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8核32G 3节点集群性能测试

最后更新时间:2021-10-26 15:34:22

    本文提供8核32G SSD 200G 3个节点的腾讯云 Elasticsearch Service 集群的性能指标。

    说明:

    数据为官方提供的 geonames,包含11396503条地理位置信息,总大小接近3GB,包含了 text、long、geo 等类型数据,覆盖行列存。

    对比8核32GB SSD 200G 3节点的腾讯云 ES 和社区版本的集群性能指标,腾讯云 ES 各方面性能均有一定优势。主要得益于腾讯云 ES 在底层存储模型优化(时序合并、冷分片持续合并)、查询执行计划优化(高效剪枝、缓存优化)、内置场景模板、自研 JDK、GC 参数调优等方面的优化,详见 内核增强

    geonames/7.10.1/8核32GB

    说明 Metric Unit Task 腾讯云ES 社区版本 差异值(社区版-ES) 差异百分比(差异值/社区版) 效果比较
    写入总耗时 Cumulative indexing time of primary shards min - 14.2567 15.4834 1.2267 7.92%
    GC 总次数、耗时统计 Total Young Gen GC time s - 3.544 17.73 14.186 80.01%
    Total Young Gen GC count - 447 1084 637 58.76%
    Total Old Gen GC time s - 0 0 0 - -
    Total Old Gen GC count - 0 0 0 - -
    存储大小 Store size GB - 2.59725 3.07604 0.47879 15.57%
    堆内存使用量 Heap used for segments MB - 0.534325 0.766575 0.23225 30.30%
    Heap used for doc values MB - 0.0507355 0.0315514 -0.0191841 -60.80%
    Heap used for terms MB - 0.370026 0.601349 0.231323 38.47%
    Heap used for norms MB - 0.0396729 0.0817871 0.0421142 51.49%
    Heap used for points MB - 0 0 0 - -
    Heap used for stored fields MB - 0.0119553 0.0518875 0.0399322 76.96%
    segment 总数量 Segment count - 7 105 98 93.33%
    写入吞吐、耗时统计 Min Throughput docs/s index-append 153730 132776 -20954 -15.78%
    Median Throughput docs/s index-append 159765 142851 -16914 -11.84%
    Max Throughput docs/s index-append 162791 148669 -14122 -9.50%
    50th percentile latency ms index-append 130.877 151.656 20.779 13.70%
    90th percentile latency ms index-append 162.969 187.779 24.81 13.21%
    99th percentile latency ms index-append 181.428 240.11 58.682 24.44%
    100th percentile latency ms index-append 225.98 285.137 59.157 20.75%
    50th percentile service time ms index-append 130.877 151.656 20.779 13.70%
    90th percentile service time ms index-append 162.969 187.779 24.81 13.21%
    99th percentile service time ms index-append 181.428 240.11 58.682 24.44%
    100th percentile service time ms index-append 225.98 285.137 59.157 20.75%
    error rate % index-append 0 0 0 - -
    index 指标统计 Min Throughput ops/s index-stats 90.05 90.05 0 0.00%
    Median Throughput ops/s index-stats 90.06 90.07 0.01 0.01%
    Max Throughput ops/s index-stats 90.12 90.13 0.01 0.01%
    50th percentile latency ms index-stats 2.76736 2.65897 -0.10839 -4.08%
    90th percentile latency ms index-stats 3.58235 3.48937 -0.09298 -2.66%
    99th percentile latency ms index-stats 3.95798 3.89304 -0.06494 -1.67%
    99.9th percentile latency ms index-stats 4.39377 9.07619 4.68242 51.59%
    100th percentile latency ms index-stats 9.00375 18.123 9.11925 50.32%
    50th percentile service time ms index-stats 1.57744 1.45244 -0.125 -8.61%
    90th percentile service time ms index-stats 1.8317 1.66173 -0.16997 -10.23%
    99th percentile service time ms index-stats 2.0752 1.94615 -0.12905 -6.63%
    99.9th percentile service time ms index-stats 2.24891 2.64752 0.39861 15.06%
    100th percentile service time ms index-stats 2.31078 16.5015 14.19072 86.00%
    error rate % index-stats 0 0 0 - -
    node 指标统计 Min Throughput ops/s node-stats 90.06 90.06 0 0.00%
    Median Throughput ops/s node-stats 90.12 90.12 0 0.00%
