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    Kona JDK

    最后更新时间：2022-06-29 12:21:49
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      Kona JDK 介绍

      Kona JDK 是什么？

      Tencent Kona JDK，是腾讯基于社区 Open JDK 定制开发的 JDK 版本，广泛服务于腾讯内部业务和腾讯云上客户，经过了内部大数据和AI等复杂业务场景的验证，为腾讯 JAVA 生态提供专业持续的保障，具有稳定性高、安全性高、性能好等特点。

      Kona JDK 优势

      • 高性能和低成本：在腾讯大数据计算场景数万台服务器生产集群验证下，和Open JDK 8相比，Kona JDK 8吞吐提升8%，CPU 和内存使用率均降低10%左右；
      • 开箱即用的 Vector API 支持：解决了向量指令适配导致的 JVM crash 等问题，业界率先落地，稳定支持广告训练场景；
      • 多种 GC 优化：G1 GC 内存 overhead 和并行 Full GC 算法优化，同时针对强实时在线服务需求，推出生产级别的 ZGC；
      • KonaFiber 协程：已经在IEG天美游戏业务合作落地，目前根据benchmark测试，协程创建/切换/调度等性能大幅超过社区Loom；
      • 支持 ARM 国产化 CPU；

      Kona JDK 设置

      1. 操作页面：集群详情页-高级配置页面。
      2. 重启：切换JDK后，集群会重启，重启过程中不可进行变配升级等操作。

      数据对比

      本文提供4 核16G 3个节点的腾讯云 Elasticsearch Service 集群 切换 腾讯自研 Kona JDK + G1-GC 的集群性能指标。

      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在 Kona JDK（11.0.9.1-ga+1） + G1-GC 和 Oracle JDK （1.8.0_181-b13）+CMS-GC 的集群性能指标，Kona JDK + G1-GC 各方面性能均有一定优势。主要得益于腾讯云自研 JDK 以及 GC 参数调优等方面的优化。

      说明 Metric Task 腾讯云ES(Open JDK+CMS-GC) 腾讯云ES(Kona JDK+G1-GC) 差异值（Kona JDK-Open JDK） Unit 优劣
      写入总耗时 Cumulative indexing time of primary shards   17.7745 17.41703333 -0.35747 min 优
      GC 总次数、耗时统计 Total Young Gen GC time   76.597 4.988 -71.609 s 优
      Total Young Gen GC count   4129 981 -3148      
      Total Old Gen GC time   0.175 0 -0.175 s    
      Total Old Gen GC count   2 0 -2      
      存储大小 Store size   2.885286688 2.87756444 -0.00772 GB -
      Translog size   3.59E-07 3.59E-07 0 GB    
      堆内存使用量 Heap used for segments   0.045909882 0.045909882 0 MB  
      Heap used for doc values   0.000507355 0.000507355 0 MB    
      Heap used for terms   0.037261963 0.037261963 0 MB    
      Heap used for norms   0.003967285 0.003967285 0 MB    
      Heap used for points   0 0 0 MB    
      Heap used for stored fields   0.004173279 0.004173279 0 MB    
      segment 总数量 Segment count   7 7 0    
      写入吞吐、耗时统计 Min Throughput index-append 82341.03288 83678.1806 1337.14773 docs/s 优
      Mean Throughput index-append 85463.64521 87617.83008 2154.18488 docs/s    
      Median Throughput index-append 85203.41999 87749.05385 2545.63387 docs/s    
      Max Throughput index-append 88282.10166 90448.56087 2166.45921 docs/s    
      50th percentile latency index-append 369.9228433 360.6725829 -9.25026 ms    
      90th percentile latency index-append 582.2157889 521.3938987 -60.82189 ms    
      99th percentile latency index-append 2566.001355 3331.056718 765.05536 ms    
      99.9th percentile latency index-append 3249.023346 4277.054507 1028.03116 ms    
      100th percentile latency index-append 3677.799375 5966.865065 2289.06569 ms    
      50th percentile service time index-append 369.9228433 360.6725829 -9.25026 ms    
      90th percentile service time index-append 582.2157889 521.3938987 -60.82189 ms    
      99th percentile service time index-append 2566.001355 3331.056718 765.05536 ms    
      99.9th percentile service time index-append 3249.023346 4277.054507 1028.03116 ms    
      100th percentile service time index-append 3677.799375 5966.865065 2289.06569 ms    
      error rate index-append 0 0 0 %    
      index 指标统计 Min Throughput index-stats 90.00917629 90.01515386 0.00598 ops/s  
      Mean Throughput index-stats 90.01643728 90.02981242 0.01338 ops/s    
      Median Throughput index-stats 90.01545276 90.03117871 0.01573 ops/s    
      Max Throughput index-stats 90.0358266 90.0417802 0.00595 ops/s    
      50th percentile latency index-stats 2.71807611 2.706557978 -0.01152 ms    
      90th percentile latency index-stats 3.542617336 3.530823253 -0.01179 ms    
      99th percentile latency index-stats 4.209796032 4.047978334 -0.16182 ms    
      99.9th percentile latency index-stats 10.97994745 4.319285007 -6.66066 ms    
      100th percentile latency index-stats 18.87320075 4.494163208 -14.37904 ms    
      50th percentile service time index-stats 1.521472819 1.515000127 -0.00647 ms    
