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4核16G 3节点集群性能测试

最后更新时间:2021-09-24 16:46:21

    本文提供4核16G 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4核16GB 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/7.10.1/4核16GB

    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 - 16.3633 17.8173 1.454 8.16%
    GC 总次数、耗时统计 Total Young Gen GC time s - 6.26 68.454 62.194 90.86%
    Total Young Gen GC count - 892 4163 3271 78.57%
    Total Old Gen GC time s - 0 0 0 - -
    Total Old Gen GC count - 0 0 0 - -
    存储大小 Store size GB - 2.51866 2.93883 0.42017 14.30%
    堆内存使用量 Heap used for segments MB - 0.803783 0.709301 -0.094482 -13.32%
    Heap used for doc values MB - 0.0284767 0.0218697 -0.006607 -30.21%
    Heap used for terms MB - 0.655075 0.562836 -0.092239 -16.39%
    Heap used for norms MB - 0.0732422 0.0765991 0.0033569 4.38%
    Heap used for points MB - 0 0 0 - -
    Heap used for stored fields MB - 0.0469894 0.0479965 0.0010071 2.10%
    segment 总数量 Segment count - 6 97 91 93.81%
    写入吞吐、耗时统计 Min Throughput docs/s index-append 89331.9 80608.3 -8723.6 -10.82%
    Median Throughput docs/s index-append 90268.8 82576.8 -7692 -9.31%
    Max Throughput docs/s index-append 90516.1 84030.5 -6485.6 -7.72%
    50th percentile latency ms index-append 233.258 305.781 72.523 23.72%
    90th percentile latency ms index-append 314.558 354.166 39.608 11.18%
    99th percentile latency ms index-append 341.303 403.776 62.473 15.47%
    100th percentile latency ms index-append 354.657 428.363 73.706 17.21%
    50th percentile service time ms index-append 233.258 305.781 72.523 23.72%
    90th percentile service time ms index-append 314.558 354.166 39.608 11.18%
    99th percentile service time ms index-append 341.303 403.776 62.473 15.47%
    100th percentile service time ms index-append 354.657 428.363 73.706 17.21%
    error rate % index-append 0 0 0 - -
    index 指标统计 Min Throughput ops/s index-stats 90.04 90.05 0.01 0.01%
    Median Throughput ops/s index-stats 90.07 90.07 0 0.00%
    Max Throughput ops/s index-stats 90.14 90.13 -0.01 -0.01%
    50th percentile latency ms index-stats 2.91003 3.07875 0.16872 5.48%
    90th percentile latency ms index-stats 3.82882 4.27689 0.44807 10.48%
    99th percentile latency ms index-stats 4.2378 4.75335 0.51555 10.85%
    99.9th percentile latency ms index-stats 4.34459 9.2331 4.88851 52.95%
    100th percentile latency ms index-stats 8.22393 17.3644 9.14047 52.64%
    50th percentile service time ms index-stats 1.78268 2.17806 0.39538 18.15%
    90th percentile service time ms index-stats 2.07484 2.5508 0.47596 18.66%
    99th percentile service time ms index-stats 2.43121 2.94067 0.50946 17.32%
    99.9th percentile service time ms index-stats 3.09198 3.50368 0.4117 11.75%
    100th percentile service time ms index-stats 7.29974 15.5761 8.27636 53.13%
    error rate % index-stats 0 0 0 - -
    node 指标统计 Min Throughput ops/s node-stats 90.06 90.05 -0.01 -0.01%
    Median Throughput ops/s node-stats 90.09 90.09 0 0.00%
    Max Throughput ops/s node-stats 90.34 90.33 -0.01 -0.01%
    50th percentile latency ms node-stats 3.17223 3.60429 0.43206 11.99%
    90th percentile latency ms node-stats 3.70681 4.1719 0.46509 11.15%
    99th percentile latency ms node-stats 5.01334 5.7717 0.75836 13.14%
    99.9th percentile latency ms node-stats 6.75018 7.29828 0.5481 7.51%
    100th percentile latency ms node-stats 7.98905 8.64352 0.65447 7.57%
    50th percentile service time ms node-stats 2.43876 2.80255 0.36379 12.98%
    90th percentile service time ms node-stats 2.78272 3.25325 0.47053 14.46%
