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集群压测报告（8核32G*3，AMD）

Elasticsearch 7.10.1集群压测报告（8核32G*3，Intel）

本文另有延续：

Elasticsearch 7.10.1压测对比（4核16G*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：64G

硬盘：SSD云硬盘 1TB

CPU个数：1

CPU核心数：32

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:32C64G_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
------------------------------------  ----------------  --------  ----------------------------------------  -------------------  --------  ------------------------  ----------------  ---------------
cd8c7637-dbd0-4963-9cd1-a8fe75774e6c  20211027T064349Z  geonames  number_of_replicas=1, number_of_shards=3  append-no-conflicts  external  version=Intel_32C64G_1T*3  31df6b8
fdfccef0-edd3-4453-a2fa-7ad2d8f4ecd9  20211026T091008Z  geonames  number_of_replicas=1, number_of_shards=3  append-no-conflicts  external  version=AMD_32C64G_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=fdfccef0-edd3-4453-a2fa-7ad2d8f4ecd9 --contender=cd8c7637-dbd0-4963-9cd1-a8fe75774e6c

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


Comparing baseline
  Race ID: fdfccef0-edd3-4453-a2fa-7ad2d8f4ecd9
  Race timestamp: 2021-10-26 09:10:08
  Challenge: append-no-conflicts
  Car: external
  User tags: version=AMD_32C64G_1T*3

with contender
  Race ID: cd8c7637-dbd0-4963-9cd1-a8fe75774e6c
  Race timestamp: 2021-10-27 06:43:49
  Challenge: append-no-conflicts
  Car: external
  User tags: version=Intel_32C64G_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		12.00185	17.01225	min	41.75%	↓
Min cumulative indexing time across primary shard		0	0	min	0.00%	–
Median cumulative indexing time across primary shard		0.001916667	0.012	min	526.09%	↓
Max cumulative indexing time across primary shard		4.072566667	5.682666667	min	39.54%	↓
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		2.892516667	4.949666667	min	71.12%	↓
Cumulative merge count of primary shards		103	320		210.68%	↓
Min cumulative merge time across primary shard		0	0	min	0.00%	–
Median cumulative merge time across primary shard		0.001516667	0.010816667	min	613.19%	↓
Max cumulative merge time across primary shard		1.036766667	1.830933333	min	76.60%	↓
Cumulative merge throttle time of primary shards		1.017866667	1.62605	min	59.75%	↓
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		0.389716667	0.781816667	min	100.61%	↓
Cumulative refresh time of primary shards		0.627866667	1.250316667	min	99.14%	↓
Cumulative refresh count of primary shards		882	2778		214.97%	↓
Min cumulative refresh time across primary shard		0	0	min	0.00%	–
Median cumulative refresh time across primary shard		0.010383333	0.067933333	min	554.25%	↓
Max cumulative refresh time across primary shard		0.197033333	0.313033333	min	58.87%	↓
Cumulative flush time of primary shards		0.31325	0.269583333	min	-13.94%	↑
Cumulative flush count of primary shards		16	15		-6.25%	↑
Min cumulative flush time across primary shard		0	0	min	0.00%	–
Median cumulative flush time across primary shard		0.000266667	0	min	-100.00%	↑
Max cumulative flush time across primary shard		0.133983333	0.10945	min	-18.31%	↑
Total Young Gen GC time		4.998	7.068	s	41.42%	↓
Total Young Gen GC count		438	425		-2.97%	↑
Total Old Gen GC time		0	0	s	0.00%	–
Total Old Gen GC count		0	0		0.00%	–
Store size		6.121279992	6.121098251	GB	0.00%	↑
Translog size		0.014365495	0.054618576	GB	280.21%	↓
Heap used for segments		1.287261963	0.967323303	MB	-24.85%	↑
Heap used for doc values		0.214363098	0.141586304	MB	-33.95%	↑