    Max Throughput ops/s node-stats 90.36 90.39 0.03 0.03%
    50th percentile latency ms node-stats 2.9754 2.93862 -0.03678 -1.25%
    90th percentile latency ms node-stats 4.07929 4.0283 -0.05099 -1.27%
    99th percentile latency ms node-stats 5.0754 4.78946 -0.28594 -5.97%
    99.9th percentile latency ms node-stats 6.53613 17.0702 10.53407 61.71%
    100th percentile latency ms node-stats 6.93454 24.7832 17.84866 72.02%
    50th percentile service time ms node-stats 2.23841 2.17713 -0.06128 -2.81%
    90th percentile service time ms node-stats 2.65367 2.62466 -0.02901 -1.11%
    99th percentile service time ms node-stats 3.92073 3.93043 0.0097 0.25%
    99.9th percentile service time ms node-stats 4.92842 4.48172 -0.4467 -9.97%
    100th percentile service time ms node-stats 5.92757 23.7859 17.85833 75.08%
    error rate % node-stats 0 0 0 - -
    默认查询,所有文档 score 为1(match_all) Min Throughput ops/s default 50.03 50.03 0 0.00%
    Median Throughput ops/s default 50.04 50.04 0 0.00%
    Max Throughput ops/s default 50.08 50.08 0 0.00%
    50th percentile latency ms default 3.53894 3.40291 -0.13603 -4.00%
    90th percentile latency ms default 4.11403 4.57279 0.45876 10.03%
    99th percentile latency ms default 4.92737 5.37426 0.44689 8.32%
    99.9th percentile latency ms default 5.74037 25.897 20.15663 77.83%
    100th percentile latency ms default 7.32557 27.2085 19.88293 73.08%
    50th percentile service time ms default 2.7831 2.67459 -0.10851 -4.06%
    90th percentile service time ms default 3.17322 2.97996 -0.19326 -6.49%
    99th percentile service time ms default 3.77477 3.38794 -0.38683 -11.42%
    99.9th percentile service time ms default 4.19186 25.1729 20.98104 83.35%
    100th percentile service time ms default 6.58243 26.1698 19.58737 74.85%
    error rate % default 0 0 0 - -
    term 条件查询 Min Throughput ops/s term 99.66 100.05 0.39 0.39%
    Median Throughput ops/s term 100.07 100.08 0.01 0.01%
    Max Throughput ops/s term 100.11 100.15 0.04 0.04%
    50th percentile latency ms term 2.83987 2.72933 -0.11054 -4.05%
    90th percentile latency ms term 3.32569 3.16805 -0.15764 -4.98%
    99th percentile latency ms term 3.96055 3.66753 -0.29302 -7.99%
    99.9th percentile latency ms term 4.33961 9.62272 5.28311 54.90%
    100th percentile latency ms term 5.70421 16.4559 10.75169 65.34%
    50th percentile service time ms term 2.08935 2.00258 -0.08677 -4.33%
    90th percentile service time ms term 2.53284 2.24384 -0.289 -12.88%
    99th percentile service time ms term 2.99484 2.64135 -0.35349 -13.38%
    99.9th percentile service time ms term 3.37709 6.10442 2.72733 44.68%
    100th percentile service time ms term 5.24029 15.8044 10.56411 66.84%
    error rate % term 0 0 0 - -
    词组查询(query) Min Throughput ops/s phrase 110.04 110.06 0.02 0.02%
    Median Throughput ops/s phrase 110.08 110.07 -0.01 -0.01%
    Max Throughput ops/s phrase 110.11 110.11 0 0.00%
    50th percentile latency ms phrase 2.74088 2.89197 0.15109 5.22%
    90th percentile latency ms phrase 3.30207 3.39345 0.09138 2.69%
    99th percentile latency ms phrase 4.8127 8.22389 3.41119 41.48%
    99.9th percentile latency ms phrase 5.57204 25.9978 20.42576 78.57%
    100th percentile latency ms phrase 6.54587 27.9116 21.36573 76.55%
