说明

本文描述问题及解决方法同样适用于 腾讯云 Elasticsearch Service（ES）。

另外使用到：腾讯云云服务器（Cloud Virtual Machine，CVM）

本文延续前两篇压测报告：

Elasticsearch 7.10.1集群3节点4核16G压测报告（AMD）

Elasticsearch 7.10.1集群3节点4核16G压测报告（Intel）

本文另有延续：

Elasticsearch 7.10.1压测对比（8核32G*3，AMD vs Intel）

环境配置

Esrally客户端环境

版本

Linux环境：Centos 7.9

Python：3.8.7

Pip：pip 20.2.3 from pip (python 3.8)

Java：openjdk version 1.8.0_302 (build 1.8.0_302-b08)

Git：2.7.5

Esrally：2.3.0

配置

内存：32G

硬盘：SSD云硬盘 100GB

CPU个数：1

CPU核心数：16

Elasticsearch服务端环境

版本

Linux环境：Centos 7.2

Java：openjdk version 11.0.9.1-ga (build 11.0.9.1-ga+1, mixed mode)

Elasticsearch版本：7.10.1（腾讯云 Elasticsearch Service 白金版）

配置

节点数量：3

内存：16G

硬盘：SSD云硬盘 1TB

CPU个数：1

CPU核心数：4

CPU型号：AMD EPYC 7K62 48-Core ProcessorVSIntel(R) Xeon(R) Platinum 8255C CPU @ 2.50GHz

压测

esrally 相关术语及参数

Rally 是汽车拉力赛的意思，所以关于它里面术语也是跟汽车的拉力赛有关。

track: 即赛道的意思，这里指压测用到的样本数据和压测策略，使用 esrally list tracks 列出。rally 自带的 track 可在 https://github.com/elastic/rally-tracks 中查看，每个 track 的文件名中都存在 README.md 对压测的数据类型和参数做了详细的说明。如果没有指定 track，则默认使用 geonames track 进行测试；
target-hosts：即远程elasticsearch的ip和端口，以ip:port的形式指定；
pipeline: 指一个压测流程，可以通过 esrally list pipeline 查看，其中有一个 benchmark-only 的流程，就是将 es 的管理交给用户来操作，rally 只用来做压测，如果你想针对已有的 es 进行压测，则使用该模式；
track-params：对默认的压测参数进行覆盖；
user-tag：本次压测的 tag 标记；
client-options：指定一些客户端连接选项，比如用户名和密码。

压测指令

esrally race \
  --track=geonames \
  --target-hosts=10.0.10.4:9200 \
  --pipeline=benchmark-only \
  --track-params="number_of_shards:3, number_of_replicas:1" \
  --user-tag="version:4C16G_1T*3" \
  --client-options="basic_auth_user:'elastic', basic_auth_password:'your_password'"

对比指令

1. 打印压测列表

[dy@VM-1-12-centos ~]$ esrally list races

    ____        ____
   / __ \____ _/ / /_  __
  / /_/ / __ `/ / / / / /
 / _, _/ /_/ / / / /_/ /
/_/ |_|\__,_/_/_/\__, /
                /____/


Recent races:

Race ID                               Race Timestamp    Track     Track Parameters                          Challenge            Car       User Tags                 Track Revision    Team Revision
------------------------------------  ----------------  --------  ----------------------------------------  -------------------  --------  ------------------------  ----------------  ---------------
a87b4509-ef60-4932-849d-7733dca63b9b  20211021T111954Z  geonames  number_of_replicas=1, number_of_shards=3  append-no-conflicts  external  version=AMD_4C16G_1T*3    31df6b8
1301d57a-29a5-4704-a4db-7ed6aa50cb12  20211021T094419Z  geonames  number_of_replicas=1, number_of_shards=3  append-no-conflicts  external  version=Intel_4C16G_1T*3  31df6b8

-------------------------------
[INFO] SUCCESS (took 6 seconds)
-------------------------------

2. 对比压测报告

baseline：基准报告
contender：需要对比的报告


[dy@VM-1-12-centos ~]$ esrally compare --baseline=a87b4509-ef60-4932-849d-7733dca63b9b --contender=1301d57a-29a5-4704-a4db-7ed6aa50cb12

    ____        ____
   / __ \____ _/ / /_  __
  / /_/ / __ `/ / / / / /
 / _, _/ /_/ / / / /_/ /
/_/ |_|\__,_/_/_/\__, /
                /____/

[WARNING] No Internet connection detected. Automatic download of track data sets etc. is disabled.

