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    Stress Test Result Comparison Between 4-Core 16 GB 3-Node Cluster and 8-Core 32 GB 3-Node Cluster

    Last updated: 2021-10-26 16:08:08
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    This document compares the stress test result between a 3-node ES cluster with 4 CPU cores and 16 GB memory 200 GB SSD storage capacity and one with 8 CPU cores and 32 GB memory 200 GB SSD storage capacity.

    Note：

    The data comes from GeoNames and contains 11,396,503 entries of geographic location data in text, long, geo, and other types stored in columns and rows with a total size of around 3 GB.

    Description Metric Unit Task 4-core 16 GB 8-core 32 GB Difference Value Difference Percentage Performance Comparison
    Total write time Cumulative indexing time of primary shards min - 16.3633 14.2567 2.1066 12.87% Superior
    Total GC count and time Total Young Gen GC time s - 6.26 3.544 2.716 43.39% Superior
    Total Young Gen GC count - - 892 447 445 49.89% Superior
    Total Old Gen GC time s - 0 0 0 - -
    Total Old Gen GC count - - 0 0 0 - -
    Storage size Store size GB - 2.51866 2.59725 -0.07859 -3.12% Inferior
    Heap memory usage Heap used for segments MB - 0.803783 0.534325 0.269458 33.52% Superior
    Heap used for doc values MB - 0.0284767 0.0507355 -0.0222588 -78.16% Inferior
    Heap used for terms MB - 0.655075 0.370026 0.285049 43.51% Superior
    Heap used for norms MB - 0.0732422 0.0396729 0.0335693 45.83% Superior
    Heap used for points MB - 0 0 0 - -
    Heap used for stored fields MB - 0.0469894 0.0119553 0.0350341 74.56% Superior
    Total segment count Segment count - - 6 7 -1 -16.67% Inferior
    Write throughput and time Min Throughput docs/s index-append 89331.9 153730 -64398.1 -72.09% Superior
    Median Throughput docs/s index-append 90268.8 159765 -69496.2 -76.99% Superior
    Max Throughput docs/s index-append 90516.1 162791 -72274.9 -79.85% Superior
    50th percentile latency ms index-append 233.258 130.877 102.381 43.89% Superior
    90th percentile latency ms index-append 314.558 162.969 151.589 48.19% Superior
    99th percentile latency ms index-append 341.303 181.428 159.875 46.84% Superior
    100th percentile latency ms index-append 354.657 225.98 128.677 36.28% Superior
    50th percentile service time ms index-append 233.258 130.877 102.381 43.89% Superior
    90th percentile service time ms index-append 314.558 162.969 151.589 48.19% Superior
    99th percentile service time ms index-append 341.303 181.428 159.875 46.84% Superior
    100th percentile service time ms index-append 354.657 225.98 128.677 36.28% Superior
    error rate % index-append 0 0 0 - -
    Index metrics Min Throughput ops/s index-stats 90.04 90.05 -0.01 -0.01% Superior
    Median Throughput ops/s index-stats 90.07 90.06 0.01 0.01% Superior
    Max Throughput ops/s index-stats 90.14 90.12 0.02 0.02% Superior
    50th percentile latency ms index-stats 2.91003 2.76736 0.14267 4.90% Superior
    90th percentile latency ms index-stats 3.82882 3.58235 0.24647 6.44% Superior
    99th percentile latency ms index-stats 4.2378 3.95798 0.27982 6.60% Superior
    99.9th percentile latency ms index-stats 4.34459 4.39377 -0.04918 -1.13% Inferior
    100th percentile latency ms index-stats 8.22393 9.00375 -0.77982 -9.48% Inferior
    50th percentile service time ms index-stats 1.78268 1.57744 0.20524 11.51% Superior
    90th percentile service time ms index-stats 2.07484 1.8317 0.24314 11.72% Superior
    99th percentile service time ms index-stats 2.43121 2.0752 0.35601 14.64% Superior
    99.9th percentile service time ms index-stats 3.09198 2.24891 0.84307 27.27% Superior
    100th percentile service time ms index-stats 7.29974 2.31078 4.98896 68.34% Superior