      90th percentile service time index-stats 1.832026243 1.815253124 -0.01677 ms    
      99th percentile service time index-stats 2.493222319 2.149661649 -0.34356 ms    
      99.9th percentile service time index-stats 3.265745808 2.558897269 -0.70685 ms    
      100th percentile service time index-stats 18.49333011 2.714292146 -15.77904 ms    
      error rate index-stats 0 0 0 %    
      node 指标统计 Min Throughput node-stats 89.77465925 89.9748329 0.20017 ops/s  
      Mean Throughput node-stats 89.90322336 89.99453842 0.09132 ops/s    
      Median Throughput node-stats 89.92739222 89.99716573 0.06977 ops/s    
      Max Throughput node-stats 89.95708367 90.01224368 0.05516 ops/s    
      50th percentile latency node-stats 2.864421345 2.847921103 -0.0165 ms    
      90th percentile latency node-stats 4.03423449 4.02287906 -0.01136 ms    
      99th percentile latency node-stats 4.780995743 4.921176638 0.14018 ms    
      99.9th percentile latency node-stats 11.95199643 8.974571229 -2.97743 ms    
      100th percentile latency node-stats 19.6932666 13.60371523 -6.08955 ms    
      50th percentile service time node-stats 2.031991258 2.032643184 0.00065 ms    
      90th percentile service time node-stats 2.502718102 2.520979941 0.01826 ms    
      99th percentile service time node-stats 3.355697962 3.726954078 0.37126 ms    
      99.9th percentile service time node-stats 6.070044631 8.64341661 2.57337 ms    
      100th percentile service time node-stats 19.13440693 11.63361594 -7.50079 ms    
      error rate node-stats 0 0 0 %    
      默认查询，所有文档 score 为1（match_all） Min Throughput default 49.66239789 49.88425331 0.22186 ops/s  
      Mean Throughput default 49.80337019 49.93227136 0.1289 ops/s    
      Median Throughput default 49.8202478 49.93857317 0.11833 ops/s    
      Max Throughput default 49.87518669 49.9563597 0.08117 ops/s    
      50th percentile latency default 3.394149244 3.262675833 -0.13147 ms    
      90th percentile latency default 4.578030575 4.408122599 -0.16991 ms    
      99th percentile latency default 6.253439859 4.992298558 -1.26114 ms    
      99.9th percentile latency default 19.66198959 8.490681676 -11.17131 ms    
      100th percentile latency default 20.0197883 8.887056261 -11.13273 ms    
      50th percentile service time default 2.622524276 2.356512472 -0.26601 ms    
      90th percentile service time default 3.102052212 2.851721831 -0.25033 ms    
      99th percentile service time default 4.579989612 3.174401047 -1.40559 ms    
      99.9th percentile service time default 18.49881567 8.051926313 -10.44689 ms    
      100th percentile service time default 18.62356346 8.21478758 -10.40878 ms    
      error rate default 0 0 0 %    
      term 条件查询 Min Throughput term 98.93043451 99.71455545 0.78412 ops/s  
      Mean Throughput term 99.33413382 99.81852777 0.48439 ops/s    
      Median Throughput term 99.38459416 99.83007784 0.44548 ops/s    
      Max Throughput term 99.57176235 99.88279227 0.31103 ops/s    
      50th percentile latency term 3.250969574 3.228969406 -0.022 ms    
      90th percentile latency term 3.966032993 3.853681684 -0.11235 ms    
      99th percentile latency term 10.50691157 4.505703636 -6.00121 ms    
      99.9th percentile latency term 17.10123536 7.033703398 -10.06753 ms    
      100th percentile latency term 19.53481138 9.737900458 -9.79691 ms    
      50th percentile service time term 2.501523588 2.488659229 -0.01286 ms    
      90th percentile service time term 3.069854062 2.982806601 -0.08705 ms    
      99th percentile service time term 7.066733902 3.509562407 -3.55717 ms    
      99.9th percentile service time term 16.17278317 6.230151438 -9.94263 ms    
      100th percentile service time term 19.29396484 8.562799543 -10.73117 ms    
      error rate term 0 0 0 %    
      词组查询（query） Min Throughput phrase 109.1666798 109.563189 0.39651 ops/s  
      Mean Throughput phrase 109.4885892 109.726084 0.23749 ops/s    