    99th percentile service time ms node-stats 4.12234 5.21353 1.09119 20.93%
    99.9th percentile service time ms node-stats 6.35902 6.69629 0.33727 5.04%
    100th percentile service time ms node-stats 7.4313 7.52479 0.09349 1.24%
    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 50.07 -0.01 -0.02%
    50th percentile latency ms default 3.89929 4.97851 1.07922 21.68%
    90th percentile latency ms default 4.39236 5.47875 1.08639 19.83%
    99th percentile latency ms default 4.78834 6.31232 1.52398 24.14%
    99.9th percentile latency ms default 7.10486 46.1096 39.00474 84.59%
    100th percentile latency ms default 8.75822 59.3054 50.54718 85.23%
    50th percentile service time ms default 3.18269 4.13119 0.9485 22.96%
    90th percentile service time ms default 3.49347 4.47708 0.98361 21.97%
    99th percentile service time ms default 3.8746 5.30558 1.43098 26.97%
    99.9th percentile service time ms default 6.68581 9.82652 3.14071 31.96%
    100th percentile service time ms default 8.30396 58.1671 49.86314 85.72%
    error rate % default 0 0 0 - -
    term 条件查询 Min Throughput ops/s term 100.05 100.04 -0.01 -0.01%
    Median Throughput ops/s term 100.07 100.06 -0.01 -0.01%
    Max Throughput ops/s term 100.14 100.12 -0.02 -0.02%
    50th percentile latency ms term 3.17419 3.37056 0.19637 5.83%
    90th percentile latency ms term 3.62229 3.8708 0.24851 6.42%
    99th percentile latency ms term 4.03812 5.63819 1.60007 28.38%
    99.9th percentile latency ms term 5.9753 7.94086 1.96556 24.75%
    100th percentile latency ms term 8.03321 11.0892 3.05599 27.56%
    50th percentile service time ms term 2.49755 2.59268 0.09513 3.67%
    90th percentile service time ms term 2.71322 2.92963 0.21641 7.39%
    99th percentile service time ms term 3.20673 4.4033 1.19657 27.17%
    99.9th percentile service time ms term 5.17998 7.02644 1.84646 26.28%
    100th percentile service time ms term 6.95227 10.7671 3.81483 35.43%
    error rate % term 0 0 0 - -
    词组查询(query) Min Throughput ops/s phrase 110.05 110.05 0 0.00%
    Median Throughput ops/s phrase 110.07 110.07 0 0.00%
    Max Throughput ops/s phrase 110.12 110.11 -0.01 -0.01%
    50th percentile latency ms phrase 3.09905 3.19024 0.09119 2.86%
    90th percentile latency ms phrase 3.62549 3.74124 0.11575 3.09%
    99th percentile latency ms phrase 4.55457 7.78506 3.23049 41.50%
    99.9th percentile latency ms phrase 8.29519 20.249 11.95381 59.03%
    100th percentile latency ms phrase 9.39771 23.2441 13.84639 59.57%
    50th percentile service time ms phrase 2.38248 2.3894 0.00692 0.29%
    90th percentile service time ms phrase 2.77084 2.75176 -0.01908 -0.69%
    99th percentile service time ms phrase 3.75448 5.27172 1.51724 28.78%
    99.9th percentile service time ms phrase 7.5974 19.2863 11.6889 60.61%
    100th percentile service time ms phrase 8.98362 22.7147 13.73108 60.45%
    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 3.6 -0.01 -0.28%
    Max Throughput ops/s country_agg_uncached 3.61 3.61 0 0.00%
    50th percentile latency ms country_agg_uncached 157.466 179.894 22.428 12.47%
    90th percentile latency ms country_agg_uncached 217.148 285.853 68.705 24.04%
    99th percentile latency ms country_agg_uncached 233.185 294.468 61.283 20.81%
    100th percentile latency ms country_agg_uncached 233.227 297.423 64.196 21.58%
    50th percentile service time ms country_agg_uncached 156.197 174.585 18.388 10.53%
    90th percentile service time ms country_agg_uncached 215.852 285.207 69.355 24.32%
    99th percentile service time ms country_agg_uncached 232.177 287.223 55.046 19.16%