    error rate % index-stats 0 0 0 - -
    Node metrics Min Throughput ops/s node-stats 90.06 90.06 0 0.00% Superior
    Median Throughput ops/s node-stats 90.09 90.12 -0.03 -0.03% Superior
    Max Throughput ops/s node-stats 90.34 90.36 -0.02 -0.02% Superior
    50th percentile latency ms node-stats 3.17223 2.9754 0.19683 6.20% Superior
    90th percentile latency ms node-stats 3.70681 4.07929 -0.37248 -10.05% Inferior
    99th percentile latency ms node-stats 5.01334 5.0754 -0.06206 -1.24% Inferior
    99.9th percentile latency ms node-stats 6.75018 6.53613 0.21405 3.17% Superior
    100th percentile latency ms node-stats 7.98905 6.93454 1.05451 13.20% Superior
    50th percentile service time ms node-stats 2.43876 2.23841 0.20035 8.22% Superior
    90th percentile service time ms node-stats 2.78272 2.65367 0.12905 4.64% Superior
    99th percentile service time ms node-stats 4.12234 3.92073 0.20161 4.89% Superior
    99.9th percentile service time ms node-stats 6.35902 4.92842 1.4306 22.50% Superior
    100th percentile service time ms node-stats 7.4313 5.92757 1.50373 20.24% Superior
    error rate % node-stats 0 0 0 - -
    Default query with all documents having a score of 1 (match_all) Min Throughput ops/s default 50.03 50.03 0 0.00% Superior
    Median Throughput ops/s default 50.04 50.04 0 0.00% Superior
    Max Throughput ops/s default 50.08 50.08 0 0.00% Superior
    50th percentile latency ms default 3.89929 3.53894 0.36035 9.24% Superior
    90th percentile latency ms default 4.39236 4.11403 0.27833 6.34% Superior
    99th percentile latency ms default 4.78834 4.92737 -0.13903 -2.90% Inferior
    99.9th percentile latency ms default 7.10486 5.74037 1.36449 19.21% Superior
    100th percentile latency ms default 8.75822 7.32557 1.43265 16.36% Superior
    50th percentile service time ms default 3.18269 2.7831 0.39959 12.56% Superior
    90th percentile service time ms default 3.49347 3.17322 0.32025 9.17% Superior
    99th percentile service time ms default 3.8746 3.77477 0.09983 2.58% Superior
    99.9th percentile service time ms default 6.68581 4.19186 2.49395 37.30% Superior
    100th percentile service time ms default 8.30396 6.58243 1.72153 20.73% Superior
    error rate % default 0 0 0 - -
    Term query Min Throughput ops/s term 100.05 99.66 0.39 0.39% Superior
    Median Throughput ops/s term 100.07 100.07 0 0.00% Superior
    Max Throughput ops/s term 100.14 100.11 0.03 0.03% Superior
    50th percentile latency ms term 3.17419 2.83987 0.33432 10.53% Superior
    90th percentile latency ms term 3.62229 3.32569 0.2966 8.19% Superior
    99th percentile latency ms term 4.03812 3.96055 0.07757 1.92% Superior
    99.9th percentile latency ms term 5.9753 4.33961 1.63569 27.37% Superior
    100th percentile latency ms term 8.03321 5.70421 2.329 28.99% Superior
    50th percentile service time ms term 2.49755 2.08935 0.4082 16.34% Superior
    90th percentile service time ms term 2.71322 2.53284 0.18038 6.65% Superior
    99th percentile service time ms term 3.20673 2.99484 0.21189 6.61% Superior
    99.9th percentile service time ms term 5.17998 3.37709 1.80289 34.80% Superior
    100th percentile service time ms term 6.95227 5.24029 1.71198 24.62% Superior
    error rate % term 0 0 0 - -
    Phrase query Min Throughput ops/s phrase 110.05 110.04 0.01 0.01% Superior
    Median Throughput ops/s phrase 110.07 110.08 -0.01 -0.01% Superior
    Max Throughput ops/s phrase 110.12 110.11 0.01 0.01% Superior
    50th percentile latency ms phrase 3.09905 2.74088 0.35817 11.56% Superior
    90th percentile latency ms phrase 3.62549 3.30207 0.32342 8.92% Superior
    99th percentile latency ms phrase 4.55457 4.8127 -0.25813 -5.67% Inferior
