.460, 2.432],
[1.626, 0.901, 0.895],
[0.286, 0.206, 0.209],
[0.130, 0.081, 0.083],
[0.220, 0.075, 0.076],
[6.502, 0.495, 0.520],
[0.223, 0.024, 0.024],
[0.045, 0.028, 0.030],
[0.006, 0.005, 0.004]
]
},
{
"system": "Selectel Cloud, 16 vCPU, 32 GB RAM, 'universal disk'",
"time": "2020-01-26 00:00:00",
"result":
[
[0.016, 0.002, 0.002],
[0.055, 0.023, 0.009],
[0.252, 0.020, 0.019],
[1.337, 0.038, 0.031],
[1.342, 0.088, 0.086],
[2.192, 0.241, 0.222],
[0.047, 0.017, 0.016],
[0.017, 0.009, 0.009],
[1.946, 0.410, 0.412],
[2.262, 0.454, 0.455],
[1.427, 0.158, 0.150],
[1.487, 0.181, 0.172],
[2.327, 0.481, 0.464],
[3.794, 0.657, 0.633],
[2.582, 0.596, 0.602],
[1.708, 0.673, 0.670],
[4.431, 1.545, 1.622],
[3.661, 0.890, 0.871],
[7.950, 3.954, 3.844],
[1.327, 0.055, 0.031],
[16.200, 0.538, 0.523],
[18.455, 0.613, 0.599],
[34.059, 1.428, 1.436],
[31.534, 0.713, 0.653],
[4.576, 0.205, 0.201],
[2.155, 0.177, 0.172],
[4.574, 0.208, 0.206],
[16.201, 0.554, 0.534],
[13.787, 0.840, 0.809],
[1.443, 1.408, 1.331],
[3.815, 0.561, 0.536],
[8.831, 0.778, 0.761],
[9.031, 4.476, 4.428],
[16.938, 2.347, 2.287],
[17.093, 2.722, 2.257],
[1.133, 0.897, 0.888],
[0.240, 0.207, 0.202],
[0.101, 0.083, 0.082],
[0.086, 0.075, 0.074],
[0.467, 0.450, 0.440],
[0.060, 0.028, 0.024],
[0.028, 0.020, 0.020],
[0.006, 0.005, 0.005]
]
},
{
"system": "AWS a1.4xlarge (Graviton) 16 vCPU, 2.3 GHz, 32 GiB RAM, EBS",
"time": "2020-02-13 00:00:00",
"result":
[
[0.012, 0.003, 0.003],
[0.073, 0.031, 0.031],
[0.098, 0.053, 0.053],
[0.209, 0.139, 0.141],
[0.251, 0.200, 0.202],
[0.662, 0.439, 0.436],
[0.062, 0.041, 0.041],
[0.040, 0.033, 0.032],
[3.379, 0.720, 0.722],
[0.934, 0.847, 0.845],
[0.436, 0.379, 0.377],
[0.500, 0.417, 0.430],
[1.536, 1.381, 1.373],
[1.956, 1.832, 1.855],
[1.527, 1.458, 1.466],
[1.613, 1.576, 1.581],
[3.644, 3.490, 3.530],
[2.143, 1.982, 1.965],
[7.808, 7.617, 7.764],
[0.390, 0.179, 0.168],
[8.797, 2.308, 2.257],
[10.138, 2.533, 2.517],
[19.626, 5.738, 5.707],
[20.183, 2.195, 2.156],
[1.841, 0.577, 0.578],
[0.535, 0.479, 0.476],
[1.830, 0.578, 0.577],
[8.786, 2.521, 2.524],
[7.364, 2.941, 2.926],
[3.373, 3.186, 3.203],
[1.641, 1.213, 1.209],
[4.890, 1.964, 1.913],
[10.442, 10.410, 10.427],
[11.183, 7.431, 7.402],
[11.175, 7.460, 7.487],
[2.317, 2.232, 2.221],
[0.473, 0.406, 0.418],
[0.201, 0.187, 0.183],
[0.193, 0.144, 0.160],
[0.901, 0.811, 0.836],
[0.090, 0.046, 0.041],
[0.053, 0.032, 0.033],
[0.015, 0.012, 0.012]
]
},
{
"system": "ProLiant DL380 G7, 12Gb RAM, 2x Xeon X5675 3.07GHz, 8x300GB SAS soft RAID5",
"time": "2020-02-18 00:00:00",
"result":
[
[0.041, 0.005, 0.005],
[0.084, 0.020, 0.019],
[0.403, 0.046, 0.043],
[0.190, 0.081, 0.082],
[0.192, 0.127, 0.131],
[0.388, 0.324, 0.309],
[0.078, 0.028, 0.038],
[0.055, 0.019, 0.019],
[0.677, 0.614, 0.604],
[0.808, 0.706, 0.727],
[0.282, 0.190, 0.181],
[0.312, 0.223, 0.229],
[0.997, 0.895, 0.891],
[1.167, 1.155, 1.115],
[1.155, 1.088, 1.143],
[1.119, 1.090, 1.109],
[3.451, 3.222, 3.153],
[1.743, 1.770, 1.655],
[9.346, 6.206, 6.436],
[0.352, 0.108, 0.105],
[2.985, 0.993, 0.976],
[3.594, 1.211, 1.195],
[6.626, 2.829, 2.800],
[10.086, 1.331, 1.318],