    100th percentile service time ms country_agg_uncached 232.321 287.558 55.237 19.21%
    error rate % country_agg_uncached 0 0 0 - -
    带缓存的聚合查询(aggregation) Min Throughput ops/s country_agg_cached 100.03 100.04 0.01 0.01%
    Median Throughput ops/s country_agg_cached 100.05 100.05 0 0.00%
    Max Throughput ops/s country_agg_cached 100.08 100.08 0 0.00%
    50th percentile latency ms country_agg_cached 2.44457 2.43436 -0.01021 -0.42%
    90th percentile latency ms country_agg_cached 2.97922 2.93955 -0.03967 -1.35%
    99th percentile latency ms country_agg_cached 3.96393 3.89118 -0.07275 -1.87%
    99.9th percentile latency ms country_agg_cached 5.3294 5.35195 0.02255 0.42%
    100th percentile latency ms country_agg_cached 7.9529 5.4249 -2.528 -46.60%
    50th percentile service time ms country_agg_cached 1.71924 1.66542 -0.05382 -3.23%
    90th percentile service time ms country_agg_cached 1.97892 1.84812 -0.1308 -7.08%
    99th percentile service time ms country_agg_cached 2.22611 2.17057 -0.05554 -2.56%
    99.9th percentile service time ms country_agg_cached 5.0967 4.25527 -0.84143 -19.77%
    100th percentile service time ms country_agg_cached 7.02246 4.95142 -2.07104 -41.83%
    error rate % country_agg_cached 0 0 0 - -
    分页拉取 Min Throughput pages/s scroll 20.04 20.05 0.01 0.05%
    Median Throughput pages/s scroll 20.04 20.06 0.02 0.10%
    Max Throughput pages/s scroll 20.05 20.07 0.02 0.10%
    50th percentile latency ms scroll 576.675 598.124 21.449 3.59%
    90th percentile latency ms scroll 585.156 620.373 35.217 5.68%
    99th percentile latency ms scroll 598.95 646.07 47.12 7.29%
    100th percentile latency ms scroll 602.009 646.523 44.514 6.89%
    50th percentile service time ms scroll 575.118 596.707 21.589 3.62%
    90th percentile service time ms scroll 583.906 618.824 34.918 5.64%
    99th percentile service time ms scroll 597.482 644.695 47.213 7.32%
    100th percentile service time ms scroll 600.578 644.847 44.269 6.87%
    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 299.685 360.09 60.405 16.77%
    90th percentile latency ms expression 416.613 491.791 75.178 15.29%
    99th percentile latency ms expression 465.776 500.174 34.398 6.88%
    100th percentile latency ms expression 468.083 500.209 32.126 6.42%
    50th percentile service time ms expression 298.594 359.072 60.478 16.84%
    90th percentile service time ms expression 415.045 489.912 74.867 15.28%
    99th percentile service time ms expression 464.598 499.031 34.433 6.90%
    100th percentile service time ms expression 467.106 499.083 31.977 6.41%
    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 383.485 389.354 5.869 1.51%
    90th percentile latency ms painless_static 514.495 641.987 127.492 19.86%
    99th percentile latency ms painless_static 561.342 644.179 82.837 12.86%
    100th percentile latency ms painless_static 568.066 646.037 77.971 12.07%
    50th percentile service time ms painless_static 382.158 388.178 6.02 1.55%
    90th percentile service time ms painless_static 513.202 640.374 127.172 19.86%
    99th percentile service time ms painless_static 560.61 642.894 82.284 12.80%
    100th percentile service time ms painless_static 567.419 644.877 77.458 12.01%
    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 377.278 393.005 15.727 4.00%
    90th percentile latency ms painless_dynamic 517.496 633.853 116.357 18.36%
    99th percentile latency ms painless_dynamic 576.697 653.933 77.236 11.81%
    100th percentile latency ms painless_dynamic 580.017 660.309 80.292 12.16%
    50th percentile service time ms painless_dynamic 376.339 391.545 15.206 3.88%