    99.9th percentile latency ms phrase 8.29519 5.57204 2.72315 32.83% Superior
    100th percentile latency ms phrase 9.39771 6.54587 2.85184 30.35% Superior
    50th percentile service time ms phrase 2.38248 1.98839 0.39409 16.54% Superior
    90th percentile service time ms phrase 2.77084 2.41365 0.35719 12.89% Superior
    99th percentile service time ms phrase 3.75448 4.00121 -0.24673 -6.57% Inferior
    99.9th percentile service time ms phrase 7.5974 4.70793 2.88947 38.03% Superior
    100th percentile service time ms phrase 8.98362 5.67829 3.30533 36.79% Superior
    error rate % phrase 0 0 0 - -
    Aggregation query without cache Min Throughput ops/s country_agg_uncached 3.6 3.6 0 0.00% Superior
    Median Throughput ops/s country_agg_uncached 3.61 3.61 0 0.00% Superior
    Max Throughput ops/s country_agg_uncached 3.61 3.61 0 0.00% Superior
    50th percentile latency ms country_agg_uncached 157.466 130.314 27.152 17.24% Superior
    90th percentile latency ms country_agg_uncached 217.148 147.567 69.581 32.04% Superior
    99th percentile latency ms country_agg_uncached 233.185 165.174 68.011 29.17% Superior
    100th percentile latency ms country_agg_uncached 233.227 174.015 59.212 25.39% Superior
    50th percentile service time ms country_agg_uncached 156.197 129.186 27.011 17.29% Superior
    90th percentile service time ms country_agg_uncached 215.852 146.921 68.931 31.93% Superior
    99th percentile service time ms country_agg_uncached 232.177 164.579 67.598 29.11% Superior
    100th percentile service time ms country_agg_uncached 232.321 172.827 59.494 25.61% Superior
    error rate % country_agg_uncached 0 0 0 - -
    Aggregation query with cache Min Throughput ops/s country_agg_cached 100.03 100.04 -0.01 -0.01% Superior
    Median Throughput ops/s country_agg_cached 100.05 100.05 0 0.00% Superior
    Max Throughput ops/s country_agg_cached 100.08 100.08 0 0.00% Superior
    50th percentile latency ms country_agg_cached 2.44457 2.29531 0.14926 6.11% Superior
    90th percentile latency ms country_agg_cached 2.97922 3.57418 -0.59496 -19.97% Inferior
    99th percentile latency ms country_agg_cached 3.96393 3.91685 0.04708 1.19% Superior
    99.9th percentile latency ms country_agg_cached 5.3294 4.19749 1.13191 21.24% Superior
    100th percentile latency ms country_agg_cached 7.9529 4.51842 3.43448 43.19% Superior
    50th percentile service time ms country_agg_cached 1.71924 1.57861 0.14063 8.18% Superior
    90th percentile service time ms country_agg_cached 1.97892 1.89111 0.08781 4.44% Superior
    99th percentile service time ms country_agg_cached 2.22611 2.19488 0.03123 1.40% Superior
    99.9th percentile service time ms country_agg_cached 5.0967 3.42563 1.67107 32.79% Superior
    100th percentile service time ms country_agg_cached 7.02246 4.28971 2.73275 38.91% Superior
    error rate % country_agg_cached 0 0 0 - -
    Paged pull Min Throughput pages/s scroll 20.04 20.04 0 0.00% Superior
    Median Throughput pages/s scroll 20.04 20.05 -0.01 -0.05% Superior
    Max Throughput pages/s scroll 20.05 20.06 -0.01 -0.05% Superior
    50th percentile latency ms scroll 576.675 538.421 38.254 6.63% Superior
    90th percentile latency ms scroll 585.156 543.566 41.59 7.11% Superior
    99th percentile latency ms scroll 598.95 582.263 16.687 2.79% Superior
    100th percentile latency ms scroll 602.009 584.75 17.259 2.87% Superior
    50th percentile service time ms scroll 575.118 537.068 38.05 6.62% Superior
    90th percentile service time ms scroll 583.906 542.428 41.478 7.10% Superior
    99th percentile service time ms scroll 597.482 580.372 17.11 2.86% Superior
    100th percentile service time ms scroll 600.578 583.612 16.966 2.82% Superior
    error rate % scroll 0 0 0 - -