Heap used for terms		0.930458069	0.712539673	MB	-23.42%	↑
Heap used for norms		0.06036377	0.047729492	MB	-20.93%	↑
Heap used for points		0	0	MB	0.00%	–
Heap used for stored fields		0.082077026	0.065467834	MB	-20.24%	↑
Segment count		126	100		-20.63%	↑
error rate	index-append	0	0	%	0.00%	–
Min Throughput	index-stats	90.01383278	89.86637434	ops/s	-0.16%	↓
Mean Throughput	index-stats	90.02139415	89.92258755	ops/s	-0.11%	↓
Median Throughput	index-stats	90.01825209	89.93099631	ops/s	-0.10%	↓
Max Throughput	index-stats	90.03915265	89.9525285	ops/s	-0.10%	↓
50th percentile latency	index-stats	3.325021709	8.077405131	ms	142.93%	↓
90th percentile latency	index-stats	3.793914168	9.348461393	ms	146.41%	↓
99th percentile latency	index-stats	4.443757649	12.69016291	ms	185.57%	↓
99.9th percentile latency	index-stats	11.18756391	25.73891966	ms	130.07%	↓
100th percentile latency	index-stats	18.23495957	26.45408385	ms	45.07%	↓
50th percentile service time	index-stats	2.593339974	7.313019509	ms	181.99%	↓
90th percentile service time	index-stats	2.8926361	8.543401537	ms	195.35%	↓
99th percentile service time	index-stats	3.407192801	9.795915797	ms	187.51%	↓
99.9th percentile service time	index-stats	4.695406229	17.87015302	ms	280.59%	↓
100th percentile service time	index-stats	17.46489701	26.06196899	ms	49.22%	↓
error rate	index-stats	0	0	%	0.00%	–
Min Throughput	node-stats	89.95937751	89.23141037	ops/s	-0.81%	↓
Mean Throughput	node-stats	89.97979417	89.70717716	ops/s	-0.30%	↓
Median Throughput	node-stats	89.98184741	89.78742029	ops/s	-0.22%	↓
Max Throughput	node-stats	89.99192787	89.87544817	ops/s	-0.13%	↓
50th percentile latency	node-stats	3.696594038	8.682565589	ms	134.88%	↓
90th percentile latency	node-stats	4.277707345	9.717911063	ms	127.18%	↓
99th percentile latency	node-stats	5.690297076	13.65085097	ms	139.90%	↓
99.9th percentile latency	node-stats	13.89930012	17.28893067	ms	24.39%	↓
100th percentile latency	node-stats	20.79162898	18.81425915	ms	-9.51%	↑
50th percentile service time	node-stats	2.948949987	7.959220966	ms	169.90%	↓
90th percentile service time	node-stats	3.405960987	8.811547409	ms	158.71%	↓
99th percentile service time	node-stats	4.905467281	11.7022102	ms	138.55%	↓
99.9th percentile service time	node-stats	10.27210041	16.80108115	ms	63.56%	↓
100th percentile service time	node-stats	20.302494	18.08893803	ms	-10.90%	↑
error rate	node-stats	0	0	%	0.00%	–
Min Throughput	default	50.00885617	50.00987015	ops/s	0.00%	–
Mean Throughput	default	50.01420489	50.01916854	ops/s	0.01%	↑
Median Throughput	default	50.01265934	50.01680559	ops/s	0.01%
Max Throughput	default	50.02752617	50.03588618	ops/s	0.02%	↑
50th percentile latency	default	3.588607506	8.182141493	ms	128.00%	↓
90th percentile latency	default	4.040144838	9.246750409	ms	128.87%	↓
99th percentile latency	default	4.861934567	10.33466394	ms	112.56%	↓
99.9th percentile latency	default	6.209413871	22.50607964	ms	262.45%	↓
100th percentile latency	default	9.996514011	26.34882799	ms	163.58%	↓
50th percentile service time	default	2.860909997	7.163304021	ms	150.39%	↓
90th percentile service time	default	3.08904812	7.841726561	ms	153.86%	↓
99th percentile service time	default	3.604390572	8.586275438	ms	138.22%	↓
99.9th percentile service time	default	5.877952795	21.70244811	ms	269.22%	↓
100th percentile service time	default	9.520149033	24.52272596	ms	157.59%	↓
error rate	default	0	0	%	0.00%	–
Min Throughput	term	99.95697602	99.9314778	ops/s	-0.03%	↓
Mean Throughput	term	99.97336009	99.96017587	ops/s	-0.01%	↓