Comparing baseline
  Race ID: a87b4509-ef60-4932-849d-7733dca63b9b
  Race timestamp: 2021-10-21 11:19:54
  Challenge: append-no-conflicts
  Car: external
  User tags: version=AMD_4C16G_1T*3

with contender
  Race ID: 1301d57a-29a5-4704-a4db-7ed6aa50cb12
  Race timestamp: 2021-10-21 09:44:19
  Challenge: append-no-conflicts
  Car: external
  User tags: version=Intel_4C16G_1T*3

压测性能对比结果

性能对比标识在最后一列，↑表示Intel比AMD性能好，↓表示Intel比AMD性能差。孰强孰弱，一目了然。通过输出的表格可以看到性能压测结果AMD远超Intel，AMD在压测过程中表现相当优秀。

但通常压测结果只能作为参考，实际的业务场景还是相较复杂的，所以线上生产环境还是得以实际业务场景为准。

压测指标	压测任务	AMD CPU	Intel CPU	单位	差率	性能对比
Cumulative indexing time of primary shards		16.6515	20.61926667	min	23.83%	↓
Min cumulative indexing time across primary shard		0	0	min	0.00%	–
Median cumulative indexing time across primary shard		0.001258333	0.004466667	min	254.97%	↓
Max cumulative indexing time across primary shard		5.893733333	7.409083333	min	25.71%	↓
Cumulative indexing throttle time of primary shards		0	0	min	0.00%	–
Min cumulative indexing throttle time across primary shard		0	0	min	0.00%	–
Median cumulative indexing throttle time across primary shard		0	0	min	0.00%	–
Max cumulative indexing throttle time across primary shard		0	0	min	0.00%	–
Cumulative merge time of primary shards		5.123933333	6.56155	min	28.06%	↓
Cumulative merge count of primary shards		113	154		36.28%	↓
Min cumulative merge time across primary shard		0	0	min	0.00%	–
Median cumulative merge time across primary shard		0.001775	0.002466667	min	38.97%	↓
Max cumulative merge time across primary shard		1.8119	2.34035	min	29.17%	↓
Cumulative merge throttle time of primary shards		0.954066667	0.72385	min	-24.13%	↑
Min cumulative merge throttle time across primary shard		0	0	min	0.00%	–
Median cumulative merge throttle time across primary shard		0	0	min	0.00%	–
Max cumulative merge throttle time across primary shard		0.367133333	0.255316667	min	-30.46%	↑
Cumulative refresh time of primary shards		1.98815	2.666166667	min	34.10%	↓
Cumulative refresh count of primary shards		1037	1381		33.17%	↓
Min cumulative refresh time across primary shard		0	0	min	0.00%	–
Median cumulative refresh time across primary shard		0.007558333	0.02155	min	185.12%	↓
Max cumulative refresh time across primary shard		0.668566667	0.84375	min	26.20%	↓
Cumulative flush time of primary shards		0.292166667	0.357333333	min	22.30%	↓
Cumulative flush count of primary shards		21	16		-23.81%	↑
Min cumulative flush time across primary shard		0	0	min	0.00%	–
Median cumulative flush time across primary shard		0.00065	0.000483333	min	-25.64%	↑
Max cumulative flush time across primary shard		0.13395	0.139483333	min	4.13%	↓
Total Young Gen GC time		14.357	23.305	s	62.32%	↓
Total Young Gen GC count		2224	2210		-0.63%	↑
Total Old Gen GC time		0	0	s	0.00%	–
Total Old Gen GC count		0	0		0.00%	–
Store size		5.841667223	5.805117853	GB	-0.63%	↑
Translog size		0.014743343	0.016550641	GB	12.26%	↓
Heap used for segments		0.820430756	0.894435883	MB	9.02%	↓
Heap used for doc values		0.167011261	0.212818146	MB	27.43%	↓
Heap used for terms		0.551681519	0.579559326	MB	5.05%	↓
Heap used for norms		0.05279541	0.052124023	MB	-1.27%	↑
Heap used for points		0	0	MB	0.00%	–
Heap used for stored fields		0.048942566	0.049934387	MB	2.03%	↓
Segment count		101	103		1.98%	↓
Min Throughput	index-append	47217.68984	37192.08737	docs/s	-21.23%	↓
Mean Throughput	index-append	48918.92016	38562.29645	docs/s	-21.17%	↓
Median Throughput	index-append	49245.57312	38577.44441	docs/s	-21.66%	↓
Max Throughput	index-append	49663.92093	39329.31931	docs/s	-20.81%	↓
50th percentile latency	index-append	569.444781	757.068621	ms	32.95%	↓
90th percentile latency	index-append	1124.045881	1558.868251	ms	38.68%	↓
99th percentile latency	index-append	2983.051196	3131.200507	ms	4.97%	↓
99.9th percentile latency	index-append	3649.150753	4159.975815	ms	14.00%	↓
100th percentile latency	index-append	3769.667	4638.147801	ms	23.04%	↓
50th percentile service time	index-append	569.444781	757.068621	ms	32.95%	↓
90th percentile service time	index-append	1124.045881	1558.868251	ms	38.68%	↓
99th percentile service time	index-append	2983.051196	3131.200507	ms	4.97%	↓
99.9th percentile service time	index-append	3649.150753	4159.975815	ms	14.00%	↓
100th percentile service time	index-append	3769.667	4638.147801	ms	23.04%	↓