    50th percentile service time ms phrase 1.98839 2.18937 0.20098 9.18%
    90th percentile service time ms phrase 2.41365 2.51158 0.09793 3.90%
    99th percentile service time ms phrase 4.00121 3.24254 -0.75867 -23.40%
    99.9th percentile service time ms phrase 4.70793 25.7224 21.01447 81.70%
    100th percentile service time ms phrase 5.67829 27.4831 21.80481 79.34%
    error rate % phrase 0 0 0 - -
    不带缓存的聚合查询(aggregation) Min Throughput ops/s country_agg_uncached 3.6 3.6 0 0.00%
    Median Throughput ops/s country_agg_uncached 3.61 3.61 0 0.00%
    Max Throughput ops/s country_agg_uncached 3.61 3.61 0 0.00%
    50th percentile latency ms country_agg_uncached 130.314 162.61 32.296 19.86%
    90th percentile latency ms country_agg_uncached 147.567 176.4 28.833 16.35%
    99th percentile latency ms country_agg_uncached 165.174 184.368 19.194 10.41%
    100th percentile latency ms country_agg_uncached 174.015 269.972 95.957 35.54%
    50th percentile service time ms country_agg_uncached 129.186 161.723 32.537 20.12%
    90th percentile service time ms country_agg_uncached 146.921 175.819 28.898 16.44%
    99th percentile service time ms country_agg_uncached 164.579 183.7 19.121 10.41%
    100th percentile service time ms country_agg_uncached 172.827 269.339 96.512 35.83%
    error rate % country_agg_uncached 0 0 0 - -
    带缓存的聚合查询(aggregation) Min Throughput ops/s country_agg_cached 100.04 100.03 -0.01 -0.01%
    Median Throughput ops/s country_agg_cached 100.05 100.06 0.01 0.01%
    Max Throughput ops/s country_agg_cached 100.08 100.08 0 0.00%
    50th percentile latency ms country_agg_cached 2.29531 2.10251 -0.1928 -9.17%
    90th percentile latency ms country_agg_cached 3.57418 3.49217 -0.08201 -2.35%
    99th percentile latency ms country_agg_cached 3.91685 3.74707 -0.16978 -4.53%
    99.9th percentile latency ms country_agg_cached 4.19749 4.05757 -0.13992 -3.45%
    100th percentile latency ms country_agg_cached 4.51842 4.63039 0.11197 2.42%
    50th percentile service time ms country_agg_cached 1.57861 1.40612 -0.17249 -12.27%
    90th percentile service time ms country_agg_cached 1.89111 1.58866 -0.30245 -19.04%
    99th percentile service time ms country_agg_cached 2.19488 1.74583 -0.44905 -25.72%
    99.9th percentile service time ms country_agg_cached 3.42563 3.46564 0.04001 1.15%
    100th percentile service time ms country_agg_cached 4.28971 3.97654 -0.31317 -7.88%
    error rate % country_agg_cached 0 0 0 - -
    分页拉取 Min Throughput pages/s scroll 20.04 20.04 0 0.00%
    Median Throughput pages/s scroll 20.05 20.04 -0.01 -0.05%
    Max Throughput pages/s scroll 20.06 20.06 0 0.00%
    50th percentile latency ms scroll 538.421 556.145 17.724 3.19%
    90th percentile latency ms scroll 543.566 573.903 30.337 5.29%
    99th percentile latency ms scroll 582.263 585.602 3.339 0.57%
    100th percentile latency ms scroll 584.75 587.091 2.341 0.40%
    50th percentile service time ms scroll 537.068 554.325 17.257 3.11%
    90th percentile service time ms scroll 542.428 572.308 29.88 5.22%
    99th percentile service time ms scroll 580.372 583.701 3.329 0.57%
    100th percentile service time ms scroll 583.612 584.764 1.152 0.20%
    error rate % scroll 0 0 0 - -