      Median Throughput phrase 109.531043 109.7627623 0.23172 ops/s    
      Max Throughput phrase 109.6776159 109.8360981 0.15848 ops/s    
      50th percentile latency phrase 2.736125607 2.723197918 -0.01293 ms    
      90th percentile latency phrase 3.2537736 3.277133778 0.02336 ms    
      99th percentile latency phrase 5.174562978 5.252283504 0.07772 ms    
      99.9th percentile latency phrase 17.94986153 11.65228278 -6.29758 ms    
      100th percentile latency phrase 20.16797382 18.0053385 -2.16264 ms    
      50th percentile service time phrase 1.983109396 1.964103896 -0.01901 ms    
      90th percentile service time phrase 2.38582911 2.413296979 0.02747 ms    
      99th percentile service time phrase 4.028498856 3.426500661 -0.602 ms    
      99.9th percentile service time phrase 17.23640091 10.3977854 -6.83862 ms    
      100th percentile service time phrase 19.54707783 17.02223159 -2.52485 ms    
      不带缓存的聚合查询（aggregation） error rate phrase 0 0 0 %  
      Min Throughput country_agg_uncached 2.996727436 2.999315225 0.00259 ops/s    
      Mean Throughput country_agg_uncached 2.997330498 2.999446981 0.00212 ops/s    
      Median Throughput country_agg_uncached 2.997367399 2.999449396 0.00208 ops/s    
      Max Throughput country_agg_uncached 2.997811835 2.999560826 0.00175 ops/s    
      50th percentile latency country_agg_uncached 137.708772 138.3623141 0.65354 ms    
      90th percentile latency country_agg_uncached 162.6020876 162.0003162 -0.60177 ms    
      99th percentile latency country_agg_uncached 196.1384525 190.0452044 -6.09325 ms    
      100th percentile latency country_agg_uncached 208.7042201 205.8009086 -2.90331 ms    
      50th percentile service time country_agg_uncached 136.977708 137.0970309 0.11932 ms    
      90th percentile service time country_agg_uncached 161.4701347 160.9131827 -0.55695 ms    
      99th percentile service time country_agg_uncached 195.4892302 188.7832217 -6.70601 ms    
      100th percentile service time country_agg_uncached 208.3484558 204.5730753 -3.77538 ms    
      error rate country_agg_uncached 0 0 0 %    
      带缓存的聚合查询（aggregation） Min Throughput country_agg_cached 98.51641526 98.62990947 0.11349 ops/s  
      Mean Throughput country_agg_cached 98.94635299 99.03419609 0.08784 ops/s    
      Median Throughput country_agg_cached 98.99545733 99.08216113 0.0867 ops/s    
      Max Throughput country_agg_cached 99.24729184 99.31333794 0.06605 ops/s    
      50th percentile latency country_agg_cached 2.211962827 2.139798366 -0.07216 ms    
      90th percentile latency country_agg_cached 3.517023474 3.494661488 -0.02236 ms    
      99th percentile latency country_agg_cached 4.158023223 4.199306211 0.04128 ms    
      99.9th percentile latency country_agg_cached 9.866942695 8.245296748 -1.62165 ms    
      100th percentile latency country_agg_cached 18.06280296 12.30363548 -5.75917 ms    
      50th percentile service time country_agg_cached 1.467651688 1.393478829 -0.07417 ms    
      90th percentile service time country_agg_cached 1.777389366 1.689927001 -0.08746 ms    
      99th percentile service time country_agg_cached 2.282693414 3.276122157 0.99343 ms    
      99.9th percentile service time country_agg_cached 4.195660669 7.769071626 3.57341 ms    
      100th percentile service time country_agg_cached 16.24826528 11.39958762 -4.84868 ms    
      error rate country_agg_cached 0 0 0 %    
      分页拉取 Min Throughput scroll 20.04421286 20.04208025 -0.00213 pages/s  
      Mean Throughput scroll 20.05368445 20.05111381 -0.00257 pages/s    
      Median Throughput scroll 20.05292541 20.05042813 -0.0025 pages/s    
      Max Throughput scroll 20.0660563 20.06287951 -0.00318 pages/s    
      50th percentile latency scroll 272.1138773 259.2352917 -12.87859 ms    
      90th percentile latency scroll 290.9470227 265.0907522 -25.85627 ms    
      99th percentile latency scroll 302.488716 284.5098141 -17.9789 ms    
      100th percentile latency scroll 303.7193846 297.6893578 -6.03003 ms    