error rate	index-append	0	0	%	0.00%	–
Min Throughput	index-stats	89.90861168	88.84381441	ops/s	-1.18%	↓
Mean Throughput	index-stats	89.94603154	89.30621306	ops/s	-0.71%	↓
Median Throughput	index-stats	89.95353888	89.36523706	ops/s	-0.65%	↓
Max Throughput	index-stats	89.96520107	89.56568092	ops/s	-0.44%	↓
50th percentile latency	index-stats	3.366646889	3.741529945	ms	11.14%	↓
90th percentile latency	index-stats	3.982447433	4.260264733	ms	6.98%	↓
99th percentile latency	index-stats	6.325640143	5.066233196	ms	-19.91%	↑
99.9th percentile latency	index-stats	15.50026936	10.93027454	ms	-29.48%	↑
100th percentile latency	index-stats	22.19115467	11.32775311	ms	-48.95%	↑
50th percentile service time	index-stats	2.574661	2.9800225	ms	15.74%	↓
90th percentile service time	index-stats	3.1908318	3.3411987	ms	4.71%	↓
99th percentile service time	index-stats	4.67376499	4.48544791	ms	-4.03%	↑
99.9th percentile service time	index-stats	14.78275873	10.05261776	ms	-32.00%	↑
100th percentile service time	index-stats	21.208054	10.45597	ms	-50.70%	↑
error rate	index-stats	0	0	%	0.00%	–
Min Throughput	node-stats	89.99644532	89.96192874	ops/s	-0.04%	↓
Mean Throughput	node-stats	90.00460997	89.97933872	ops/s	-0.03%	↓
Median Throughput	node-stats	90.00450882	89.98348301	ops/s	-0.02%	↓
Max Throughput	node-stats	90.01490301	89.99050111	ops/s	-0.03%	↓
50th percentile latency	node-stats	3.802554889	4.203364889	ms	10.54%	↓
90th percentile latency	node-stats	4.533495434	4.860762733	ms	7.22%	↓
99th percentile latency	node-stats	5.69326132	7.469755013	ms	31.20%	↓
99.9th percentile latency	node-stats	7.707171939	23.36412157	ms	203.15%	↓
100th percentile latency	node-stats	8.033339778	26.07431078	ms	224.58%	↓
50th percentile service time	node-stats	3.018763	3.449842	ms	14.28%	↓
90th percentile service time	node-stats	3.7464312	3.9880273	ms	6.45%	↓
99th percentile service time	node-stats	4.910253389	5.88917164	ms	19.94%	↓
99.9th percentile service time	node-stats	6.95086849	18.5987367	ms	167.57%	↓
100th percentile service time	node-stats	7.409899	19.62441	ms	164.84%	↓
error rate	node-stats	0	0	%	0.00%	–
Min Throughput	default	50.00712893	50.01133259	ops/s	0.01%	–
Mean Throughput	default	50.01230411	50.0181559	ops/s	0.01%	↑
Median Throughput	default	50.01161639	50.01650546	ops/s	0.01%	–
Max Throughput	default	50.0213024	50.03442554	ops/s	0.03%	↑
50th percentile latency	default	3.655869501	4.5691895	ms	24.98%	↓
90th percentile latency	default	4.181477201	5.1553089	ms	23.29%	↓
99th percentile latency	default	5.64191841	6.27242918	ms	11.18%	↓
99.9th percentile latency	default	15.02458674	12.40069905	ms	-17.46%	↑
100th percentile latency	default	17.738605	22.455685	ms	26.59%	↓
50th percentile service time	default	2.8836605	3.8620235	ms	33.93%	↓
90th percentile service time	default	3.364470201	4.2630225	ms	26.71%	↓
99th percentile service time	default	4.35625107	5.09573482	ms	16.98%	↓
99.9th percentile service time	default	13.99342297	12.08920769	ms	-13.61%	↑
100th percentile service time	default	16.998383	22.095882	ms	29.99%	↓
error rate	default	0	0	%	0.00%	–
Min Throughput	term	99.93668832	99.87284637	ops/s	-0.06%	↓
Mean Throughput	term	99.96364201	99.92131398	ops/s	-0.04%	↓
Median Throughput	term	99.96523993	99.92445571	ops/s	-0.04%	↓
Max Throughput	term	99.97676912	99.95306788	ops/s	-0.02%	↓
50th percentile latency	term	2.5210005	3.680496	ms	45.99%	↓
90th percentile latency	term	3.1322378	4.2049577	ms	34.25%	↓
99th percentile latency	term	4.82529718	4.80779752	ms	-0.36%	↑
99.9th percentile latency	term	11.42147218	6.216859786	ms	-45.57%	↑
100th percentile latency	term	14.679388	7.675186	ms	-47.71%	↑
50th percentile service time	term	1.748733	2.95697	ms	69.09%	↓
90th percentile service time	term	2.14543	3.3481341	ms	56.06%	↓
99th percentile service time	term	2.570702781	3.79310115	ms	47.55%	↓
99.9th percentile service time	term	10.76067785	5.682759601	ms	-47.19%	↑
100th percentile service time	term	13.671617	7.396645	ms	-45.90%	↑
error rate	term	0	0	%	0.00%	–
Min Throughput	phrase	109.457439	109.7360626	ops/s	0.25%	↑
Mean Throughput	phrase	109.6730363	109.8436467	ops/s	0.16%	↑
Median Throughput	phrase	109.7085065	109.8584476	ops/s	0.14%	↑
Max Throughput	phrase	109.7907409	109.9038398	ops/s	0.10%	↑