    脚本查询(使用 expression 脚本) Min Throughput ops/s expression 2 2 0 0.00%
    Median Throughput ops/s expression 2 2 0 0.00%
    Max Throughput ops/s expression 2 2 0 0.00%
    50th percentile latency ms expression 265.631 277.403 11.772 4.24%
    90th percentile latency ms expression 287.121 299.5 12.379 4.13%
    99th percentile latency ms expression 311.788 434.462 122.674 28.24%
    100th percentile latency ms expression 391.745 446.275 54.53 12.22%
    50th percentile service time ms expression 264.462 276.536 12.074 4.37%
    90th percentile service time ms expression 285.113 298.434 13.321 4.46%
    99th percentile service time ms expression 310.991 434.014 123.023 28.35%
    100th percentile service time ms expression 390.33 445.661 55.331 12.42%
    error rate % expression 0 0 0 - -
    脚本查询(使用 painless 静态脚本,不动态取字段值) Min Throughput ops/s painless_static 1.5 1.5 0 0.00%
    Median Throughput ops/s painless_static 1.5 1.5 0 0.00%
    Max Throughput ops/s painless_static 1.5 1.5 0 0.00%
    50th percentile latency ms painless_static 337.96 364.636 26.676 7.32%
    90th percentile latency ms painless_static 358.738 383.504 24.766 6.46%
    99th percentile latency ms painless_static 375.017 459.529 84.512 18.39%
    100th percentile latency ms painless_static 395.417 557.708 162.291 29.10%
    50th percentile service time ms painless_static 337.111 363.478 26.367 7.25%
    90th percentile service time ms painless_static 357.771 382.45 24.679 6.45%
    99th percentile service time ms painless_static 374.121 458.343 84.222 18.38%
    100th percentile service time ms painless_static 394.632 556.401 161.769 29.07%
    error rate % painless_static 0 0 0 - -
    脚本查询(使用 painless 静态脚本,动态获取字段值) Min Throughput ops/s painless_dynamic 1.5 1.5 0 0.00%
    Median Throughput ops/s painless_dynamic 1.5 1.5 0 0.00%
    Max Throughput ops/s painless_dynamic 1.5 1.5 0 0.00%
    50th percentile latency ms painless_dynamic 334.684 365.354 30.67 8.39%
    90th percentile latency ms painless_dynamic 354.406 390.406 36 9.22%
    99th percentile latency ms painless_dynamic 377.214 552.417 175.203 31.72%
    100th percentile latency ms painless_dynamic 381.276 554.12 172.844 31.19%
    50th percentile service time ms painless_dynamic 333.654 364.353 30.699 8.43%
    90th percentile service time ms painless_dynamic 353.246 389.419 36.173 9.29%
    99th percentile service time ms painless_dynamic 375.956 551.619 175.663 31.84%
    100th percentile service time ms painless_dynamic 379.75 553.208 173.458 31.35%
    error rate % painless_dynamic 0 0 0 - -
    地理范围查询(基于高斯衰减函数) Min Throughput ops/s decay_geo_gauss_function_score 1 1 0 0.00%
    Median Throughput ops/s decay_geo_gauss_function_score 1 1 0 0.00%
    Max Throughput ops/s decay_geo_gauss_function_score 1 1 0 0.00%
    50th percentile latency ms decay_geo_gauss_function_score 327.972 327.664 -0.308 -0.09%
    90th percentile latency ms decay_geo_gauss_function_score 336.979 344.367 7.388 2.15%
    99th percentile latency ms decay_geo_gauss_function_score 343.562 417.386 73.824 17.69%
    100th percentile latency ms decay_geo_gauss_function_score 344.135 420.996 76.861 18.26%
    50th percentile service time ms decay_geo_gauss_function_score 326.554 326.503 -0.051 -0.02%