      50th percentile service time scroll 270.1747189 257.1577448 -13.01697 ms    
      90th percentile service time scroll 289.0668329 263.437889 -25.62894 ms    
      99th percentile service time scroll 300.3281443 282.0971792 -18.23097 ms    
      100th percentile service time scroll 301.2135932 296.1045038 -5.10909 ms    
      error rate scroll 0 0 0 %    
      脚本查询（使用 expression 脚本） Min Throughput expression 1.500956979 1.501441158 0.00048 ops/s  
      Mean Throughput expression 1.501160838 1.501741788 0.00058 ops/s    
      Median Throughput expression 1.501147998 1.501719862 0.00057 ops/s    
      Max Throughput expression 1.501414072 1.502131242 0.00072 ops/s    
      50th percentile latency expression 327.3259858 295.2159694 -32.11002 ms    
      90th percentile latency expression 342.0345129 317.3502734 -24.68424 ms    
      99th percentile latency expression 372.6446468 378.85094 6.20629 ms    
      100th percentile latency expression 396.7165332 417.1186928 20.40216 ms    
      50th percentile service time expression 325.855901 293.9883978 -31.8675 ms    
      90th percentile service time expression 340.6900207 316.3654443 -24.32458 ms    
      99th percentile service time expression 370.736203 377.514769 6.77857 ms    
      100th percentile service time expression 395.4625437 415.9661252 20.50358 ms    
      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 painless_static 1.396916338 1.397483837 0.00057 ops/s  
      Mean Throughput painless_static 1.397478748 1.397943395 0.00046 ops/s    
      Median Throughput painless_static 1.397513941 1.397977624 0.00046 ops/s    
      Max Throughput painless_static 1.397920498 1.398303982 0.00038 ops/s    
      50th percentile latency painless_static 431.2919118 371.348965 -59.94295 ms    
      90th percentile latency painless_static 465.1254796 391.1945282 -73.93095 ms    
      99th percentile latency painless_static 512.2339443 437.3164341 -74.91751 ms    
      100th percentile latency painless_static 538.9131764 465.5702729 -73.3429 ms    
      50th percentile service time painless_static 429.9421017 369.791389 -60.15071 ms    
      90th percentile service time painless_static 463.2926716 390.19037 -73.1023 ms    
      99th percentile service time painless_static 511.3802825 434.9970652 -76.38322 ms    
      100th percentile service time painless_static 537.7559569 464.3589323 -73.39702 ms    
      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 painless_dynamic 1.398724661 1.396323104 -0.0024 ops/s  
      Mean Throughput painless_dynamic 1.398964022 1.396996725 -0.00197 ops/s    
      Median Throughput painless_dynamic 1.398981831 1.397038282 -0.00194 ops/s    
      Max Throughput painless_dynamic 1.399149307 1.397521303 -0.00163 ops/s    
      50th percentile latency painless_dynamic 432.8310895 356.7619352 -76.06915 ms    
      90th percentile latency painless_dynamic 462.9847418 383.0218635 -79.96288 ms    
      99th percentile latency painless_dynamic 494.9476089 428.2430825 -66.70453 ms    
      100th percentile latency painless_dynamic 536.4017347 446.9218394 -89.4799 ms    
      50th percentile service time painless_dynamic 431.5832192 355.6409795 -75.94224 ms    
      90th percentile service time painless_dynamic 462.0900041 381.7875394 -80.30246 ms    
      99th percentile service time painless_dynamic 494.3205597 425.9035249 -68.41703 ms    
      100th percentile service time painless_dynamic 534.6057713 445.0034723 -89.6023 ms    
      error rate painless_dynamic 0 0 0 %    
      地理范围查询（基于高斯衰减函数） Min Throughput decay_geo_gauss_function_score 1.001927565 1.002114687 0.00019 ops/s  
      Mean Throughput decay_geo_gauss_function_score 1.002340802 1.002568849 0.00023 ops/s    
      Median Throughput decay_geo_gauss_function_score 1.002308555 1.002535216 0.00023 ops/s    
      Max Throughput decay_geo_gauss_function_score 1.002881625 1.003158744 0.00028 ops/s    
      50th percentile latency decay_geo_gauss_function_score 387.5082242 332.3548282 -55.1534 ms    