Median Throughput	term	99.97411721	99.9610946	ops/s	-0.01%	↓
Max Throughput	term	99.98095228	99.97484465	ops/s	-0.01%	↓
50th percentile latency	term	2.782600961	7.621244993	ms	173.89%	↓
90th percentile latency	term	3.231200349	8.385462727	ms	159.52%	↓
99th percentile latency	term	3.61357423	12.3677333	ms	242.26%	↓
99.9th percentile latency	term	6.033885823	28.44924693	ms	371.49%	↓
100th percentile latency	term	7.045692997	30.47514998	ms	332.54%	↓
50th percentile service time	term	2.060926985	6.956591504	ms	237.55%	↓
90th percentile service time	term	2.288803313	7.521901128	ms	228.64%	↓
99th percentile service time	term	2.758732951	8.43937575	ms	205.91%	↓
99.9th percentile service time	term	5.322029319	14.61610132	ms	174.63%	↓
100th percentile service time	term	6.379273022	29.859206	ms	368.07%	↓
error rate	term	0	0	%	0.00%	–
Min Throughput	phrase	109.7810763	109.8249422	ops/s	0.04%	↑
Mean Throughput	phrase	109.8607113	109.8907972	ops/s	0.03%	↑
Median Throughput	phrase	109.8762214	109.8962894	ops/s	0.02%	↑
Max Throughput	phrase	109.9125223	109.9295801	ops/s	0.02%	↑
50th percentile latency	phrase	3.435111546	7.218418235	ms	110.14%	↓
90th percentile latency	phrase	3.974367032	8.160092722	ms	105.32%	↓
99th percentile latency	phrase	5.246409756	29.53029701	ms	462.87%	↓
99.9th percentile latency	phrase	14.82931714	51.73534793	ms	248.87%	↓
100th percentile latency	phrase	20.75309254	54.22534852	ms	161.29%	↓
50th percentile service time	phrase	2.745976526	6.466332998	ms	135.48%	↓
90th percentile service time	phrase	3.113551124	7.2521011	ms	132.92%	↓
99th percentile service time	phrase	4.022800681	8.13118892	ms	102.13%	↓
99.9th percentile service time	phrase	12.85947547	28.56503458	ms	122.13%	↓
100th percentile service time	phrase	20.07473703	53.750397	ms	167.75%	↓
error rate	phrase	0	0	%	0.00%	–
Min Throughput	country agg uncached	2.997827475	3.000176842	ops/s	0.08%	↑
Mean Throughput	country agg uncached	2.998230935	3.000228424	ops/s	0.07%	↑
Median Throughput	country agg uncached	2.998243492	3.000236445	ops/s	0.07%	↑
Max Throughput	country agg uncached	2.99853665	3.000278546	ops/s	0.06%	↑
50th percentile latency	country agg uncached	227.0077315	288.9473721	ms	27.29%	↓
90th percentile latency	country agg uncached	228.9204343	309.1659909	ms	35.05%	↓
99th percentile latency	country agg uncached	244.1704949	326.2983833	ms	33.64%	↓
100th percentile latency	country agg uncached	247.197802	327.1032487	ms	32.32%	↓
50th percentile service time	country agg uncached	226.1482975	288.1656185	ms	27.42%	↓
90th percentile service time	country agg uncached	227.993987	308.6675192	ms	35.38%	↓
99th percentile service time	country agg uncached	243.3295378	325.857901	ms	33.92%	↓
100th percentile service time	country agg uncached	246.318126	326.667022	ms	32.62%	↓
error rate	country agg uncached	0	0	%	0.00%	–
Min Throughput	country agg cached	97.99883389	97.2294246	ops/s	-0.79%	↓
Mean Throughput	country agg cached	98.53066745	97.9623115	ops/s	-0.58%	↓
Median Throughput	country agg cached	98.58161952	98.0334447	ops/s	-0.56%	↓
Max Throughput	country agg cached	98.89894129	98.47648381	ops/s	-0.43%	↓
50th percentile latency	country agg cached	2.467176004	5.794905475	ms	134.88%	↓
90th percentile latency	country agg cached	3.009297693	6.362850801	ms	111.44%	↓
99th percentile latency	country agg cached	3.946639777	7.167149711	ms	81.60%	↓
99.9th percentile latency	country agg cached	6.444204097	10.21683732	ms	58.54%	↓
100th percentile latency	country agg cached	7.782943023	14.41194699	ms	85.17%	↓
