ClickHouse/website/benchmark_hardware.html

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<title>Performance Comparison Of ClickHouse On Various Hardware</title>
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"system": "Xeon Gold 6230, 2 sockets, 40 threads",
"time": "2020-01-01 00:00:00",
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2020-01-11 17:25:03 +00:00
{
"system": "Yandex Cloud Cascade Lake, 64 vCPU (32 threads), 128 GB RAM, 400 GB SSD",
"time": "2020-01-11 00:00:00",
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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",
"time": "2020-01-13 00:00:00",
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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",
"time": "2020-01-13 00:00:00",
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2020-01-14 13:28:29 +00:00
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2020-01-13 16:12:52 +00:00
{
2020-01-17 22:49:45 +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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2020-01-17 22:49:45 +00:00
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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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2020-01-14 09:50:46 +00:00
{
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[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",
"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]
]
},
2020-01-15 09:34:21 +00:00
{
"system": "Azure DS3v2 4vcpu 14GB RAM 1TB Standard SSD",
"time": "2020-01-15 00:00:00",
"result":
[
[0.709, 0.004, 0.004],
[1.052, 0.028, 0.025],
[2.075, 0.077, 0.080],
[2.700, 0.104, 0.101],
[2.858, 0.267, 0.259],
[4.058, 0.737, 0.718],
[0.597, 0.038, 0.049],
[0.598, 0.025, 0.024],
[3.786, 1.324, 1.313],
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[2.995, 0.395, 0.395],
[3.279, 0.467, 0.470],
[4.301, 1.674, 1.690],
[6.499, 2.126, 2.132],
[4.774, 1.886, 1.927],
[3.484, 1.872, 1.818],
[7.813, 4.801, 5.006],
[6.032, 3.162, 3.106],
[13.991, 10.573, 10.665],
[2.750, 0.118, 0.101],
[25.608, 1.978, 1.960],
[29.117, 2.297, 2.303],
[53.220, 5.367, 5.325],
[51.767, 2.669, 2.465],
[7.509, 0.890, 0.865],
[3.827, 0.666, 0.653],
[7.574, 0.918, 0.899],
[25.753, 1.904, 1.898],
[21.624, 3.269, 3.192],
[5.454, 4.966, 4.975],
[6.569, 1.870, 1.912],
[14.536, 2.844, 2.863],
[18.908, 16.591, 16.820],
[27.527, 7.790, 7.738],
[27.556, 7.694, 7.695],
[4.168, 3.568, 3.426],
[1.185, 0.307, 0.252],
[0.483, 0.096, 0.093],
[0.519, 0.086, 0.088],
[1.274, 0.525, 0.496],
[1.048, 0.033, 0.034],
[0.379, 0.027, 0.036],
[0.599, 0.010, 0.009]
2020-01-15 09:34:21 +00:00
]
},
{
"system": "Azure DS3v2 4vcpu 14GB RAM 1TB Premium SSD",
"time": "2020-01-15 00:00:00",
"result":
[
[0.047, 0.004, 0.003],
[0.078, 0.023, 0.023],
[0.312, 0.077, 0.077],
[1.202, 0.105, 0.103],
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[1.896, 0.751, 0.726],
[0.122, 0.041, 0.038],
[0.095, 0.028, 0.025],
[1.848, 1.304, 1.375],
[2.104, 1.534, 1.535],
[1.298, 0.394, 0.397],
[1.363, 0.469, 0.479],
[2.296, 1.728, 1.650],
[3.540, 2.320, 2.177],
[2.542, 1.863, 1.847],
[2.047, 1.861, 1.873],
[5.203, 4.830, 4.882],
[3.466, 3.131, 3.197],
[10.795, 10.396, 10.516],
[1.244, 0.111, 0.105],
[13.163, 2.019, 1.932],
[14.969, 2.346, 2.340],
[27.664, 5.259, 5.309],
[26.819, 2.589, 2.464],
[3.795, 0.902, 0.866],
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[3.822, 0.919, 0.903],
[13.173, 1.916, 1.886],
[11.168, 3.253, 3.214],
[5.126, 5.290, 4.982],
[3.465, 1.866, 1.875],
[7.902, 3.009, 2.803],
[17.132, 17.154, 17.387],
[15.132, 7.755, 7.678],
[15.054, 7.779, 8.068],
[3.598, 3.590, 3.501],
[0.483, 0.279, 0.263],
[0.183, 0.094, 0.095],
[0.174, 0.084, 0.096],
[0.693, 0.480, 0.503],
[0.237, 0.038, 0.031],
[0.108, 0.029, 0.028],
[0.096, 0.010, 0.009]
2020-01-15 09:34:21 +00:00
]
},
2020-01-15 13:17:14 +00:00
{
"system": "AWS i3.8xlarge 32vCPU 244GiB 4x1900 NVMe SSD",
"time": "2020-01-15 00:00:00",
"result":
[
[0.009, 0.002, 0.002],
[0.053, 0.040, 0.021],