      90th percentile latency decay_geo_gauss_function_score 397.8741518 344.7444949 -53.12966 ms    
      99th percentile latency decay_geo_gauss_function_score 407.4444408 356.9588375 -50.4856 ms    
      100th percentile latency decay_geo_gauss_function_score 409.4531341 369.3594299 -40.0937 ms    
      50th percentile service time decay_geo_gauss_function_score 386.1244814 331.0354254 -55.08906 ms    
      90th percentile service time decay_geo_gauss_function_score 396.8515609 343.3262392 -53.52532 ms    
      99th percentile service time decay_geo_gauss_function_score 406.6675034 355.0055938 -51.66191 ms    
      100th percentile service time decay_geo_gauss_function_score 407.7369291 368.1781357 -39.55879 ms    
      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 decay_geo_gauss_script_score 1.001446744 1.001552191 0.00011 ops/s  
      Mean Throughput decay_geo_gauss_script_score 1.001755635 1.001885174 0.00013 ops/s    
      Median Throughput decay_geo_gauss_script_score 1.001731537 1.001860497 0.00013 ops/s    
      Max Throughput decay_geo_gauss_script_score 1.002160032 1.002318693 0.00016 ops/s    
      50th percentile latency decay_geo_gauss_script_score 411.4939715 334.8041 -76.68987 ms    
      90th percentile latency decay_geo_gauss_script_score 429.658707 345.120705 -84.538 ms    
      99th percentile latency decay_geo_gauss_script_score 453.6645598 355.949311 -97.71525 ms    
      100th percentile latency decay_geo_gauss_script_score 454.430094 358.0469266 -96.38317 ms    
      50th percentile service time decay_geo_gauss_script_score 409.7672189 333.3149343 -76.45228 ms    
      90th percentile service time decay_geo_gauss_script_score 428.3069702 343.9684012 -84.33857 ms    
      99th percentile service time decay_geo_gauss_script_score 451.8706388 354.2061434 -97.6645 ms    
      100th percentile service time decay_geo_gauss_script_score 452.8327445 356.5891208 -96.24362 ms    
      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 field_value_function_score 1.503388048 1.503875481 0.00049 ops/s  
      Mean Throughput field_value_function_score 1.504118746 1.504719285 0.0006 ops/s    
      Median Throughput field_value_function_score 1.504074621 1.504659173 0.00058 ops/s    
      Max Throughput field_value_function_score 1.505051463 1.505800982 0.00075 ops/s    
      50th percentile latency field_value_function_score 194.2629726 134.5724794 -59.69049 ms    
      90th percentile latency field_value_function_score 203.7090491 150.1895525 -53.5195 ms    
      99th percentile latency field_value_function_score 214.6481861 166.6002053 -48.04798 ms    
      100th percentile latency field_value_function_score 217.926288 184.5367327 -33.38956 ms    
      50th percentile service time field_value_function_score 192.3880568 133.1520383 -59.23602 ms    
      90th percentile service time field_value_function_score 202.3297952 148.4251454 -53.90465 ms    
      99th percentile service time field_value_function_score 213.3810514 165.5014484 -47.8796 ms    
      100th percentile service time field_value_function_score 215.2935127 183.1076834 -32.18583 ms    
      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 field_value_script_score 1.499697369 1.500258349 0.00056 ops/s  
      Mean Throughput field_value_script_score 1.499757694 1.500311799 0.00055 ops/s    
      Median Throughput field_value_script_score 1.499759282 1.50030649 0.00055 ops/s    
      Max Throughput field_value_script_score 1.499799232 1.500380821 0.00058 ops/s    
      50th percentile latency field_value_script_score 240.0929602 174.8193153 -65.27364 ms    
      90th percentile latency field_value_script_score 250.0571281 188.9238266 -61.1333 ms    
      99th percentile latency field_value_script_score 270.1539508 215.9618342 -54.19212 ms    
      100th percentile latency field_value_script_score 291.1372129 229.1083755 -62.02884 ms    
      50th percentile service time field_value_script_score 238.8174967 173.5835276 -65.23397 ms    