    Script query (using expression script) Min Throughput ops/s expression 2 2 0 0.00% Superior
    Median Throughput ops/s expression 2 2 0 0.00% Superior
    Max Throughput ops/s expression 2 2 0 0.00% Superior
    50th percentile latency ms expression 299.685 265.631 34.054 11.36% Superior
    90th percentile latency ms expression 416.613 287.121 129.492 31.08% Superior
    99th percentile latency ms expression 465.776 311.788 153.988 33.06% Superior
    100th percentile latency ms expression 468.083 391.745 76.338 16.31% Superior
    50th percentile service time ms expression 298.594 264.462 34.132 11.43% Superior
    90th percentile service time ms expression 415.045 285.113 129.932 31.31% Superior
    99th percentile service time ms expression 464.598 310.991 153.607 33.06% Superior
    100th percentile service time ms expression 467.106 390.33 76.776 16.44% Superior
    error rate % expression 0 0 0 - -
    Script query (using painless static script without dynamically getting field values) Min Throughput ops/s painless_static 1.5 1.5 0 0.00% Superior
    Median Throughput ops/s painless_static 1.5 1.5 0 0.00% Superior
    Max Throughput ops/s painless_static 1.5 1.5 0 0.00% Superior
    50th percentile latency ms painless_static 383.485 337.96 45.525 11.87% Superior
    90th percentile latency ms painless_static 514.495 358.738 155.757 30.27% Superior
    99th percentile latency ms painless_static 561.342 375.017 186.325 33.19% Superior
    100th percentile latency ms painless_static 568.066 395.417 172.649 30.39% Superior
    50th percentile service time ms painless_static 382.158 337.111 45.047 11.79% Superior
    90th percentile service time ms painless_static 513.202 357.771 155.431 30.29% Superior
    99th percentile service time ms painless_static 560.61 374.121 186.489 33.27% Superior
    100th percentile service time ms painless_static 567.419 394.632 172.787 30.45% Superior
    error rate % painless_static 0 0 0 - -
    Script query (using painless static script with dynamically getting field values) Min Throughput ops/s painless_dynamic 1.5 1.5 0 0.00% Superior
    Median Throughput ops/s painless_dynamic 1.5 1.5 0 0.00% Superior
    Max Throughput ops/s painless_dynamic 1.5 1.5 0 0.00% Superior
    50th percentile latency ms painless_dynamic 377.278 334.684 42.594 11.29% Superior
    90th percentile latency ms painless_dynamic 517.496 354.406 163.09 31.52% Superior
    99th percentile latency ms painless_dynamic 576.697 377.214 199.483 34.59% Superior
    100th percentile latency ms painless_dynamic 580.017 381.276 198.741 34.26% Superior
    50th percentile service time ms painless_dynamic 376.339 333.654 42.685 11.34% Superior
    90th percentile service time ms painless_dynamic 516.407 353.246 163.161 31.60% Superior
    99th percentile service time ms painless_dynamic 575.714 375.956 199.758 34.70% Superior
    100th percentile service time ms painless_dynamic 579.642 379.75 199.892 34.49% Superior
    error rate % painless_dynamic 0 0 0 - -
    Geographic range query (based on Gaussian decay function) Min Throughput ops/s decay_geo_gauss_function_score 1 1 0 0.00% Superior
    Median Throughput ops/s decay_geo_gauss_function_score 1 1 0 0.00% Superior
    Max Throughput ops/s decay_geo_gauss_function_score 1 1 0 0.00% Superior
    50th percentile latency ms decay_geo_gauss_function_score 348.531 327.972 20.559 5.90% Superior
    90th percentile latency ms decay_geo_gauss_function_score 398.351 336.979 61.372 15.41% Superior
    99th percentile latency ms decay_geo_gauss_function_score 411.483 343.562 67.921 16.51% Superior
    100th percentile latency ms decay_geo_gauss_function_score 457.615 344.135 113.48 24.80% Superior