[0.043, 0.028, 0.027],
[0.109, 0.036, 0.035],
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[0.524, 0.460, 0.445],
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[0.186, 0.142, 0.140],
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[0.642, 0.590, 0.588],
[1.723, 1.564, 1.557],
[1.027, 0.925, 0.909],
[3.618, 3.432, 3.411],
[0.123, 0.037, 0.049],
[1.318, 0.587, 0.570],
[1.368, 0.655, 0.646],
[2.847, 1.518, 1.495],
[2.431, 0.812, 0.764],
[0.366, 0.213, 0.193],
[0.237, 0.167, 0.158],
[0.374, 0.204, 0.211],
[1.310, 0.590, 0.597],
[1.260, 0.877, 0.870],
[1.966, 1.952, 1.967],
[0.692, 0.571, 0.566],
[1.080, 0.823, 0.827],
[5.017, 4.816, 4.843],
[3.072, 2.661, 2.726],
[3.006, 2.711, 2.688],
[1.071, 0.999, 1.024],
[0.231, 0.221, 0.221],
[0.094, 0.090, 0.086],
[0.093, 0.085, 0.075],
[0.488, 0.432, 0.451],
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[0.030, 0.023, 0.022],
[0.012, 0.007, 0.007]
]
},
{
"system": "AWS m5d.24xlarge 96vCPU 384GiB 4x900 NVMe SSD",
"time": "2020-01-15 00:00:00",
"result":
[
[0.012, 0.002, 0.002],
[0.061, 0.017, 0.008],
[0.043, 0.014, 0.014],
[0.160, 0.017, 0.016],
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[0.300, 0.120, 0.118],
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[0.256, 0.081, 0.091],
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[1.445, 0.332, 0.332],
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[2.800, 2.452, 2.389],
[2.159, 1.134, 1.181],
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[0.121, 0.063, 0.064],
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[0.016, 0.006, 0.006]
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},
{
"system": "AWS i3en.24xlarge 96vCPU 768GiB 8x7500 NVMe SSD",
"time": "2020-01-15 00:00:00",
"result":
[
[0.010, 0.002, 0.002],
[0.067, 0.009, 0.009],
[0.040, 0.014, 0.013],
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[3.668, 0.636, 0.669],
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[0.050, 0.028, 0.027],
[0.038, 0.022, 0.021],
[0.012, 0.006, 0.007]
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},
2020-01-17 12:54:43 +00:00
{
2020-01-17 12:55:26 +00:00
"system": "Huawei TaiShan 2280 v2 (AArch64) 64 core (2-die), one physical HDD",
2020-01-17 12:54:43 +00:00
"time": "2020-01-15 00:00:00",
"result":
[
[0.356, 0.002, 0.002],
[0.333, 0.018, 0.017],
[0.608, 0.021, 0.021],
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[45.958, 8.735, 1.363],
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[16.496, 0.792, 0.787],
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[4.827, 0.471, 0.466],
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[5.246, 4.741, 4.676],
[20.496, 2.676, 2.628],
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[1.696, 0.701, 0.724],
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[0.333, 0.023, 0.022],
[0.340, 0.007, 0.007]
]
},
2020-01-17 21:13:37 +00:00
{
"system": "AWS m5ad.24xlarge 96vCPU 384GiB 4x900 NVMe SSD, AMD EPYC 7000 series 2.5 GHz",
"time": "2020-01-17 00:00:00",
"result":
[
[0.013, 0.002, 0.002],
[0.055, 0.020, 0.025],
[0.054, 0.027, 0.026],
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[0.325, 0.171, 0.166],
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[0.025, 0.017, 0.018],
[0.353, 0.253, 0.253],
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[0.251, 0.130, 0.114],
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[0.468, 0.336, 0.329],
[0.390, 0.333, 0.411],
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[0.160, 0.048, 0.036],
[1.638, 0.334, 0.312],
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[3.673, 1.122, 1.078],
[3.808, 0.912, 0.494],
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[1.648, 0.544, 0.469],
[1.418, 0.583, 0.624],
[0.966, 1.231, 0.999],
[0.539, 0.311, 0.370],
[1.159, 0.712, 0.716],
[3.755, 2.772, 2.973],
[2.748, 2.033, 2.242],
[2.842, 2.150, 2.019],
[0.784, 0.616, 0.641],
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[0.106, 0.086, 0.093],
[0.117, 0.073, 0.075],