      90th percentile service time field_value_script_score 248.7244156 187.4786591 -61.24576 ms    
      99th percentile service time field_value_script_score 268.9089779 214.8508051 -54.05817 ms    
      100th percentile service time field_value_script_score 290.2693953 228.2811021 -61.98829 ms    
      error rate field_value_script_score 0 0 0 %    
      大量 terms 条件查询（query） Min Throughput large_terms 1.101304601 1.100700963 -0.0006 ops/s  
      Mean Throughput large_terms 1.101582867 1.100849475 -0.00073 ops/s    
      Median Throughput large_terms 1.101561184 1.100839723 -0.00072 ops/s    
      Max Throughput large_terms 1.101945785 1.101043 -0.0009 ops/s    
      50th percentile latency large_terms 211.8277326 242.00767 30.17994 ms    
      90th percentile latency large_terms 231.8088979 252.8580495 21.04915 ms    
      99th percentile latency large_terms 251.2304624 265.9718477 14.74139 ms    
      100th percentile latency large_terms 255.3527635 269.8639119 14.51115 ms    
      50th percentile service time large_terms 203.8265727 233.9178906 30.09132 ms    
      90th percentile service time large_terms 223.8224964 245.1530447 21.33055 ms    
      99th percentile service time large_terms 241.849935 258.2161737 16.36624 ms    
      100th percentile service time large_terms 246.3486325 262.1599194 15.81129 ms    
      error rate large_terms 0 0 0 %    
      大量 terms 条件过滤查询（query、filter） Min Throughput large_filtered_terms 1.102296697 1.10245872 0.00016 ops/s  
      Mean Throughput large_filtered_terms 1.102784885 1.102979701 0.00019 ops/s    
      Median Throughput large_filtered_terms 1.102747397 1.102939052 0.00019 ops/s    
      Max Throughput large_filtered_terms 1.103436209 1.103668743 0.00023 ops/s    
      50th percentile latency large_filtered_terms 227.9210831 243.4361419 15.51506 ms    
      90th percentile latency large_filtered_terms 249.2253724 255.9631401 6.73777 ms    
      99th percentile latency large_filtered_terms 263.3142567 276.256653 12.9424 ms    
      100th percentile latency large_filtered_terms 265.4732559 280.1711811 14.69793 ms    
      50th percentile service time large_filtered_terms 220.1946224 235.739741 15.54512 ms    
      90th percentile service time large_filtered_terms 241.1826614 248.5632175 7.38056 ms    
      99th percentile service time large_filtered_terms 255.2141531 268.2613158 13.04716 ms    
      100th percentile service time large_filtered_terms 256.941474 272.5524893 15.61102 ms    
      error rate large_filtered_terms 0 0 0 %    
      大量条件取反查询（query、must not） Min Throughput large_prohibited_terms 1.102827031 1.102357904 -0.00047 ops/s  
      Mean Throughput large_prohibited_terms 1.103422713 1.102860804 -0.00056 ops/s    
      Median Throughput large_prohibited_terms 1.103376606 1.102821884 -0.00055 ops/s    
      Max Throughput large_prohibited_terms 1.104211668 1.103525116 -0.00069 ops/s    
      50th percentile latency large_prohibited_terms 202.5767318 232.1078526 29.53112 ms    
      90th percentile latency large_prohibited_terms 220.4174595 247.2566163 26.83916 ms    
      99th percentile latency large_prohibited_terms 234.3344817 266.7954953 32.46101 ms    
      100th percentile latency large_prohibited_terms 246.6131421 268.8084021 22.19526 ms    
      50th percentile service time large_prohibited_terms 193.9010601 224.5439067 30.64285 ms    
      90th percentile service time large_prohibited_terms 212.6108234 239.8692667 27.25844 ms    
      99th percentile service time large_prohibited_terms 226.4359237 258.9916089 32.55569 ms    
      100th percentile service time large_prohibited_terms 238.984541 260.8724702 21.88793 ms    
      error rate large_prohibited_terms 0 0 0 %    
      降序排序查询 Min Throughput desc_sort_population 1.504037884 1.504180086 0.00014 ops/s  
      Mean Throughput desc_sort_population 1.504907329 1.505087394 0.00018 ops/s    
      Median Throughput desc_sort_population 1.504841628 1.505025118 0.00018 ops/s    