    90th percentile service time ms decay_geo_gauss_function_score 336.053 343.32 7.267 2.12%
    99th percentile service time ms decay_geo_gauss_function_score 342.151 416.72 74.569 17.89%
    100th percentile service time ms decay_geo_gauss_function_score 342.843 419.488 76.645 18.27%
    error rate % decay_geo_gauss_function_score 0 0 0 - -
    地理范围查询(基于高斯衰减函数,且脚本动态获取字段值) Min Throughput ops/s decay_geo_gauss_script_score 1 1 0 0.00%
    Median Throughput ops/s decay_geo_gauss_script_score 1 1 0 0.00%
    Max Throughput ops/s decay_geo_gauss_script_score 1 1 0 0.00%
    50th percentile latency ms decay_geo_gauss_script_score 341.152 344.421 3.269 0.95%
    90th percentile latency ms decay_geo_gauss_script_score 349.94 371.575 21.635 5.82%
    99th percentile latency ms decay_geo_gauss_script_score 354.76 420.658 65.898 15.67%
    100th percentile latency ms decay_geo_gauss_script_score 364.169 438.541 74.372 16.96%
    50th percentile service time ms decay_geo_gauss_script_score 339.967 342.961 2.994 0.87%
    90th percentile service time ms decay_geo_gauss_script_score 348.493 370.146 21.653 5.85%
    99th percentile service time ms decay_geo_gauss_script_score 353.559 418.767 65.208 15.57%
    100th percentile service time ms decay_geo_gauss_script_score 362.748 437.195 74.447 17.03%
    error rate % decay_geo_gauss_script_score 0 0 0 - -
    自定义评分函数查询(基于字段值定义函数) Min Throughput ops/s field_value_function_score 1.5 1.5 0 0.00%
    Median Throughput ops/s field_value_function_score 1.5 1.5 0 0.00%
    Max Throughput ops/s field_value_function_score 1.51 1.51 0 0.00%
    50th percentile latency ms field_value_function_score 120.538 129.323 8.785 6.79%
    90th percentile latency ms field_value_function_score 137.702 152.985 15.283 9.99%
    99th percentile latency ms field_value_function_score 147.851 185.772 37.921 20.41%
    100th percentile latency ms field_value_function_score 169.961 186.405 16.444 8.82%
    50th percentile service time ms field_value_function_score 119.159 128.146 8.987 7.01%
    90th percentile service time ms field_value_function_score 136.338 151.555 15.217 10.04%
    99th percentile service time ms field_value_function_score 146.981 184.934 37.953 20.52%
    100th percentile service time ms field_value_function_score 168.964 185.269 16.305 8.80%
    error rate % field_value_function_score 0 0 0 - -
    自定义评分函数查询(通过脚本动态获取字段值计算评分) Min Throughput ops/s field_value_script_score 1.5 1.5 0 0.00%
    Median Throughput ops/s field_value_script_score 1.5 1.5 0 0.00%
    Max Throughput ops/s field_value_script_score 1.51 1.51 0 0.00%
    50th percentile latency ms field_value_script_score 168.069 171.907 3.838 2.23%
    90th percentile latency ms field_value_script_score 178.933 184.467 5.534 3.00%
    99th percentile latency ms field_value_script_score 196.982 200.137 3.155 1.58%
    100th percentile latency ms field_value_script_score 198.722 206.461 7.739 3.75%
    50th percentile service time ms field_value_script_score 166.827 170.653 3.826 2.24%
    90th percentile service time ms field_value_script_score 177.869 183.324 5.455 2.98%
    99th percentile service time ms field_value_script_score 195.586 199.107 3.521 1.77%
    100th percentile service time ms field_value_script_score 197.054 205.323 8.269 4.03%