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[0.050, 0.036, 0.034],
[0.043, 0.023, 0.027],
[0.013, 0.008, 0.007]
]
},
2020-01-17 22:46:47 +00:00
{
"system": "Lenovo Thinkpad X1 Carbon 6th Gen i7-8550U CPU @ 1.80GHz 4 threads, 16 GiB",
"time": "2020-01-18 00:00:00",
"result":
[
[0.006, 0.002, 0.002],
[0.031, 0.019, 0.020],
[0.082, 0.078, 0.080],
[0.157, 0.093, 0.092],
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[0.601, 0.513, 0.513],
[0.038, 0.045, 0.041],
[0.023, 0.018, 0.018],
[1.394, 1.378, 1.323],
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[0.406, 0.328, 0.327],
[0.468, 0.414, 0.397],
[1.846, 1.753, 1.737],
[2.492, 2.423, 2.404],
[2.136, 2.064, 2.078],
[2.038, 1.971, 1.971],
[5.794, 5.679, 5.708],
[3.430, 3.498, 3.356],
[11.946, 11.738, 11.700],
[0.158, 0.105, 0.091],
[2.151, 1.551, 1.593],
[2.581, 1.990, 1.985],
[6.101, 5.390, 5.320],
[3.528, 2.341, 2.322],
[0.772, 0.699, 0.701],
[0.606, 0.583, 0.587],
[0.877, 0.723, 0.728],
[2.398, 1.916, 1.924],
[3.634, 3.272, 3.247],
[4.102, 4.082, 4.078],
[1.885, 1.784, 1.741],
[2.994, 2.691, 2.707],
[19.060, 18.852, 18.929],
[8.745, 8.476, 8.553],
[8.685, 8.406, 8.946],
[3.416, 3.426, 3.397],
[0.238, 0.234, 0.210],
[0.080, 0.071, 0.072],
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[0.034, 0.030, 0.029],
[0.025, 0.021, 0.021],
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]
},
{
"system": "E5645 @ 2.40GHz, 2 sockets, 12 threads, 96 GiB, 14 x 2TB HDD RAID-10",
"time": "2020-01-18 00:00:00",
"result":
[
[0.061, 0.003, 0.003],
[0.203, 0.026, 0.019],
[0.231, 0.056, 0.060],
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[0.461, 0.081, 0.116],
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[11.468, 1.932, 1.712],
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},
{
"system": "AMD EPYC 7402P 2.8 GHz, 128 GB DDR4, SSD RAID1 2×1920 GB SSD (INTEL SSDSC2KB019T7)",
"time": "2020-01-26 00:00:00",
"result":
[
[0.014, 0.002, 0.002],
[0.031, 0.014, 0.010],
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},
{
"system": "AMD EPYC 7402P 2.8 GHz, 128 GB DDR4, HDD RAID1 2×8000 GB HDD (TOSHIBA MG06ACA800E)",
"time": "2020-01-26 00:00:00",
"result":
[
[0.149, 0.002, 0.002],
[0.263, 0.012, 0.011],
[0.631, 0.017, 0.016],
[1.829, 0.023, 0.020],
[2.073, 0.078, 0.076],
[2.981, 0.176, 0.138],
[0.204, 0.022, 0.012],
[0.195, 0.011, 0.011],
[2.652, 0.195, 0.193],
[2.949, 0.226, 0.218],
[2.124, 0.101, 0.099],
[2.369, 0.106, 0.102],
[2.978, 0.254, 0.248],
[4.546, 0.328, 0.321],
[3.391, 0.298, 0.297],
[2.211, 0.269, 0.268],
[4.889, 0.850, 0.842],
[4.627, 0.514, 0.505],
[8.805, 1.506, 1.432],
[1.979, 0.034, 0.044],
[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]
]
},
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{
"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]
]
},
];
</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',
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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 {
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var state = JSON.parse(decodeURIComponent(window.location.hash.substring(1)));
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current_systems = state[0];
current_runs = state[1];
} catch (e) {}
function update_hash() {
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window.location.hash = JSON.stringify([ current_systems, current_runs ]);
}
function generate_selectors(elem) {
var html = "<p id='systems_selector'>Compare: ";
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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;
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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") ? $(elem).attr("data-run-id") : null }).filter(function(x) { return x; });
update_hash();
generate_selectors(elem);
generate_comparison_table();
generate_diagram();
});
};
function format_number_cell(value, ratio) {
var html = "";
var redness = (ratio - 1) / ratio;
var blackness = ratio < 10 ? 0 : ((ratio - 10) / ratio / 2);
var color = !value ? "#FFF" :
ratio == 1 ?