    50th percentile service time ms decay_geo_gauss_function_score 346.881 326.554 20.327 5.86% Superior
    90th percentile service time ms decay_geo_gauss_function_score 397.08 336.053 61.027 15.37% Superior
    99th percentile service time ms decay_geo_gauss_function_score 410.421 342.151 68.27 16.63% Superior
    100th percentile service time ms decay_geo_gauss_function_score 455.704 342.843 112.861 24.77% Superior
    error rate % decay_geo_gauss_function_score 0 0 0 - -
    Geographic range query (based on Gaussian decay function with dynamically getting field values through script) Min Throughput ops/s decay_geo_gauss_script_score 1 1 0 0.00% Superior
    Median Throughput ops/s decay_geo_gauss_script_score 1 1 0 0.00% Superior
    Max Throughput ops/s decay_geo_gauss_script_score 1 1 0 0.00% Superior
    50th percentile latency ms decay_geo_gauss_script_score 368.275 341.152 27.123 7.36% Superior
    90th percentile latency ms decay_geo_gauss_script_score 414.905 349.94 64.965 15.66% Superior
    99th percentile latency ms decay_geo_gauss_script_score 468.888 354.76 114.128 24.34% Superior
    100th percentile latency ms decay_geo_gauss_script_score 477.25 364.169 113.081 23.69% Superior
    50th percentile service time ms decay_geo_gauss_script_score 366.945 339.967 26.978 7.35% Superior
    90th percentile service time ms decay_geo_gauss_script_score 413.609 348.493 65.116 15.74% Superior
    99th percentile service time ms decay_geo_gauss_script_score 467.627 353.559 114.068 24.39% Superior
    100th percentile service time ms decay_geo_gauss_script_score 475.367 362.748 112.619 23.69% Superior
    error rate % decay_geo_gauss_script_score 0 0 0 - -
    Custom scoring function query (defining function based on field value) Min Throughput ops/s field_value_function_score 1.5 1.5 0 0.00% Superior
    Median Throughput ops/s field_value_function_score 1.5 1.5 0 0.00% Superior
    Max Throughput ops/s field_value_function_score 1.51 1.51 0 0.00% Superior
    50th percentile latency ms field_value_function_score 139.661 120.538 19.123 13.69% Superior
    90th percentile latency ms field_value_function_score 183.675 137.702 45.973 25.03% Superior
    99th percentile latency ms field_value_function_score 197.653 147.851 49.802 25.20% Superior
    100th percentile latency ms field_value_function_score 202.345 169.961 32.384 16.00% Superior
    50th percentile service time ms field_value_function_score 138.423 119.159 19.264 13.92% Superior
    90th percentile service time ms field_value_function_score 182.404 136.338 46.066 25.25% Superior
    99th percentile service time ms field_value_function_score 196.734 146.981 49.753 25.29% Superior
    100th percentile service time ms field_value_function_score 201.442 168.964 32.478 16.12% Superior
    error rate % field_value_function_score 0 0 0 - -
    Custom scoring function query (dynamically getting field values through script to calculate scores) Min Throughput ops/s field_value_script_score 1.5 1.5 0 0.00% Superior
    Median Throughput ops/s field_value_script_score 1.5 1.5 0 0.00% Superior
    Max Throughput ops/s field_value_script_score 1.51 1.51 0 0.00% Superior
    50th percentile latency ms field_value_script_score 188.952 168.069 20.883 11.05% Superior
    90th percentile latency ms field_value_script_score 264.095 178.933 85.162 32.25% Superior
    99th percentile latency ms field_value_script_score 271.153 196.982 74.171 27.35% Superior
    100th percentile latency ms field_value_script_score 271.901 198.722 73.179 26.91% Superior
    50th percentile service time ms field_value_script_score 187.218 166.827 20.391 10.89% Superior
    90th percentile service time ms field_value_script_score 263.207 177.869 85.338 32.42% Superior