    error rate % field_value_script_score 0 0 0 - -
    大量 terms 条件查询(query) Min Throughput ops/s large_terms 1.1 1.1 0 0.00%
    Median Throughput ops/s large_terms 1.1 1.1 0 0.00%
    Max Throughput ops/s large_terms 1.1 1.1 0 0.00%
    50th percentile latency ms large_terms 241.322 597.464 356.142 59.61%
    90th percentile latency ms large_terms 252.637 600.941 348.304 57.96%
    99th percentile latency ms large_terms 265.807 749.895 484.088 64.55%
    100th percentile latency ms large_terms 272.611 751.444 478.833 63.72%
    50th percentile service time ms large_terms 233.129 589.829 356.7 60.48%
    90th percentile service time ms large_terms 244.494 593.562 349.068 58.81%
    99th percentile service time ms large_terms 258.894 742.68 483.786 65.14%
    100th percentile service time ms large_terms 264.352 743.9 479.548 64.46%
    error rate % large_terms 0 0 0 - -
    大量 terms 条件过滤查询(query、filter) Min Throughput ops/s large_filtered_terms 1.1 1.1 0 0.00%
    Median Throughput ops/s large_filtered_terms 1.1 1.1 0 0.00%
    Max Throughput ops/s large_filtered_terms 1.1 1.1 0 0.00%
    50th percentile latency ms large_filtered_terms 233.192 596.04 362.848 60.88%
    90th percentile latency ms large_filtered_terms 241.102 604.321 363.219 60.10%
    99th percentile latency ms large_filtered_terms 251.835 717.036 465.201 64.88%
    100th percentile latency ms large_filtered_terms 260.27 749.665 489.395 65.28%
    50th percentile service time ms large_filtered_terms 225.052 588.28 363.228 61.74%
    90th percentile service time ms large_filtered_terms 233.16 595.415 362.255 60.84%
    99th percentile service time ms large_filtered_terms 243.603 708.968 465.365 65.64%
    100th percentile service time ms large_filtered_terms 252.129 741.922 489.793 66.02%
    error rate % large_filtered_terms 0 0 0 - -
    大量条件取反查询(query、must not) Min Throughput ops/s large_prohibited_terms 1.1 1.1 0 0.00%
    Median Throughput ops/s large_prohibited_terms 1.1 1.1 0 0.00%
    Max Throughput ops/s large_prohibited_terms 1.1 1.1 0 0.00%
    50th percentile latency ms large_prohibited_terms 235.179 610.41 375.231 61.47%
    90th percentile latency ms large_prohibited_terms 241.076 631.544 390.468 61.83%
    99th percentile latency ms large_prohibited_terms 255.983 774.92 518.937 66.97%
    100th percentile latency ms large_prohibited_terms 259.046 779.168 520.122 66.75%
    50th percentile service time ms large_prohibited_terms 227.487 603.342 375.855 62.30%
    90th percentile service time ms large_prohibited_terms 233.792 624.55 390.758 62.57%
    99th percentile service time ms large_prohibited_terms 248.53 767.511 518.981 67.62%
    100th percentile service time ms large_prohibited_terms 251.083 771.655 520.572 67.46%
    error rate % large_prohibited_terms 0 0 0 - -
    降序排序查询 Min Throughput ops/s desc_sort_population 1.5 1.5 0 0.00%
    Median Throughput ops/s desc_sort_population 1.51 1.51 0 0.00%
    Max Throughput ops/s desc_sort_population 1.51 1.51 0 0.00%
    50th percentile latency ms desc_sort_population 48.387 56.6622 8.2752 14.60%
    90th percentile latency ms desc_sort_population 63.073 94.9756 31.9026 33.59%
    99th percentile latency ms desc_sort_population 71.7498 97.2611 25.5113 26.23%