("rgba(0, 255, 0, 1)") :
("rgba(" + ~~(255 * (1 - blackness)) + ", 0, 0, " + redness + ")");
html += "<td class='number_cell' style='background-color: " + color + "'>";
html += value ?
(ratio == 1 ? "" : ("x" + ratio.toFixed(2))) + "&nbsp;<span style='color: #888;'>(" + value.toFixed(3) + "&nbsp;s.)</span>" :
"—";
html += "</td>";
return html;
}
/* Отношения времени выполнения запроса к лучшему времени по системам:
* номер системы -> номер запуска -> номер запроса -> отношение.
*/
var ratios = [];
function generate_comparison_table() {
ratios = [];
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var filtered_results = results.filter(function(x) { return current_systems.indexOf(x.system) != -1; });
var html = "";
html += "<table class='comparison_table'>";
html += "<tr>";
html += "<th><input id='query_checkbox_toggler' type='checkbox' checked /></th>";
html += "<th style='text-align: left;'>Query</th>";
for (var j = 0; j < filtered_results.length; j++) {
html += "<th colspan='" + current_runs.length + "'>" + filtered_results[j].system +
(filtered_results[j].version ? " (" + filtered_results[j].version + ")" : "") + "</th>";
}
html += "</tr>";
for (var i = 0; i < queries.length; i++) {
html += "<tr>";
html += "<td><input id='query_checkbox" + i + "' type='checkbox' " +
($('#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;
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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);
$("#absolute_totals" + j).attr("data-ratio", total_ratio).html("x" + total_ratio.toFixed(2));
}
}
function generate_diagram() {
var html = "";
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var filtered_results = results.filter(function(x) { return current_systems.indexOf(x.system) != -1; });
var max_ratio = 1;
var min_ratio = 0;
var max_total_ratio = 1;
var min_total_ratio = 0;
for (var j = 0; j < filtered_results.length; j++) {
for (var current_run_idx = 0; current_run_idx < current_runs.length; current_run_idx++) {
var k = current_runs[current_run_idx];
var ratio = +$("#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 = +$("#absolute_totals" + j).attr("data-ratio");
if (total_ratio > max_total_ratio) {
max_total_ratio = total_ratio;
}
if (!min_total_ratio || total_ratio < min_total_ratio) {
min_total_ratio = total_ratio;
}
}
html += "<table style='width: 100%'>";
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var table_rows = [];
for (var j = 0; j < filtered_results.length; j++) {
var total_ratio = +$("#absolute_totals" + j).attr("data-ratio");
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var table_row = "";
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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>";
2020-01-14 20:03:48 +00:00
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);
}
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table_row += "<div class='bar' style='width: " + percents + "%;'>&nbsp;</div>";
}
2020-01-14 20:03:48 +00:00
table_row += "</td>";
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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 });
}
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<h1 class='title'>Performance Comparison Of ClickHouse On Various Hardware</h1>
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<h2>Relative query processing time (lower is better):</h2>
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<h2>Full results:</h2>
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2020-01-30 10:42:11 +00:00
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/>
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/>
Results for Dell R530 are from <b>Yuriy Zolkin</b>.<br/>
Results for Xeon 2176G are from <b>Sergey Golod</b>.<br/>
2020-01-15 09:34:21 +00:00
Results for Azure DS3v2 are from <b>Boris Granveaud</b>.<br/>
2020-01-15 13:17:14 +00:00
Results for AWS are from <b>Wolf Kreuzerkrieg</b>.<br/>
2020-01-17 12:54:43 +00:00
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/>
2020-01-17 22:49:45 +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/>
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