    99th percentile service time ms field_value_script_score 269.578 195.586 73.992 27.45% Superior
    100th percentile service time ms field_value_script_score 270.138 197.054 73.084 27.05% Superior
    error rate % field_value_script_score 0 0 0 - -
    Large terms query Min Throughput ops/s large_terms 1.1 1.1 0 0.00% Superior
    Median Throughput ops/s large_terms 1.1 1.1 0 0.00% Superior
    Max Throughput ops/s large_terms 1.1 1.1 0 0.00% Superior
    50th percentile latency ms large_terms 265.007 241.322 23.685 8.94% Superior
    90th percentile latency ms large_terms 296.009 252.637 43.372 14.65% Superior
    99th percentile latency ms large_terms 310.358 265.807 44.551 14.35% Superior
    100th percentile latency ms large_terms 311.049 272.611 38.438 12.36% Superior
    50th percentile service time ms large_terms 256.372 233.129 23.243 9.07% Superior
    90th percentile service time ms large_terms 287.851 244.494 43.357 15.06% Superior
    99th percentile service time ms large_terms 301.827 258.894 42.933 14.22% Superior
    100th percentile service time ms large_terms 302.251 264.352 37.899 12.54% Superior
    error rate % large_terms 0 0 0 - -
    Large filtered terms query Min Throughput ops/s large_filtered_terms 1.1 1.1 0 0.00% Superior
    Median Throughput ops/s large_filtered_terms 1.1 1.1 0 0.00% Superior
    Max Throughput ops/s large_filtered_terms 1.1 1.1 0 0.00% Superior
    50th percentile latency ms large_filtered_terms 268.135 233.192 34.943 13.03% Superior
    90th percentile latency ms large_filtered_terms 304.158 241.102 63.056 20.73% Superior
    99th percentile latency ms large_filtered_terms 351.209 251.835 99.374 28.29% Superior
    100th percentile latency ms large_filtered_terms 352.003 260.27 91.733 26.06% Superior
    50th percentile service time ms large_filtered_terms 259.546 225.052 34.494 13.29% Superior
    90th percentile service time ms large_filtered_terms 295.721 233.16 62.561 21.16% Superior
    99th percentile service time ms large_filtered_terms 342.342 243.603 98.739 28.84% Superior
    100th percentile service time ms large_filtered_terms 343.378 252.129 91.249 26.57% Superior
    error rate % large_filtered_terms 0 0 0 - -
    Large prohibited terms query Min Throughput ops/s large_prohibited_terms 1.1 1.1 0 0.00% Superior
    Median Throughput ops/s large_prohibited_terms 1.1 1.1 0 0.00% Superior
    Max Throughput ops/s large_prohibited_terms 1.1 1.1 0 0.00% Superior
    50th percentile latency ms large_prohibited_terms 270.041 235.179 34.862 12.91% Superior
    90th percentile latency ms large_prohibited_terms 310.351 241.076 69.275 22.32% Superior
    99th percentile latency ms large_prohibited_terms 347.414 255.983 91.431 26.32% Superior
    100th percentile latency ms large_prohibited_terms 349.499 259.046 90.453 25.88% Superior
    50th percentile service time ms large_prohibited_terms 261.734 227.487 34.247 13.08% Superior
    90th percentile service time ms large_prohibited_terms 302.279 233.792 68.487 22.66% Superior
    99th percentile service time ms large_prohibited_terms 339.278 248.53 90.748 26.75% Superior
    100th percentile service time ms large_prohibited_terms 340.817 251.083 89.734 26.33% Superior
    error rate % large_prohibited_terms 0 0 0 - -
    Descending order query Min Throughput ops/s desc_sort_population 1.5 1.5 0 0.00% Superior
    Median Throughput ops/s desc_sort_population 1.51 1.51 0 0.00% Superior
    Max Throughput ops/s desc_sort_population 1.51 1.51 0 0.00% Superior
    50th percentile latency ms desc_sort_population 58.5828 48.387 10.1958 17.40% Superior
    90th percentile latency ms desc_sort_population 77.9981 63.073 14.9251 19.14% Superior
    99th percentile latency ms desc_sort_population 80.8863 71.7498 9.1365 11.30% Superior