    100th percentile latency ms desc_sort_population 83.3593 97.7817 14.4224 14.75%
    50th percentile service time ms desc_sort_population 47.0436 55.1461 8.1025 14.69%
    90th percentile service time ms desc_sort_population 61.3731 93.9102 32.5371 34.65%
    99th percentile service time ms desc_sort_population 70.4811 95.6134 25.1323 26.29%
    100th percentile service time ms desc_sort_population 81.6517 96.009 14.3573 14.95%
    error rate % desc_sort_population 0 0 0 - -
    升序排序查询 Min Throughput ops/s asc_sort_population 1.5 1.5 0 0.00%
    Median Throughput ops/s asc_sort_population 1.51 1.51 0 0.00%
    Max Throughput ops/s asc_sort_population 1.51 1.51 0 0.00%
    50th percentile latency ms asc_sort_population 49.2469 57.9177 8.6708 14.97%
    90th percentile latency ms asc_sort_population 67.5894 76.0044 8.415 11.07%
    99th percentile latency ms asc_sort_population 84.6384 97.5143 12.8759 13.20%
    100th percentile latency ms asc_sort_population 85.8124 97.5606 11.7482 12.04%
    50th percentile service time ms asc_sort_population 47.8438 56.5861 8.7423 15.45%
    90th percentile service time ms asc_sort_population 66.0821 74.7343 8.6522 11.58%
    99th percentile service time ms asc_sort_population 83.6026 96.2868 12.6842 13.17%
    100th percentile service time ms asc_sort_population 84.2175 96.6563 12.4388 12.87%
    error rate % asc_sort_population 0 0 0 - -
    升序排序后 after 跳转查询 Min Throughput ops/s asc_sort_with_after_population 1.5 1.5 0 0.00%
    Median Throughput ops/s asc_sort_with_after_population 1.51 1.51 0 0.00%
    Max Throughput ops/s asc_sort_with_after_population 1.51 1.51 0 0.00%
    50th percentile latency ms asc_sort_with_after_population 99.1943 83.423 -15.7713 -18.91%
    90th percentile latency ms asc_sort_with_after_population 86.0298 98.895 12.8652 13.01%
    99th percentile latency ms asc_sort_with_after_population 102.268 131.329 29.061 22.13%
    100th percentile latency ms asc_sort_with_after_population 106.33 132.25 25.92 19.60%
    50th percentile service time ms asc_sort_with_after_population 68.2272 82.1201 13.8929 16.92%
    90th percentile service time ms asc_sort_with_after_population 84.685 97.2085 12.5235 12.88%
    99th percentile service time ms asc_sort_with_after_population 101.133 130.033 28.9 22.23%
    100th percentile service time ms asc_sort_with_after_population 105.094 131.274 26.18 19.94%
    error rate % asc_sort_with_after_population 0 0 0 - -
    高基字段降序排序查询(基于 DistanceFeatureQuery 快速取 topK) Min Throughput ops/s desc_sort_geonameid 6.02 6.02 0 0.00%
    Median Throughput ops/s desc_sort_geonameid 6.02 6.02 0 0.00%
    Max Throughput ops/s desc_sort_geonameid 6.03 6.03 0 0.00%
    50th percentile latency ms desc_sort_geonameid 5.53008 5.15391 -0.37617 -7.30%
    90th percentile latency ms desc_sort_geonameid 6.20276 6.05507 -0.14769 -2.44%
    99th percentile latency ms desc_sort_geonameid 6.67673 7.41936 0.74263 10.01%
    100th percentile latency ms desc_sort_geonameid 6.95103 24.1732 17.22217 71.24%
    50th percentile service time ms desc_sort_geonameid 4.61231 4.38941 -0.2229 -5.08%
    90th percentile service time ms desc_sort_geonameid 5.45982 5.20354 -0.25628 -4.93%
    99th percentile service time ms desc_sort_geonameid 5.65304 5.75262 0.09958 1.73%