50th percentile latency	phrase	3.354487545	4.288767272	ms	27.85%	↓
90th percentile latency	phrase	4.048016272	5.1152377	ms	26.36%	↓
99th percentile latency	phrase	9.048883346	42.08410923	ms	365.08%	↓
99.9th percentile latency	phrase	34.40602408	69.39988649	ms	101.71%	↓
100th percentile latency	phrase	39.091593	74.59599327	ms	90.82%	↓
50th percentile service time	phrase	2.5868585	3.566522	ms	37.87%	↓
90th percentile service time	phrase	3.1713395	4.1526733	ms	30.94%	↓
99th percentile service time	phrase	4.84450866	6.57685349	ms	35.76%	↓
99.9th percentile service time	phrase	22.38927791	46.43875535	ms	107.42%	↓
100th percentile service time	phrase	38.395166	73.954562	ms	92.61%	↓
error rate	phrase	0	0	%	0.00%	–
Min Throughput	country agg uncached	2.990330234	2.975298835	ops/s	-0.50%	↓
Mean Throughput	country agg uncached	2.992285885	2.985278752	ops/s	-0.23%	↓
Median Throughput	country agg uncached	2.992408698	2.986451024	ops/s	-0.20%	↓
Max Throughput	country agg uncached	2.993620062	2.990605662	ops/s	-0.10%	↓
50th percentile latency	country agg uncached	263.5204615	394.44874	ms	49.68%	↓
90th percentile latency	country agg uncached	274.3721343	599.6128869	ms	118.54%	↓
99th percentile latency	country agg uncached	298.7350334	710.7589071	ms	137.92%	↓
100th percentile latency	country agg uncached	307.146479	726.6411883	ms	136.58%	↓
50th percentile service time	country agg uncached	262.609831	273.88985	ms	4.30%	↓
90th percentile service time	country agg uncached	273.9134747	418.2803837	ms	52.71%	↓
99th percentile service time	country agg uncached	297.4308098	422.4098734	ms	42.02%	↓
100th percentile service time	country agg uncached	306.318614	424.370216	ms	38.54%	↓
error rate	country agg uncached	0	0	%	0.00%	–
Min Throughput	country agg cached	97.24005071	96.27897944	ops/s	-0.99%	↓
Mean Throughput	country agg cached	97.96762459	97.25775644	ops/s	-0.72%	↓
Median Throughput	country agg cached	98.03282954	97.34978881	ops/s	-0.70%	↓
Max Throughput	country agg cached	98.48277146	97.94784689	ops/s	-0.54%	↓
50th percentile latency	country agg cached	2.287373	2.559012	ms	11.88%	↓
90th percentile latency	country agg cached	3.5575002	3.099232	ms	-12.88%	↑
99th percentile latency	country agg cached	3.89998687	3.97147543	ms	1.83%	↓
99.9th percentile latency	country agg cached	17.53930269	7.762840359	ms	-55.74%	↑
100th percentile latency	country agg cached	23.544975	14.359596	ms	-39.01%	↑
50th percentile service time	country agg cached	1.534827	1.8663005	ms	21.60%	↓
90th percentile service time	country agg cached	1.8340752	2.140416	ms	16.70%	↓
99th percentile service time	country agg cached	2.41103197	2.8933967	ms	20.01%	↓
99.9th percentile service time	country agg cached	6.711316592	6.048425236	ms	-9.88%	↑
100th percentile service time	country agg cached	23.092511	13.774927	ms	-40.35%	↑
error rate	country agg cached	0	0	%	0.00%	–
Min Throughput	scroll	20.02808417	20.02498352	pages/s	-0.02%	↓
Mean Throughput	scroll	20.03411239	20.03036823	pages/s	-0.02%	↓
Median Throughput	scroll	20.03364959	20.0299498	pages/s	-0.02%	↓
Max Throughput	scroll	20.04193009	20.03734455	pages/s	-0.02%	↓
50th percentile latency	scroll	603.447127	639.6468265	ms	6.00%	↓
90th percentile latency	scroll	617.0215679	654.5095362	ms	6.08%	↓
99th percentile latency	scroll	619.7463325	670.696813	ms	8.22%	↓
100th percentile latency	scroll	629.479367	671.465154	ms	6.67%	↓
50th percentile service time	scroll	601.663531	638.284497	ms	6.09%	↓
90th percentile service time	scroll	615.661961	652.530904	ms	5.99%	↓
99th percentile service time	scroll	618.0655219	669.0135373	ms	8.24%	↓
100th percentile service time	scroll	627.276275	669.801015	ms	6.78%	↓
error rate	scroll	0	0	%	0.00%	–
Min Throughput	expression	1.499333211	1.494299033	ops/s	-0.34%	↓
Mean Throughput	expression	1.499473114	1.497483858	ops/s	-0.13%	↓
Median Throughput	expression	1.499480784	1.497755076	ops/s	-0.12%	↓
Max Throughput	expression	1.499567285	1.498352774	ops/s	-0.08%	↓
50th percentile latency	expression	480.2441172	586.4985087	ms	22.13%	↓
90th percentile latency	expression	497.2174017	831.2003144	ms	67.17%	↓
99th percentile latency	expression	535.2084129	995.5854492	ms	86.02%	↓
100th percentile latency	expression	677.822256	1158.311173	ms	70.89%	↓
50th percentile service time	expression	478.770495	503.3436115	ms	5.13%	↓