    100th percentile latency ms desc_sort_population 83.1661 83.3593 -0.1932 -0.23% Inferior
    50th percentile service time ms desc_sort_population 57.1212 47.0436 10.0776 17.64% Superior
    90th percentile service time ms desc_sort_population 76.7082 61.3731 15.3351 19.99% Superior
    99th percentile service time ms desc_sort_population 79.2907 70.4811 8.8096 11.11% Superior
    100th percentile service time ms desc_sort_population 81.6364 81.6517 -0.0153 -0.02% Superior
    error rate % desc_sort_population 0 0 0 - -
    Ascending order query Min Throughput ops/s asc_sort_population 1.5 1.5 0 0.00% Superior
    Median Throughput ops/s asc_sort_population 1.51 1.51 0 0.00% Superior
    Max Throughput ops/s asc_sort_population 1.51 1.51 0 0.00% Superior
    50th percentile latency ms asc_sort_population 62.4328 49.2469 13.1859 21.12% Superior
    90th percentile latency ms asc_sort_population 79.8441 67.5894 12.2547 15.35% Superior
    99th percentile latency ms asc_sort_population 83.9411 84.6384 -0.6973 -0.83% Inferior
    100th percentile latency ms asc_sort_population 84.3925 85.8124 -1.4199 -1.68% Inferior
    50th percentile service time ms asc_sort_population 61.0637 47.8438 13.2199 21.65% Superior
    90th percentile service time ms asc_sort_population 78.4101 66.0821 12.328 15.72% Superior
    99th percentile service time ms asc_sort_population 82.2652 83.6026 -1.3374 -1.63% Inferior
    100th percentile service time ms asc_sort_population 82.5616 84.2175 -1.6559 -2.01% Inferior
    error rate % asc_sort_population 0 0 0 - -
    search_after query with sorting in ascending order Min Throughput ops/s asc_sort_with_after_population 1.5 1.5 0 0.00% Superior
    Median Throughput ops/s asc_sort_with_after_population 1.51 1.51 0 0.00% Superior
    Max Throughput ops/s asc_sort_with_after_population 1.51 1.51 0 0.00% Superior
    50th percentile latency ms asc_sort_with_after_population 88.1871 99.1943 -11.0072 -12.48% Inferior
    90th percentile latency ms asc_sort_with_after_population 127.995 86.0298 41.9652 32.79% Superior
    99th percentile latency ms asc_sort_with_after_population 131.171 102.268 28.903 22.03% Superior
    100th percentile latency ms asc_sort_with_after_population 132.181 106.33 25.851 19.56% Superior
    50th percentile service time ms asc_sort_with_after_population 87.132 68.2272 18.9048 21.70% Superior
    90th percentile service time ms asc_sort_with_after_population 126.818 84.685 42.133 33.22% Superior
    99th percentile service time ms asc_sort_with_after_population 129.453 101.133 28.32 21.88% Superior
    100th percentile service time ms asc_sort_with_after_population 130.452 105.094 25.358 19.44% Superior
    error rate % asc_sort_with_after_population 0 0 0 - -
    Query with sorting high base fields in descending order (quickly getting topK based on DistanceFeatureQuery) Min Throughput ops/s desc_sort_geonameid 6.02 6.02 0 0.00% Superior
    Median Throughput ops/s desc_sort_geonameid 6.02 6.02 0 0.00% Superior
    Max Throughput ops/s desc_sort_geonameid 6.03 6.03 0 0.00% Superior
    50th percentile latency ms desc_sort_geonameid 7.4659 5.53008 1.93582 25.93% Superior
    90th percentile latency ms desc_sort_geonameid 8.26766 6.20276 2.0649 24.98% Superior
    99th percentile latency ms desc_sort_geonameid 8.72369 6.67673 2.04696 23.46% Superior
    100th percentile latency ms desc_sort_geonameid 8.79956 6.95103 1.84853 21.01% Superior
    50th percentile service time ms desc_sort_geonameid 6.59986 4.61231 1.98755 30.12% Superior
    90th percentile service time ms desc_sort_geonameid 7.24539 5.45982 1.78557 24.64% Superior
    99th percentile service time ms desc_sort_geonameid 7.57925 5.65304 1.92621 25.41% Superior