    100th percentile service time ms desc_sort_geonameid 5.65578 23.3192 17.66342 75.75%
    error rate % desc_sort_geonameid 0 0 0 - -
    高基字段降序排序 after 跳转查询 Min Throughput ops/s desc_sort_with_after_geonameid 6.01 6.01 0 0.00%
    Median Throughput ops/s desc_sort_with_after_geonameid 6.02 6.01 -0.01 -0.17%
    Max Throughput ops/s desc_sort_with_after_geonameid 6.02 6.02 0 0.00%
    50th percentile latency ms desc_sort_with_after_geonameid 56.5947 75.9327 19.338 25.47%
    90th percentile latency ms desc_sort_with_after_geonameid 79.6503 88.6273 8.977 10.13%
    99th percentile latency ms desc_sort_with_after_geonameid 87.7773 117.763 29.9857 25.46%
    100th percentile latency ms desc_sort_with_after_geonameid 89.3947 118.003 28.6083 24.24%
    50th percentile service time ms desc_sort_with_after_geonameid 55.4855 75.1241 19.6386 26.14%
    90th percentile service time ms desc_sort_with_after_geonameid 79.2349 87.7269 8.492 9.68%
    99th percentile service time ms desc_sort_with_after_geonameid 87.3803 116.924 29.5437 25.27%
    100th percentile service time ms desc_sort_with_after_geonameid 88.3606 117.768 29.4074 24.97%
    error rate % desc_sort_with_after_geonameid 0 0 0 - -
    高基字段升序排序查询(基于 DistanceFeatureQuery 快速取 topK) Min Throughput ops/s asc_sort_geonameid 6.02 6.02 0 0.00%
    Median Throughput ops/s asc_sort_geonameid 6.02 6.02 0 0.00%
    Max Throughput ops/s asc_sort_geonameid 6.03 6.03 0 0.00%
    50th percentile latency ms asc_sort_geonameid 5.19317 4.49108 -0.70209 -15.63%
    90th percentile latency ms asc_sort_geonameid 5.74438 5.01747 -0.72691 -14.49%
    99th percentile latency ms asc_sort_geonameid 6.22846 5.49664 -0.73182 -13.31%
    100th percentile latency ms asc_sort_geonameid 11.6377 5.53539 -6.10231 -110.24%
    50th percentile service time ms asc_sort_geonameid 4.35586 3.56597 -0.78989 -22.15%
    90th percentile service time ms asc_sort_geonameid 4.92152 3.97107 -0.95045 -23.93%
    99th percentile service time ms asc_sort_geonameid 5.38949 4.33548 -1.05401 -24.31%
    100th percentile service time ms asc_sort_geonameid 10.6436 4.5666 -6.077 -133.07%
    error rate % asc_sort_geonameid 0 0 0 - -
    高基字段升序排序 after 跳转查询 Min Throughput ops/s asc_sort_with_after_geonameid 6.01 6.01 0 0.00%
    Median Throughput ops/s asc_sort_with_after_geonameid 6.02 6.01 -0.01 -0.17%
    Max Throughput ops/s asc_sort_with_after_geonameid 6.02 6.02 0 0.00%
    50th percentile latency ms asc_sort_with_after_geonameid 58.1403 69.5377 11.3974 16.39%
    90th percentile latency ms asc_sort_with_after_geonameid 76.5695 81.7929 5.2234 6.39%
    99th percentile latency ms asc_sort_with_after_geonameid 91.6296 98.1089 6.4793 6.60%
    100th percentile latency ms asc_sort_with_after_geonameid 91.6364 104.363 12.7266 12.19%
    50th percentile service time ms asc_sort_with_after_geonameid 57.1683 68.532 11.3637 16.58%
    90th percentile service time ms asc_sort_with_after_geonameid 75.7573 81.0123 5.255 6.49%
    99th percentile service time ms asc_sort_with_after_geonameid 91.1533 97.807 6.6537 6.80%
    100th percentile service time ms asc_sort_with_after_geonameid 91.3662 103.404 12.0378 11.64%
    error rate % asc_sort_with_after_geonameid 0 0 0 - -
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