      Max Throughput desc_sort_population 1.506034196 1.506249517 0.00022 ops/s    
      50th percentile latency desc_sort_population 61.13778474 54.50106226 -6.63672 ms    
      90th percentile latency desc_sort_population 73.92849587 69.35394919 -4.57455 ms    
      99th percentile latency desc_sort_population 85.77715084 86.2006122 0.42346 ms    
      100th percentile latency desc_sort_population 85.84200498 87.74290979 1.9009 ms    
      50th percentile service time desc_sort_population 59.92501229 53.58439684 -6.34062 ms    
      90th percentile service time desc_sort_population 72.30911367 68.09855495 -4.21056 ms    
      99th percentile service time desc_sort_population 84.09957183 84.57749833 0.47793 ms    
      100th percentile service time desc_sort_population 84.19063408 85.95814556 1.76751 ms    
      error rate desc_sort_population 0 0 0 %    
      升序排序查询 Min Throughput asc_sort_population 1.504247142 1.504528234 0.00028 ops/s  
      Mean Throughput asc_sort_population 1.505166062 1.505508302 0.00034 ops/s    
      Median Throughput asc_sort_population 1.505099341 1.505440428 0.00034 ops/s    
      Max Throughput asc_sort_population 1.506349989 1.506767598 0.00042 ops/s    
      50th percentile latency asc_sort_population 63.16776341 62.82690261 -0.34086 ms    
      90th percentile latency asc_sort_population 78.09764324 75.61749704 -2.48015 ms    
      99th percentile latency asc_sort_population 87.33172638 84.58683862 -2.74489 ms    
      100th percentile latency asc_sort_population 87.89979294 85.19899659 -2.7008 ms    
      50th percentile service time asc_sort_population 61.90986466 61.71039958 -0.19947 ms    
      90th percentile service time asc_sort_population 76.55056985 74.45018981 -2.10038 ms    
      99th percentile service time asc_sort_population 85.81453795 83.30245529 -2.51208 ms    
      100th percentile service time asc_sort_population 86.60695888 84.05557927 -2.55138 ms    
      error rate asc_sort_population 0 0 0 %    
      升序排序后 after 跳转查询 Min Throughput asc_sort_with_after_population 1.503017792 1.503506494 0.00049 ops/s  
      Mean Throughput asc_sort_with_after_population 1.503667166 1.504271472 0.0006 ops/s    
      Median Throughput asc_sort_with_after_population 1.503620246 1.504214876 0.00059 ops/s    
      Max Throughput asc_sort_with_after_population 1.504506304 1.505248472 0.00074 ops/s    
      50th percentile latency asc_sort_with_after_population 79.49512405 81.97531058 2.48019 ms    
      90th percentile latency asc_sort_with_after_population 94.07415418 97.05960844 2.98545 ms    
      99th percentile latency asc_sort_with_after_population 115.1407234 110.1778366 -4.96289 ms    
      100th percentile latency asc_sort_with_after_population 117.4867153 115.6357806 -1.85093 ms    
      50th percentile service time asc_sort_with_after_population 78.12653808 80.56232799 2.43579 ms    
      90th percentile service time asc_sort_with_after_population 92.57791536 96.00112103 3.42321 ms    
      99th percentile service time asc_sort_with_after_population 113.538067 108.2517642 -5.2863 ms    
      100th percentile service time asc_sort_with_after_population 116.0558164 114.5531256 -1.50269 ms    
      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 desc_sort_geonameid 6.011806976 6.013534032 0.00173 ops/s  
      Mean Throughput desc_sort_geonameid 6.014040004 6.016121536 0.00208 ops/s    
      Median Throughput desc_sort_geonameid 6.013860893 6.015844404 0.00198 ops/s    
      Max Throughput desc_sort_geonameid 6.016975785 6.019491653 0.00252 ops/s    
      50th percentile latency desc_sort_geonameid 8.037513588 6.896098144 -1.14142 ms    
      90th percentile latency desc_sort_geonameid 8.790209144 7.481213845 -1.309 ms    
      99th percentile latency desc_sort_geonameid 20.16597 7.890859395 -12.27511 ms    
      100th percentile latency desc_sort_geonameid 22.69194461 8.130467497 -14.56148 ms    
      50th percentile service time desc_sort_geonameid 7.199986372 6.043605972 -1.15638 ms    