    100th percentile service time ms desc_sort_geonameid 7.64471 5.65578 1.98893 26.02% Superior
    error rate % desc_sort_geonameid 0 0 0 - -
    search_after query with sorting high base fields in descending order Min Throughput ops/s desc_sort_with_after_geonameid 6.01 6.01 0 0.00% Superior
    Median Throughput ops/s desc_sort_with_after_geonameid 6.01 6.02 -0.01 -0.17% Superior
    Max Throughput ops/s desc_sort_with_after_geonameid 6.02 6.02 0 0.00% Superior
    50th percentile latency ms desc_sort_with_after_geonameid 89.4587 56.5947 32.864 36.74% Superior
    90th percentile latency ms desc_sort_with_after_geonameid 119.777 79.6503 40.1267 33.50% Superior
    99th percentile latency ms desc_sort_with_after_geonameid 123.271 87.7773 35.4937 28.79% Superior
    100th percentile latency ms desc_sort_with_after_geonameid 123.628 89.3947 34.2333 27.69% Superior
    50th percentile service time ms desc_sort_with_after_geonameid 88.512 55.4855 33.0265 37.31% Superior
    90th percentile service time ms desc_sort_with_after_geonameid 118.72 79.2349 39.4851 33.26% Superior
    99th percentile service time ms desc_sort_with_after_geonameid 122.79 87.3803 35.4097 28.84% Superior
    100th percentile service time ms desc_sort_with_after_geonameid 122.791 88.3606 34.4304 28.04% Superior
    error rate % desc_sort_with_after_geonameid 0 0 0 - -
    Query with sorting high base fields in ascending order (quickly getting topK based on DistanceFeatureQuery) Min Throughput ops/s asc_sort_geonameid 6.02 6.02 0 0.00% Superior
    Median Throughput ops/s asc_sort_geonameid 6.02 6.02 0 0.00% Superior
    Max Throughput ops/s asc_sort_geonameid 6.03 6.03 0 0.00% Superior
    50th percentile latency ms asc_sort_geonameid 5.80593 5.19317 0.61276 10.55% Superior
    90th percentile latency ms asc_sort_geonameid 6.55438 5.74438 0.81 12.36% Superior
    99th percentile latency ms asc_sort_geonameid 7.36432 6.22846 1.13586 15.42% Superior
    100th percentile latency ms asc_sort_geonameid 7.49672 11.6377 -4.14098 -55.24% Inferior
    50th percentile service time ms asc_sort_geonameid 4.91916 4.35586 0.5633 11.45% Superior
    90th percentile service time ms asc_sort_geonameid 5.61126 4.92152 0.68974 12.29% Superior
    99th percentile service time ms asc_sort_geonameid 6.12285 5.38949 0.73336 11.98% Superior
    100th percentile service time ms asc_sort_geonameid 6.51222 10.6436 -4.13138 -63.44% Inferior
    error rate % asc_sort_geonameid 0 0 0 - -
    search_after query with sorting high base fields in ascending order Min Throughput ops/s asc_sort_with_after_geonameid 6.01 6.01 0 0.00% Superior
    Median Throughput ops/s asc_sort_with_after_geonameid 6.01 6.02 -0.01 -0.17% Superior
    Max Throughput ops/s asc_sort_with_after_geonameid 6.01 6.02 -0.01 -0.17% Superior
    50th percentile latency ms asc_sort_with_after_geonameid 70.994 58.1403 12.8537 18.11% Superior
    90th percentile latency ms asc_sort_with_after_geonameid 104.817 76.5695 28.2475 26.95% Superior
    99th percentile latency ms asc_sort_with_after_geonameid 108.797 91.6296 17.1674 15.78% Superior
    100th percentile latency ms asc_sort_with_after_geonameid 108.929 91.6364 17.2926 15.88% Superior
    50th percentile service time ms asc_sort_with_after_geonameid 69.7056 57.1683 12.5373 17.99% Superior
    90th percentile service time ms asc_sort_with_after_geonameid 103.875 75.7573 28.1177 27.07% Superior
    99th percentile service time ms asc_sort_with_after_geonameid 107.828 91.1533 16.6747 15.46% Superior
    100th percentile service time ms asc_sort_with_after_geonameid 108.539 91.3662 17.1728 15.82% Superior
    error rate % asc_sort_with_after_geonameid 0 0 0 - -
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