    90th percentile service time ms painless_dynamic 516.407 632.713 116.306 18.38%
    99th percentile service time ms painless_dynamic 575.714 652.838 77.124 11.81%
    100th percentile service time ms painless_dynamic 579.642 659.102 79.46 12.06%
    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 348.531 388.606 40.075 10.31%
    90th percentile latency ms decay_geo_gauss_function_score 398.351 472.049 73.698 15.61%
    99th percentile latency ms decay_geo_gauss_function_score 411.483 492.926 81.443 16.52%
    100th percentile latency ms decay_geo_gauss_function_score 457.615 494.574 36.959 7.47%
    50th percentile service time ms decay_geo_gauss_function_score 346.881 386.701 39.82 10.30%
    90th percentile service time ms decay_geo_gauss_function_score 397.08 470.906 73.826 15.68%
    99th percentile service time ms decay_geo_gauss_function_score 410.421 490.485 80.064 16.32%
    100th percentile service time ms decay_geo_gauss_function_score 455.704 492.584 36.88 7.49%
    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 368.275 430.786 62.511 14.51%
    90th percentile latency ms decay_geo_gauss_script_score 414.905 539.778 124.873 23.13%
    99th percentile latency ms decay_geo_gauss_script_score 468.888 543.645 74.757 13.75%
    100th percentile latency ms decay_geo_gauss_script_score 477.25 546.901 69.651 12.74%
    50th percentile service time ms decay_geo_gauss_script_score 366.945 429.517 62.572 14.57%
    90th percentile service time ms decay_geo_gauss_script_score 413.609 538.256 124.647 23.16%
    99th percentile service time ms decay_geo_gauss_script_score 467.627 542.623 74.996 13.82%
    100th percentile service time ms decay_geo_gauss_script_score 475.367 545.409 70.042 12.84%
    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 139.661 162.157 22.496 13.87%
    90th percentile latency ms field_value_function_score 183.675 215.863 32.188 14.91%
    99th percentile latency ms field_value_function_score 197.653 221.584 23.931 10.80%
    100th percentile latency ms field_value_function_score 202.345 228.148 25.803 11.31%
    50th percentile service time ms field_value_function_score 138.423 159.991 21.568 13.48%
    90th percentile service time ms field_value_function_score 182.404 214.416 32.012 14.93%
    99th percentile service time ms field_value_function_score 196.734 220.581 23.847 10.81%
    100th percentile service time ms field_value_function_score 201.442 226.309 24.867 10.99%
    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 188.952 189.786 0.834 0.44%
    90th percentile latency ms field_value_script_score 264.095 313.248 49.153 15.69%
    99th percentile latency ms field_value_script_score 271.153 326.875 55.722 17.05%
    100th percentile latency ms field_value_script_score 271.901 338.193 66.292 19.60%
    50th percentile service time ms field_value_script_score 187.218 187.56 0.342 0.18%
    90th percentile service time ms field_value_script_score 263.207 311.552 48.345 15.52%
    99th percentile service time ms field_value_script_score 269.578 325.759 56.181 17.25%
    100th percentile service time ms field_value_script_score 270.138 336.648 66.51 19.76%
    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 265.007 835.444 570.437 68.28%
    90th percentile latency ms large_terms 296.009 1134.63 838.621 73.91%
    99th percentile latency ms large_terms 310.358 1323.69 1013.332 76.55%
    100th percentile latency ms large_terms 311.049 1360.9 1049.851 77.14%
    50th percentile service time ms large_terms 256.372 774.779 518.407 66.91%