50th percentile service time	country agg cached	1.669458521	5.052252469	ms	202.63%	↓
90th percentile service time	country agg cached	1.932456117	5.466061004	ms	182.86%	↓
99th percentile service time	country agg cached	2.262775487	6.14236338	ms	171.45%	↓
99.9th percentile service time	country agg cached	5.319343647	7.95745528	ms	49.59%	↓
100th percentile service time	country agg cached	7.036264054	13.78593501	ms	95.93%	↓
error rate	country agg cached	0	0	%	0.00%	–
Min Throughput	scroll	20.02988888	20.01876055	pages/s	-0.06%	↓
Mean Throughput	scroll	20.03628913	20.02285375	pages/s	-0.07%	↓
Median Throughput	scroll	20.03581632	20.02255525	pages/s	-0.07%	↓
Max Throughput	scroll	20.04466487	20.02815066	pages/s	-0.08%	↓
50th percentile latency	scroll	617.5858175	843.4661405	ms	36.57%	↓
90th percentile latency	scroll	632.6259351	865.0328513	ms	36.74%	↓
99th percentile latency	scroll	637.9907001	880.6698463	ms	38.04%	↓
100th percentile latency	scroll	639.222468	882.153096	ms	38.00%	↓
50th percentile service time	scroll	615.780267	841.940638	ms	36.73%	↓
90th percentile service time	scroll	631.1778676	863.088988	ms	36.74%	↓
99th percentile service time	scroll	636.8940836	879.1556545	ms	38.04%	↓
100th percentile service time	scroll	638.207673	880.889096	ms	38.03%	↓
error rate	scroll	0	0	%	0.00%	–
Min Throughput	expression	1.501263	1.501123768	ops/s	-0.01%	↓
Mean Throughput	expression	1.501526838	1.501355529	ops/s	-0.01%	↓
Median Throughput	expression	1.501507416	1.501342133	ops/s	-0.01%	↓
Max Throughput	expression	1.501873269	1.501656739	ops/s	-0.01%	↓
50th percentile latency	expression	382.8434938	516.8727318	ms	35.01%	↓
90th percentile latency	expression	386.2077689	538.0340968	ms	39.31%	↓
99th percentile latency	expression	407.5708121	571.6110044	ms	40.25%	↓
100th percentile latency	expression	408.251712	591.959633	ms	45.00%	↓
50th percentile service time	expression	382.038222	516.039042	ms	35.08%	↓
90th percentile service time	expression	385.5114188	537.3008635	ms	39.37%	↓
99th percentile service time	expression	406.3879866	570.3717299	ms	40.35%	↓
100th percentile service time	expression	406.604559	590.844816	ms	45.31%	↓
error rate	expression	0	0	%	0.00%	–
Min Throughput	painless static	1.398168722	1.39939603	ops/s	0.09%	↑
Mean Throughput	painless static	1.39850198	1.400023615	ops/s	0.11%	↑
Median Throughput	painless static	1.398525861	1.400101347	ops/s	0.11%	↑
Max Throughput	painless static	1.398761665	1.400138925	ops/s	0.10%	↑
50th percentile latency	painless static	545.0178812	694.190984	ms	27.37%	↓
90th percentile latency	painless static	552.2110031	746.8064622	ms	35.24%	↓
99th percentile latency	painless static	563.0105094	789.517606	ms	40.23%	↓
100th percentile latency	painless static	567.3716232	804.7769516	ms	41.84%	↓
50th percentile service time	painless static	544.3749025	684.0766495	ms	25.66%	↓
90th percentile service time	painless static	551.6219457	732.2472421	ms	32.74%	↓
99th percentile service time	painless static	561.8306941	784.8392571	ms	39.69%	↓
100th percentile service time	painless static	566.230758	789.128739	ms	39.37%	↓
error rate	painless static	0	0	%	0.00%	–
Min Throughput	painless dynamic	1.400327935	1.39997505	ops/s	-0.03%	↓
Mean Throughput	painless dynamic	1.400395521	1.400476402	ops/s	0.01%	↑
Median Throughput	painless dynamic	1.400390673	1.400475562	ops/s	0.01%	↑
Max Throughput	painless dynamic	1.400484077	1.40060206	ops/s	0.01%	↑
50th percentile latency	painless dynamic	519.2550783	661.6188891	ms	27.42%	↓