90th percentile service time	expression	496.2114758	829.3288204	ms	67.13%	↓
99th percentile service time	expression	534.7022146	835.8098927	ms	56.31%	↓
100th percentile service time	expression	677.301477	840.604033	ms	24.11%	↓
error rate	expression	0	0	%	0.00%	–
Min Throughput	painless static	1.397138405	1.326033283	ops/s	-5.09%	↓
Mean Throughput	painless static	1.397656861	1.329954855	ops/s	-4.84%	↓
Median Throughput	painless static	1.397691062	1.329934223	ops/s	-4.85%	↓
Max Throughput	painless static	1.398068218	1.335178224	ops/s	-4.50%	↓
50th percentile latency	painless static	610.9062683	8863.935909	ms	1350.95%	↓
90th percentile latency	painless static	650.1359216	11195.36125	ms	1622.00%	↓
99th percentile latency	painless static	731.0193557	11497.71595	ms	1472.83%	↓
100th percentile latency	painless static	770.706376	11565.94085	ms	1400.69%	↓
50th percentile service time	painless static	610.064558	677.0842975	ms	10.99%	↓
90th percentile service time	painless static	648.1154007	1007.666786	ms	55.48%	↓
99th percentile service time	painless static	730.3446444	1017.513946	ms	39.32%	↓
100th percentile service time	painless static	769.865187	1019.517403	ms	32.43%	↓
error rate	painless static	0	0	%	0.00%	–
Min Throughput	painless dynamic	1.400210089	1.337580167	ops/s	-4.47%	↓
Mean Throughput	painless dynamic	1.400256993	1.343740089	ops/s	-4.04%	↓
Median Throughput	painless dynamic	1.400254551	1.344162811	ops/s	-4.01%	↓
Max Throughput	painless dynamic	1.400319384	1.351871561	ops/s	-3.46%	↓
50th percentile latency	painless dynamic	608.7266656	7716.196398	ms	1167.60%	↓
90th percentile latency	painless dynamic	649.741284	9965.176115	ms	1433.71%	↓
99th percentile latency	painless dynamic	695.297699	10441.30077	ms	1401.70%	↓
100th percentile latency	painless dynamic	702.6010557	10492.49776	ms	1393.38%	↓
50th percentile service time	painless dynamic	608.168646	661.3450085	ms	8.74%	↓
90th percentile service time	painless dynamic	649.3395168	1037.11373	ms	59.72%	↓
99th percentile service time	painless dynamic	694.4553194	1043.824076	ms	50.31%	↓
100th percentile service time	painless dynamic	701.651471	1047.609679	ms	49.31%	↓
error rate	painless dynamic	0	0	%	0.00%	–
Min Throughput	decay geo gauss function score	1.001376827	1.001081492	ops/s	-0.03%	↓
Mean Throughput	decay geo gauss function score	1.001672279	1.001312577	ops/s	-0.04%	↓
Median Throughput	decay geo gauss function score	1.001650171	1.001293414	ops/s	-0.04%	↓
Max Throughput	decay geo gauss function score	1.00205552	1.001615142	ops/s	-0.04%	↓
50th percentile latency	decay geo gauss function score	560.088342	648.7117115	ms	15.82%	↓
90th percentile latency	decay geo gauss function score	616.0460991	857.9753672	ms	39.27%	↓
99th percentile latency	decay geo gauss function score	644.1886292	865.5611185	ms	34.36%	↓
100th percentile latency	decay geo gauss function score	652.325957	900.389862	ms	38.03%	↓
50th percentile service time	decay geo gauss function score	558.7963545	647.560793	ms	15.88%	↓
90th percentile service time	decay geo gauss function score	614.6721628	856.8999058	ms	39.41%	↓
99th percentile service time	decay geo gauss function score	643.0519483	864.8526062	ms	34.49%	↓
100th percentile service time	decay geo gauss function score	650.822589	899.440748	ms	38.20%	↓
error rate	decay geo gauss function score	0	0	%	0.00%	–
Min Throughput	decay geo gauss script score	1.001165607	1.000714034	ops/s	-0.05%	↓
Mean Throughput	decay geo gauss script score	1.001419069	1.000867457	ops/s	-0.06%	↓
Median Throughput	decay geo gauss script score	1.001397465	1.000855395	ops/s	-0.05%	↓
Max Throughput	decay geo gauss script score	1.001744815	1.001065149	ops/s	-0.07%	↓
50th percentile latency	decay geo gauss script score	575.7141395	675.758539	ms	17.38%	↓
90th percentile latency	decay geo gauss script score	602.9596383	858.931136	ms	42.45%	↓
99th percentile latency	decay geo gauss script score	629.8745439	867.4161096	ms	37.71%	↓
100th percentile latency	decay geo gauss script score	643.6193	867.761781	ms	34.83%	↓
50th percentile service time	decay geo gauss script score	574.4113465	673.8386065	ms	17.31%	↓
90th percentile service time	decay geo gauss script score	602.2627149	858.016602	ms	42.47%	↓