    90th percentile service time ms large_terms 287.851 1022.85 734.999 71.86%
    99th percentile service time ms large_terms 301.827 1033.06 731.233 70.78%
    100th percentile service time ms large_terms 302.251 1033.73 731.479 70.76%
    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 268.135 778.729 510.594 65.57%
    90th percentile latency ms large_filtered_terms 304.158 1007.17 703.012 69.80%
    99th percentile latency ms large_filtered_terms 351.209 1107.21 756.001 68.28%
    100th percentile latency ms large_filtered_terms 352.003 1137.25 785.247 69.05%
    50th percentile service time ms large_filtered_terms 259.546 695.247 435.701 62.67%
    90th percentile service time ms large_filtered_terms 295.721 997.742 702.021 70.36%
    99th percentile service time ms large_filtered_terms 342.342 1023.46 681.118 66.55%
    100th percentile service time ms large_filtered_terms 343.378 1026.96 683.582 66.56%
    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 270.041 828.126 558.085 67.39%
    90th percentile latency ms large_prohibited_terms 310.351 1120.94 810.589 72.31%
    99th percentile latency ms large_prohibited_terms 347.414 1294.23 946.816 73.16%
    100th percentile latency ms large_prohibited_terms 349.499 1371 1021.501 74.51%
    50th percentile service time ms large_prohibited_terms 261.734 728.821 467.087 64.09%
    90th percentile service time ms large_prohibited_terms 302.279 1012.35 710.071 70.14%
    99th percentile service time ms large_prohibited_terms 339.278 1032.58 693.302 67.14%
    100th percentile service time ms large_prohibited_terms 340.817 1034.51 693.693 67.06%
    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 58.5828 65.9265 7.3437 11.14%
    90th percentile latency ms desc_sort_population 77.9981 118.956 40.9579 34.43%
    99th percentile latency ms desc_sort_population 80.8863 119.312 38.4257 32.21%
    100th percentile latency ms desc_sort_population 83.1661 119.441 36.2749 30.37%
    50th percentile service time ms desc_sort_population 57.1212 64.2672 7.146 11.12%
    90th percentile service time ms desc_sort_population 76.7082 117.437 40.7288 34.68%
    99th percentile service time ms desc_sort_population 79.2907 117.796 38.5053 32.69%
    100th percentile service time ms desc_sort_population 81.6364 117.817 36.1806 30.71%
    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 62.4328 86.1481 23.7153 27.53%
    90th percentile latency ms asc_sort_population 79.8441 123.886 44.0419 35.55%
    99th percentile latency ms asc_sort_population 83.9411 124.563 40.6219 32.61%
    100th percentile latency ms asc_sort_population 84.3925 125.311 40.9185 32.65%
    50th percentile service time ms asc_sort_population 61.0637 84.976 23.9123 28.14%
    90th percentile service time ms asc_sort_population 78.4101 122.197 43.7869 35.83%
    99th percentile service time ms asc_sort_population 82.2652 123.488 41.2228 33.38%
    100th percentile service time ms asc_sort_population 82.5616 124.006 41.4444 33.42%
    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 1.5 -0.01 -0.67%
    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 88.1871 99.9363 11.7492 11.76%
    90th percentile latency ms asc_sort_with_after_population 127.995 173.22 45.225 26.11%
    99th percentile latency ms asc_sort_with_after_population 131.171 174.543 43.372 24.85%
    100th percentile latency ms asc_sort_with_after_population 132.181 174.627 42.446 24.31%
    50th percentile service time ms asc_sort_with_after_population 87.132 98.2278 11.0958 11.30%
    90th percentile service time ms asc_sort_with_after_population 126.818 171.284 44.466 25.96%