[1.072, 0.348, 0.332],
[0.535, 0.298, 0.269],
[1.046, 0.362, 0.334],
[3.487, 1.221, 1.165],
[2.718, 1.742, 1.719],
[3.200, 3.158, 3.116],
[1.346, 0.901, 0.917],
[2.336, 1.285, 1.285],
[8.876, 64.491, 123.728],
[10.200, 5.127, 4.743],
[5.196, 4.783, 4.659],
[1.628, 1.544, 1.527],
[0.476, 0.296, 0.285],
[0.172, 0.127, 0.097],
[0.170, 0.078, 0.083],
[0.670, 0.529, 0.511],
[0.181, 0.065, 0.039],
[0.123, 0.029, 0.033],
[0.045, 0.011, 0.011]
]
},
{
"system": "ProLiant DL380 G7, 12Gb RAM, 1x Xeon X5675 3.07GHz, 8x300GB SAS Soft RAID5",
"time": "2020-02-18 00:00:00",
"result":
[
[0.048, 0.005, 0.005],
[0.092, 0.026, 0.026],
[0.167, 0.067, 0.073],
[0.200, 0.117, 0.116],
[0.263, 0.185, 0.203],
[0.587, 0.586, 0.586],
[0.094, 0.043, 0.043],
[0.067, 0.025, 0.026],
[1.371, 1.299, 1.298],
[1.638, 1.546, 1.548],
[0.441, 0.341, 0.337],
[0.482, 0.405, 0.385],
[2.682, 2.680, 2.630],
[3.189, 3.207, 3.167],
[2.634, 2.525, 2.556],
[3.181, 3.200, 3.213],
[7.793, 7.714, 7.768],
[3.802, 3.819, 3.960],
[19.101, 16.177, 15.840],
[0.320, 0.153, 0.134],
[3.108, 2.188, 2.115],
[4.515, 3.139, 3.069],
[7.712, 6.856, 6.906],
[11.063, 2.630, 2.567],
[1.015, 0.739, 0.723],
[0.738, 0.644, 0.623],
[1.048, 0.717, 0.736],
[3.371, 2.905, 2.903],
[4.772, 4.539, 4.518],
[11.700, 11.656, 11.589],
[2.217, 2.083, 2.072],
[4.329, 4.153, 3.889],
[21.212, 21.887, 21.417],
[12.816, 12.501, 12.664],
[13.192, 12.624, 12.820],
[5.454, 5.447, 5.462],
[0.376, 0.280, 0.288],
[0.152, 0.097, 0.113],
[0.171, 0.093, 0.100],
[0.594, 0.484, 0.464],
[0.129, 0.043, 0.036],
[0.098, 0.027, 0.045],
[0.033, 0.025, 0.011]
]
},
{
"system": "AMD EPYC 7502P / 128G DDR4 / 2NVME SAMSUNG MZQLB960HAJR",
"time": "2020-03-05 00:00:00",
"result":
[
[0.012, 0.019, 0.009],
[0.042, 0.026, 0.038],
[0.026, 0.032, 0.017],
[0.058, 0.025, 0.027],
[0.095, 0.080, 0.087],
[0.143, 0.125, 0.124],
[0.018, 0.010, 0.016],
[0.013, 0.012, 0.013],
[0.201, 0.182, 0.182],
[0.228, 0.204, 0.204],
[0.093, 0.078, 0.077],
[0.100, 0.080, 0.081],
[0.241, 0.222, 0.218],
[0.291, 0.265, 0.270],
[0.268, 0.254, 0.256],
[0.255, 0.241, 0.242],
[0.623, 0.593, 0.599],
[0.373, 0.343, 0.339],
[1.354, 1.318, 1.311],
[0.054, 0.020, 0.022],
[0.495, 0.247, 0.242],
[0.520, 0.258, 0.248],
[0.957, 0.646, 0.652],
[null, null, null],
[0.149, 0.105, 0.099],
[0.091, 0.070, 0.069],
[0.150, 0.096, 0.094],
[0.499, 0.315, 0.309],
[0.437, 0.354, 0.357],
[1.002, 0.996, 0.991],
[0.234, 0.205, 0.207],
[0.380, 0.305, 0.305],
[1.733, 1.651, 1.655],
[1.230, 1.134, 1.132],
[1.217, 1.130, 1.114],
[0.396, 0.385, 0.383],
[0.156, 0.148, 0.160],
[0.065, 0.062, 0.063],
[0.057, 0.052, 0.052],
[0.368, 0.342, 0.336],
[0.030, 0.025, 0.027],
[0.022, 0.017, 0.019],
[0.005, 0.004, 0.004]
]
},
];
</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>";
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function(x, i) {
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function(acc, cur) { return acc * cur; },
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<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/>
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>
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