99th percentile service time	decay geo gauss script score	628.5261477	865.9970566	ms	37.78%	↓
100th percentile service time	decay geo gauss script score	641.251277	866.188874	ms	35.08%	↓
error rate	decay geo gauss script score	0	0	%	0.00%	–
Min Throughput	field value function score	1.503221553	1.502321375	ops/s	-0.06%	↓
Mean Throughput	field value function score	1.503918616	1.502809941	ops/s	-0.07%	↓
Median Throughput	field value function score	1.503873913	1.502775981	ops/s	-0.07%	↓
Max Throughput	field value function score	1.504816394	1.503442858	ops/s	-0.09%	↓
50th percentile latency	field value function score	231.9660997	244.9455093	ms	5.60%	↓
90th percentile latency	field value function score	268.3461	344.9160794	ms	28.53%	↓
99th percentile latency	field value function score	332.7537051	352.3976558	ms	5.90%	↓
100th percentile latency	field value function score	334.6899947	353.1227423	ms	5.51%	↓
50th percentile service time	field value function score	230.873698	243.921959	ms	5.65%	↓
90th percentile service time	field value function score	267.3177433	343.9232272	ms	28.66%	↓
99th percentile service time	field value function score	332.0268862	351.6989504	ms	5.92%	↓
100th percentile service time	field value function score	333.704068	352.371798	ms	5.59%	↓
error rate	field value function score	0	0	%	0.00%	–
Min Throughput	field value script score	1.501842226	1.500085381	ops/s	-0.12%	↓
Mean Throughput	field value script score	1.502224632	1.500109982	ops/s	-0.14%	↓
Median Throughput	field value script score	1.502197557	1.500109249	ops/s	-0.14%	↓
Max Throughput	field value script score	1.502723772	1.50013995	ops/s	-0.17%	↓
50th percentile latency	field value script score	296.2731988	336.5076945	ms	13.58%	↓
90th percentile latency	field value script score	327.0895204	524.7963489	ms	60.44%	↓
99th percentile latency	field value script score	343.7511398	525.6725322	ms	52.92%	↓
100th percentile latency	field value script score	344.7365977	534.8445397	ms	55.15%	↓
50th percentile service time	field value script score	295.348526	335.238029	ms	13.51%	↓
90th percentile service time	field value script score	326.0409393	523.1493661	ms	60.46%	↓
99th percentile service time	field value script score	342.2622174	524.6841988	ms	53.30%	↓
100th percentile service time	field value script score	344.072469	533.281336	ms	54.99%	↓
error rate	field value script score	0	0	%	0.00%	–
Min Throughput	large terms	1.045568289	0.8288257	ops/s	-20.73%	↓
Mean Throughput	large terms	1.047610917	0.833252503	ops/s	-20.46%	↓
Median Throughput	large terms	1.047782538	0.832885357	ops/s	-20.51%	↓
Max Throughput	large terms	1.04881993	0.838286885	ops/s	-20.07%	↓
50th percentile latency	large terms	11847.81514	73647.23551	ms	521.61%	↓
90th percentile latency	large terms	13395.07356	84331.4631	ms	529.57%	↓
99th percentile latency	large terms	13897.42978	87455.44449	ms	529.29%	↓
100th percentile latency	large terms	13974.46989	87763.7501	ms	528.03%	↓
50th percentile service time	large terms	940.4892195	1099.998258	ms	16.96%	↓
90th percentile service time	large terms	968.1109128	1595.420158	ms	64.80%	↓
99th percentile service time	large terms	1003.942651	1740.926185	ms	73.41%	↓
100th percentile service time	large terms	1029.101366	1749.525454	ms	70.01%	↓
error rate	large terms	0	0	%	0.00%	–
Min Throughput	large filtered terms	0.971405278	0.815089945	ops/s	-16.09%	↓
Mean Throughput	large filtered terms	0.985651371	0.819415587	ops/s	-16.87%	↓
Median Throughput	large filtered terms	0.980809494	0.819483335	ops/s	-16.45%	↓
Max Throughput	large filtered terms	1.004773703	0.823475725	ops/s	-18.04%	↓
50th percentile latency	large filtered terms	28649.02004	78609.80453	ms	174.39%	↓
90th percentile latency	large filtered terms	35184.12464	90167.30056	ms	156.27%	↓
99th percentile latency	large filtered terms	35433.46521	92686.26433	ms	161.58%	↓
100th percentile latency	large filtered terms	35433.58225	92819.90616	ms	161.95%	↓
50th percentile service time	large filtered terms	1064.852646	1068.042518	ms	0.30%	↓
90th percentile service time	large filtered terms	1244.739902	1596.988749	ms	28.30%	↓
99th percentile service time	large filtered terms	1457.479033	1726.520824	ms	18.46%	↓
100th percentile service time	large filtered terms	1509.555889	1752.58728	ms	16.10%	↓