90th percentile latency	painless dynamic	528.0582054	710.2083883	ms	34.49%	↓
99th percentile latency	painless dynamic	534.0179701	754.6959486	ms	41.32%	↓
100th percentile latency	painless dynamic	534.093494	779.6387402	ms	45.97%	↓
50th percentile service time	painless dynamic	518.441546	659.153597	ms	27.14%	↓
90th percentile service time	painless dynamic	527.5468002	704.4893233	ms	33.54%	↓
99th percentile service time	painless dynamic	532.9450625	753.543464	ms	41.39%	↓
100th percentile service time	painless dynamic	533.011437	778.963691	ms	46.14%	↓
error rate	painless dynamic	0	0	%	0.00%	–
Min Throughput	decay geo gauss function score	1.001477295	1.001357236	ops/s	-0.01%	↓
Mean Throughput	decay geo gauss function score	1.001796016	1.001647846	ops/s	-0.01%	↓
Median Throughput	decay geo gauss function score	1.001769879	1.001627888	ops/s	-0.01%	↓
Max Throughput	decay geo gauss function score	1.002207827	1.002029345	ops/s	-0.02%	↓
50th percentile latency	decay geo gauss function score	521.98099	600.7553865	ms	15.09%	↓
90th percentile latency	decay geo gauss function score	523.8982817	628.5610138	ms	19.98%	↓
99th percentile latency	decay geo gauss function score	526.7344046	639.8627219	ms	21.48%	↓
100th percentile latency	decay geo gauss function score	527.33579	646.247218	ms	22.55%	↓
50th percentile service time	decay geo gauss function score	519.9663125	599.7752355	ms	15.35%	↓
90th percentile service time	decay geo gauss function score	521.6304559	627.4241297	ms	20.28%	↓
99th percentile service time	decay geo gauss function score	524.975531	638.9019171	ms	21.70%	↓
100th percentile service time	decay geo gauss function score	525.478652	644.965087	ms	22.74%	↓
error rate	decay geo gauss function score	0	0	%	0.00%	–
Min Throughput	decay geo gauss script score	1.001184429	1.000969243	ops/s	-0.02%	↓
Mean Throughput	decay geo gauss script score	1.001438708	1.001176079	ops/s	-0.03%	↓
Median Throughput	decay geo gauss script score	1.001419315	1.001161018	ops/s	-0.03%	↓
Max Throughput	decay geo gauss script score	1.001769523	1.001444822	ops/s	-0.03%	↓
50th percentile latency	decay geo gauss script score	538.190779	613.6628385	ms	14.02%	↓
90th percentile latency	decay geo gauss script score	545.0685906	645.8647963	ms	18.49%	↓
99th percentile latency	decay geo gauss script score	586.9674208	659.1196161	ms	12.29%	↓
100th percentile latency	decay geo gauss script score	586.984827	667.758961	ms	13.76%	↓
50th percentile service time	decay geo gauss script score	536.905304	612.4639465	ms	14.07%	↓
90th percentile service time	decay geo gauss script score	543.7785619	644.8150308	ms	18.58%	↓
99th percentile service time	decay geo gauss script score	585.3240869	658.5626428	ms	12.51%	↓
100th percentile service time	decay geo gauss script score	585.823329	666.538858	ms	13.78%	↓
error rate	decay geo gauss script score	0	0	%	0.00%	–
Min Throughput	field value function score	1.503455519	1.503135367	ops/s	-0.02%	↓
Mean Throughput	field value function score	1.504208917	1.503810285	ops/s	-0.03%	↓
Median Throughput	field value function score	1.504159898	1.503762858	ops/s	-0.03%	↓
Max Throughput	field value function score	1.505179995	1.504687999	ops/s	-0.03%	↓
50th percentile latency	field value function score	194.8253321	247.8082704	ms	27.20%	↓
90th percentile latency	field value function score	196.332818	260.486345	ms	32.68%	↓
99th percentile latency	field value function score	197.7080744	284.7710758	ms	44.04%	↓
100th percentile latency	field value function score	198.1498587	328.2898364	ms	65.68%	↓