    99th percentile service time ms asc_sort_with_after_population 129.453 171.658 42.205 24.59%
    100th percentile service time ms asc_sort_with_after_population 130.452 171.671 41.219 24.01%
    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 7.4659 7.55118 0.08528 1.13%
    90th percentile latency ms desc_sort_geonameid 8.26766 9.07559 0.80793 8.90%
    99th percentile latency ms desc_sort_geonameid 8.72369 9.69573 0.97204 10.03%
    100th percentile latency ms desc_sort_geonameid 8.79956 10.4637 1.66414 15.90%
    50th percentile service time ms desc_sort_geonameid 6.59986 6.5233 -0.07656 -1.17%
    90th percentile service time ms desc_sort_geonameid 7.24539 7.85882 0.61343 7.81%
    99th percentile service time ms desc_sort_geonameid 7.57925 8.40503 0.82578 9.82%
    100th percentile service time ms desc_sort_geonameid 7.64471 9.40507 1.76036 18.72%
    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 -0.01 -0.17%
    Median Throughput ops/s desc_sort_with_after_geonameid 6.01 6.01 0 0.00%
    Max Throughput ops/s desc_sort_with_after_geonameid 6.02 6.01 -0.01 -0.17%
    50th percentile latency ms desc_sort_with_after_geonameid 89.4587 107.925 18.4663 17.11%
    90th percentile latency ms desc_sort_with_after_geonameid 119.777 154.588 34.811 22.52%
    99th percentile latency ms desc_sort_with_after_geonameid 123.271 155.65 32.379 20.80%
    100th percentile latency ms desc_sort_with_after_geonameid 123.628 156.32 32.692 20.91%
    50th percentile service time ms desc_sort_with_after_geonameid 88.512 107.08 18.568 17.34%
    90th percentile service time ms desc_sort_with_after_geonameid 118.72 153.345 34.625 22.58%
    99th percentile service time ms desc_sort_with_after_geonameid 122.79 153.867 31.077 20.20%
    100th percentile service time ms desc_sort_with_after_geonameid 122.791 154.586 31.795 20.57%
    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 5.80593 5.78184 -0.02409 -0.42%
    90th percentile latency ms asc_sort_geonameid 6.55438 6.60544 0.05106 0.77%
    99th percentile latency ms asc_sort_geonameid 7.36432 8.35744 0.99312 11.88%
    100th percentile latency ms asc_sort_geonameid 7.49672 30.8939 23.39718 75.73%
    50th percentile service time ms asc_sort_geonameid 4.91916 4.95407 0.03491 0.70%
    90th percentile service time ms asc_sort_geonameid 5.61126 5.2657 -0.34556 -6.56%
    99th percentile service time ms asc_sort_geonameid 6.12285 7.42835 1.3055 17.57%
    100th percentile service time ms asc_sort_geonameid 6.51222 29.8436 23.33138 78.18%
    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 -0.01 -0.17%
    Median Throughput ops/s asc_sort_with_after_geonameid 6.01 6.01 0 0.00%
    Max Throughput ops/s asc_sort_with_after_geonameid 6.01 6.02 0.01 0.17%
    50th percentile latency ms asc_sort_with_after_geonameid 70.994 102.943 31.949 31.04%
    90th percentile latency ms asc_sort_with_after_geonameid 104.817 137.463 32.646 23.75%
    99th percentile latency ms asc_sort_with_after_geonameid 108.797 139.088 30.291 21.78%
    100th percentile latency ms asc_sort_with_after_geonameid 108.929 140.114 31.185 22.26%
    50th percentile service time ms asc_sort_with_after_geonameid 69.7056 101.661 31.9554 31.43%
    90th percentile service time ms asc_sort_with_after_geonameid 103.875 136.324 32.449 23.80%
    99th percentile service time ms asc_sort_with_after_geonameid 107.828 138.331 30.503 22.05%
    100th percentile service time ms asc_sort_with_after_geonameid 108.539 139.012 30.473 21.92%
    error rate % asc_sort_with_after_geonameid 0 0 0 - -
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