      90th percentile service time desc_sort_geonameid 7.634483464 6.330675445 -1.30381 ms    
      99th percentile service time desc_sort_geonameid 18.95111335 6.674837489 -12.27628 ms    
      100th percentile service time desc_sort_geonameid 22.06934988 6.795545109 -15.2738 ms    
      error rate desc_sort_geonameid 0 0 0 %    
      高基字段降序排序 after 跳转查询 Min Throughput desc_sort_with_after_geonameid 6.003999251 6.002224615 -0.00177 ops/s  
      Mean Throughput desc_sort_with_after_geonameid 6.00483332 6.002715504 -0.00212 ops/s    
      Median Throughput desc_sort_with_after_geonameid 6.004831591 6.002684836 -0.00215 ops/s    
      Max Throughput desc_sort_with_after_geonameid 6.005864935 6.003257919 -0.00261 ops/s    
      50th percentile latency desc_sort_with_after_geonameid 64.12782287 69.3480419 5.22022 ms    
      90th percentile latency desc_sort_with_after_geonameid 79.63361973 85.98741582 6.3538 ms    
      99th percentile latency desc_sort_with_after_geonameid 87.09606319 91.30932659 4.21326 ms    
      100th percentile latency desc_sort_with_after_geonameid 88.47462852 91.78488795 3.31026 ms    
      50th percentile service time desc_sort_with_after_geonameid 63.23770666 68.51645093 5.27874 ms    
      90th percentile service time desc_sort_with_after_geonameid 78.83979175 85.22403594 6.38424 ms    
      99th percentile service time desc_sort_with_after_geonameid 86.525729 90.76162191 4.23589 ms    
      100th percentile service time desc_sort_with_after_geonameid 87.29847241 91.3709281 4.07246 ms    
      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 asc_sort_geonameid 6.018840993 6.018470998 -0.00037 ops/s  
      Mean Throughput asc_sort_geonameid 6.022518134 6.022078364 -0.00044 ops/s    
      Median Throughput asc_sort_geonameid 6.022245684 6.021816641 -0.00043 ops/s    
      Max Throughput asc_sort_geonameid 6.027178807 6.026594943 -0.00058 ops/s    
      50th percentile latency asc_sort_geonameid 7.024060003 9.012220893 1.98816 ms    
      90th percentile latency asc_sort_geonameid 7.69297732 9.680523816 1.98755 ms    
      99th percentile latency asc_sort_geonameid 20.44826921 11.18117133 -9.2671 ms    
      100th percentile latency asc_sort_geonameid 21.87036537 11.28741447 -10.58295 ms    
      50th percentile service time asc_sort_geonameid 6.123304367 8.064015303 1.94071 ms    
      90th percentile service time asc_sort_geonameid 6.746383384 8.737695683 1.99131 ms    
      99th percentile service time asc_sort_geonameid 19.78318544 10.16213525 -9.62105 ms    
      100th percentile service time asc_sort_geonameid 21.25467733 10.39039157 -10.86429 ms    
      error rate asc_sort_geonameid 0 0 0 %    
      高基字段升序排序 after 跳转查询 Min Throughput asc_sort_with_after_geonameid 6.013236842 6.013266563 0.00003 ops/s  
      Mean Throughput asc_sort_with_after_geonameid 6.015849171 6.015858176 0.00001 ops/s    
      Median Throughput asc_sort_with_after_geonameid 6.015618744 6.015641333 0.00002 ops/s    
      Max Throughput asc_sort_with_after_geonameid 6.019167352 6.01911523 -0.00005 ops/s    
      50th percentile latency asc_sort_with_after_geonameid 60.27546292 64.3463349 4.07087 ms    
      90th percentile latency asc_sort_with_after_geonameid 78.63363056 85.38805693 6.75443 ms    
      99th percentile latency asc_sort_with_after_geonameid 89.31191583 91.7664034 2.45449 ms    
      100th percentile latency asc_sort_with_after_geonameid 90.85853212 91.9917766 1.13324 ms    
      50th percentile service time asc_sort_with_after_geonameid 59.692265 63.68059153 3.98833 ms    
      90th percentile service time asc_sort_with_after_geonameid 78.16235274 84.53184282 6.36949 ms    
      99th percentile service time asc_sort_with_after_geonameid 88.15484255 91.29356634 3.13872 ms    
      100th percentile service time asc_sort_with_after_geonameid 89.73695803 91.64701309 1.91006 ms    
      error rate asc_sort_with_after_geonameid 0 0 0 %    
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