error rate	large filtered terms	0	0	%	0.00%	–
Min Throughput	large prohibited terms	1.086726557	0.893643286	ops/s	-17.77%	↓
Mean Throughput	large prohibited terms	1.087992257	0.899471879	ops/s	-17.33%	↓
Median Throughput	large prohibited terms	1.087567429	0.900005372	ops/s	-17.25%	↓
Max Throughput	large prohibited terms	1.091551547	0.906765552	ops/s	-16.93%	↓
50th percentile latency	large prohibited terms	3536.062763	51245.524	ms	1349.23%	↓
90th percentile latency	large prohibited terms	3934.085017	61183.39858	ms	1455.21%	↓
99th percentile latency	large prohibited terms	3958.37464	63242.45319	ms	1497.69%	↓
100th percentile latency	large prohibited terms	3972.155276	63721.17199	ms	1504.20%	↓
50th percentile service time	large prohibited terms	915.4165755	1083.463084	ms	18.36%	↓
90th percentile service time	large prohibited terms	965.9979961	1384.075042	ms	43.28%	↓
99th percentile service time	large prohibited terms	1058.727924	1684.254296	ms	59.08%	↓
100th percentile service time	large prohibited terms	1185.314465	1716.777468	ms	44.84%	↓
error rate	large prohibited terms	0	0	%	0.00%	–
Min Throughput	desc sort population	1.503830618	1.503082325	ops/s	-0.05%	↓
Mean Throughput	desc sort population	1.504666982	1.503748138	ops/s	-0.06%	↓
Median Throughput	desc sort population	1.504605422	1.503705013	ops/s	-0.06%	↓
Max Throughput	desc sort population	1.505741887	1.504592068	ops/s	-0.08%	↓
50th percentile latency	desc sort population	100.5775258	108.0365312	ms	7.42%	↓
90th percentile latency	desc sort population	121.8525034	169.4150667	ms	39.03%	↓
99th percentile latency	desc sort population	160.1789989	173.8492432	ms	8.53%	↓
100th percentile latency	desc sort population	167.0048407	174.7020527	ms	4.61%	↓
50th percentile service time	desc sort population	99.1958255	106.235333	ms	7.10%	↓
90th percentile service time	desc sort population	120.7068432	168.2545175	ms	39.39%	↓
99th percentile service time	desc sort population	159.1333935	172.24903	ms	8.24%	↓
100th percentile service time	desc sort population	164.928704	172.438715	ms	4.55%	↓
error rate	desc sort population	0	0	%	0.00%	–
Min Throughput	asc sort population	1.504245984	1.504112661	ops/s	-0.01%	↓
Mean Throughput	asc sort population	1.505171141	1.504997466	ops/s	-0.01%	↓
Median Throughput	asc sort population	1.505105688	1.504934017	ops/s	-0.01%	↓
Max Throughput	asc sort population	1.506356726	1.506141329	ops/s	-0.01%	↓
50th percentile latency	asc sort population	102.9021567	112.1510978	ms	8.99%	↓
90th percentile latency	asc sort population	131.6988394	187.0406392	ms	42.02%	↓
99th percentile latency	asc sort population	169.0601999	190.2302664	ms	12.52%	↓
100th percentile latency	asc sort population	170.196616	190.7573833	ms	12.08%	↓
50th percentile service time	asc sort population	100.9629765	111.162519	ms	10.10%	↓
90th percentile service time	asc sort population	130.2867798	185.4562897	ms	42.34%	↓
99th percentile service time	asc sort population	167.4507045	189.4569664	ms	13.14%	↓
100th percentile service time	asc sort population	168.799039	189.604318	ms	12.33%	↓
error rate	asc sort population	0	0	%	0.00%	–
Min Throughput	asc sort with after population	1.503331518	1.503176165	ops/s	-0.01%	↓
Mean Throughput	asc sort with after population	1.504046944	1.503860276	ops/s	-0.01%	↓
Median Throughput	asc sort with after population	1.503991672	1.503809494	ops/s	-0.01%	↓
Max Throughput	asc sort with after population	1.50497566	1.504743611	ops/s	-0.02%	↓
50th percentile latency	asc sort with after population	159.0206797	166.9548728	ms	4.99%	↓
90th percentile latency	asc sort with after population	184.9642301	299.3392044	ms	61.84%	↓
99th percentile latency	asc sort with after population	228.3881552	303.1739273	ms	32.75%	↓
100th percentile latency	asc sort with after population	231.5087503	304.0955127	ms	31.35%	↓
50th percentile service time	asc sort with after population	157.933126	166.0939525	ms	5.17%	↓
90th percentile service time	asc sort with after population	184.0537282	298.1599812	ms	62.00%	↓
99th percentile service time	asc sort with after population	226.9036525	301.7070377	ms	32.97%	↓
100th percentile service time	asc sort with after population	230.220301	302.899062	ms	31.57%	↓
error rate	asc sort with after population	0	0	%	0.00%	–
Min Throughput	desc sort geonameid	6.014919836	6.000586606	ops/s	-0.24%	↓