50th percentile service time	field value function score	193.1847095	246.5339145	ms	27.62%	↓
90th percentile service time	field value function score	194.3628729	259.3154988	ms	33.42%	↓
99th percentile service time	field value function score	195.4299122	283.1176525	ms	44.87%	↓
100th percentile service time	field value function score	196.2966771	327.2171521	ms	66.70%	↓
error rate	field value function score	0	0	%	0.00%	–
Min Throughput	field value script score	1.502902358	1.502516535	ops/s	-0.03%	↓
Mean Throughput	field value script score	1.503523731	1.503057215	ops/s	-0.03%	↓
Median Throughput	field value script score	1.503485413	1.503015119	ops/s	-0.03%	↓
Max Throughput	field value script score	1.504324516	1.503753562	ops/s	-0.04%	↓
50th percentile latency	field value script score	254.1179635	343.0819418	ms	35.01%	↓
90th percentile latency	field value script score	257.4905781	380.6714282	ms	47.84%	↓
99th percentile latency	field value script score	290.2156752	415.3917412	ms	43.13%	↓
100th percentile latency	field value script score	291.2835757	458.57583	ms	57.43%	↓
50th percentile service time	field value script score	252.4021885	342.5405965	ms	35.71%	↓
90th percentile service time	field value script score	255.3984346	379.4620331	ms	48.58%	↓
99th percentile service time	field value script score	288.0651448	414.4178207	ms	43.86%	↓
100th percentile service time	field value script score	290.369251	457.343496	ms	57.50%	↓
error rate	field value script score	0	0	%	0.00%	–
Min Throughput	large terms	1.097820492	0.989578837	ops/s	-9.86%	↓
Mean Throughput	large terms	1.098304106	0.99118299	ops/s	-9.75%	↓
Median Throughput	large terms	1.098336636	0.991461595	ops/s	-9.73%	↓
Max Throughput	large terms	1.09860399	0.992267561	ops/s	-9.68%	↓
50th percentile latency	large terms	837.034877	25574.38864	ms	2955.36%	↓
90th percentile latency	large terms	844.8355638	29477.64832	ms	3389.16%	↓
99th percentile latency	large terms	953.793017	30244.04046	ms	3070.92%	↓
100th percentile latency	large terms	983.885559	30327.25108	ms	2982.40%	↓
50th percentile service time	large terms	829.6830335	988.9636065	ms	19.20%	↓
90th percentile service time	large terms	837.2549088	1037.686583	ms	23.94%	↓
99th percentile service time	large terms	906.4807176	1109.409883	ms	22.39%	↓
100th percentile service time	large terms	976.467933	1111.429383	ms	13.82%	↓
error rate	large terms	0	0	%	0.00%	–
Min Throughput	large filtered terms	1.100171758	0.987630714	ops/s	-10.23%	↓
Mean Throughput	large filtered terms	1.100209583	0.988332363	ops/s	-10.17%	↓
Median Throughput	large filtered terms	1.100207583	0.988370463	ops/s	-10.17%	↓
Max Throughput	large filtered terms	1.100258369	0.98914836	ops/s	-10.10%	↓
50th percentile latency	large filtered terms	741.0924698	26601.742	ms	3489.53%	↓
90th percentile latency	large filtered terms	745.9885965	30839.62723	ms	4034.06%	↓
99th percentile latency	large filtered terms	748.1377659	31705.54741	ms	4137.93%	↓
100th percentile latency	large filtered terms	751.2719834	31807.79697	ms	4133.86%	↓
50th percentile service time	large filtered terms	733.844113	999.252336	ms	36.17%	↓
90th percentile service time	large filtered terms	738.6776384	1063.678049	ms	44.00%	↓
99th percentile service time	large filtered terms	741.3304482	1090.775611	ms	47.14%	↓
100th percentile service time	large filtered terms	743.793987	1129.234568	ms	51.82%	↓
error rate	large filtered terms	0	0	%	0.00%	–
Min Throughput	large prohibited terms	1.100347766	0.992760365	ops/s	-9.78%	↓