Mean Throughput	desc sort geonameid	6.017786296	6.000694961	ops/s	-0.28%	↓
Median Throughput	desc sort geonameid	6.017483425	6.00068892	ops/s	-0.28%	↓
Max Throughput	desc sort geonameid	6.021421238	6.000834165	ops/s	-0.34%	↓
50th percentile latency	desc sort geonameid	7.164527668	12.15165967	ms	69.61%	↓
90th percentile latency	desc sort geonameid	8.663038933	13.20452513	ms	52.42%	↓
99th percentile latency	desc sort geonameid	9.619858941	13.60457654	ms	41.42%	↓
100th percentile latency	desc sort geonameid	18.160649	13.914368	ms	-23.38%	↑
50th percentile service time	desc sort geonameid	6.3230905	11.608218	ms	83.58%	↓
90th percentile service time	desc sort geonameid	7.7392184	12.2822229	ms	58.70%	↓
99th percentile service time	desc sort geonameid	9.246406561	12.48627244	ms	35.04%	↓
100th percentile service time	desc sort geonameid	17.786103	13.132984	ms	-26.16%	↑
error rate	desc sort geonameid	0	0	%	0.00%	–
Min Throughput	desc sort with after geonameid	6.005121788	5.621389283	ops/s	-6.39%	↓
Mean Throughput	desc sort with after geonameid	6.006041316	5.650436048	ops/s	-5.92%	↓
Median Throughput	desc sort with after geonameid	6.005954029	5.649843884	ops/s	-5.93%	↓
Max Throughput	desc sort with after geonameid	6.007373393	5.687715182	ops/s	-5.32%	↓
50th percentile latency	desc sort with after geonameid	125.900471	2714.688315	ms	2056.22%	↓
90th percentile latency	desc sort with after geonameid	151.6838195	2848.799691	ms	1778.12%	↓
99th percentile latency	desc sort with after geonameid	185.6726752	2957.326436	ms	1492.76%	↓
100th percentile latency	desc sort with after geonameid	200.654894	2987.477149	ms	1388.86%	↓
50th percentile service time	desc sort with after geonameid	124.832712	142.747437	ms	14.35%	↓
90th percentile service time	desc sort with after geonameid	148.7073255	243.9507015	ms	64.05%	↓
99th percentile service time	desc sort with after geonameid	185.1498525	249.7016935	ms	34.86%	↓
100th percentile service time	desc sort with after geonameid	200.042177	249.824207	ms	24.89%	↓
error rate	desc sort with after geonameid	0	0	%	0.00%	–
Min Throughput	asc sort geonameid	6.019230037	6.018719667	ops/s	-0.01%	↓
Mean Throughput	asc sort geonameid	6.02300122	6.022436158	ops/s	-0.01%	↓
Median Throughput	asc sort geonameid	6.022689857	6.022118696	ops/s	-0.01%	↓
Max Throughput	asc sort geonameid	6.027784885	6.027055781	ops/s	-0.01%	↓
50th percentile latency	asc sort geonameid	5.460439999	6.192946834	ms	13.41%	↓
90th percentile latency	asc sort geonameid	6.028205567	6.8509439	ms	13.65%	↓
99th percentile latency	asc sort geonameid	7.268913987	8.11222526	ms	11.60%	↓
100th percentile latency	asc sort geonameid	7.970360666	8.787398	ms	10.25%	↓
50th percentile service time	asc sort geonameid	4.5844265	5.51636	ms	20.33%	↓
90th percentile service time	asc sort geonameid	5.088353	5.8210714	ms	14.40%	↓
99th percentile service time	asc sort geonameid	6.915023152	7.55060392	ms	9.19%	↓
100th percentile service time	asc sort geonameid	7.10789	7.884621999	ms	10.93%	↓
error rate	asc sort geonameid	0	0	%	0.00%	–
Min Throughput	asc sort with after geonameid	6.006017718	5.969173361	ops/s	-0.61%	↓
Mean Throughput	asc sort with after geonameid	6.007243807	5.98307589	ops/s	-0.40%	↓
Median Throughput	asc sort with after geonameid	6.007183615	5.98354769	ops/s	-0.39%	↓
Max Throughput	asc sort with after geonameid	6.008677188	5.993052086	ops/s	-0.26%	↓
50th percentile latency	asc sort with after geonameid	112.2961292	215.8453842	ms	92.21%	↓
90th percentile latency	asc sort with after geonameid	132.8132277	302.6159541	ms	127.85%	↓
99th percentile latency	asc sort with after geonameid	156.5935348	392.4324552	ms	150.61%	↓
100th percentile latency	asc sort with after geonameid	176.1571323	434.0606527	ms	146.41%	↓
50th percentile service time	asc sort with after geonameid	111.349051	127.5878105	ms	14.58%	↓
90th percentile service time	asc sort with after geonameid	132.1070634	214.5247591	ms	62.39%	↓
99th percentile service time	asc sort with after geonameid	155.6596057	216.2752707	ms	38.94%	↓
100th percentile service time	asc sort with after geonameid	175.446108	217.392848	ms	23.91%	↓
error rate	asc sort with after geonameid	0	0	%	0.00%	–

然后说一下这个，Elasticsearch 7.10.1压测对比（4核16G*3，AMD vs Intel）

说明