Mean Throughput	large prohibited terms	1.100421348	0.994046641	ops/s	-9.67%	↓
Median Throughput	large prohibited terms	1.100414855	0.993916513	ops/s	-9.68%	↓
Max Throughput	large prohibited terms	1.100518907	0.995280825	ops/s	-9.56%	↓
50th percentile latency	large prohibited terms	731.1097992	25155.11854	ms	3340.68%	↓
90th percentile latency	large prohibited terms	779.1048137	28645.58961	ms	3576.73%	↓
99th percentile latency	large prohibited terms	787.4580163	29415.42491	ms	3635.49%	↓
100th percentile latency	large prohibited terms	789.2879089	29648.90105	ms	3656.41%	↓
50th percentile service time	large prohibited terms	723.8972795	999.050806	ms	38.01%	↓
90th percentile service time	large prohibited terms	771.8705709	1037.584293	ms	34.42%	↓
99th percentile service time	large prohibited terms	780.3043439	1113.158276	ms	42.66%	↓
100th percentile service time	large prohibited terms	781.835864	1137.650866	ms	45.51%	↓
error rate	large prohibited terms	0	0	%	0.00%	–
Min Throughput	desc sort population	1.503820528	1.503947438	ops/s	0.01%	↑
Mean Throughput	desc sort population	1.504644369	1.504803939	ops/s	0.01%	↑
Median Throughput	desc sort population	1.504583036	1.50474358	ops/s	0.01%	↑
Max Throughput	desc sort population	1.50570744	1.505906231	ops/s	0.01%	↑
50th percentile latency	desc sort population	80.18562503	120.1641733	ms	49.86%	↓
90th percentile latency	desc sort population	83.46096832	129.9390359	ms	55.69%	↓
99th percentile latency	desc sort population	84.7191809	139.4397884	ms	64.59%	↓
100th percentile latency	desc sort population	84.8815947	139.8170483	ms	64.72%	↓
50th percentile service time	desc sort population	79.42888551	118.872744	ms	49.66%	↓
90th percentile service time	desc sort population	82.23049638	128.594179	ms	56.38%	↓
99th percentile service time	desc sort population	83.36467161	138.4860197	ms	66.12%	↓
100th percentile service time	desc sort population	84.08732997	138.503516	ms	64.71%	↓
error rate	desc sort population	0	0	%	0.00%	–
Min Throughput	asc sort population	1.504410039	1.504023871	ops/s	-0.03%	↓
Mean Throughput	asc sort population	1.505365492	1.504889574	ops/s	-0.03%	↓
Median Throughput	asc sort population	1.505294362	1.50483232	ops/s	-0.03%	↓
Max Throughput	asc sort population	1.506589138	1.506009924	ops/s	-0.04%	↓
50th percentile latency	asc sort population	83.61001918	128.1444785	ms	53.26%	↓
90th percentile latency	asc sort population	84.93972339	137.5475963	ms	61.94%	↓
99th percentile latency	asc sort population	85.75839649	147.069828	ms	71.49%	↓
100th percentile latency	asc sort population	86.07590868	148.5440367	ms	72.57%	↓
50th percentile service time	asc sort population	82.63234299	126.666981	ms	53.29%	↓
90th percentile service time	asc sort population	83.45484799	136.1102727	ms	63.09%	↓
99th percentile service time	asc sort population	84.81489239	146.2708635	ms	72.46%	↓
100th percentile service time	asc sort population	85.21340898	147.087362	ms	72.61%	↓
error rate	asc sort population	0	0	%	0.00%	–
Min Throughput	asc sort with after population	1.503779375	1.50357263	ops/s	-0.01%	↓
Mean Throughput	asc sort with after population	1.504597034	1.504340809	ops/s	-0.02%	↓
Median Throughput	asc sort with after population	1.504534328	1.5042913	ops/s	-0.02%	↓
Max Throughput	asc sort with after population	1.505654375	1.505324658	ops/s	-0.02%	↓
50th percentile latency	asc sort with after population	129.0414758	179.75381	ms	39.30%	↓
90th percentile latency	asc sort with after population	136.5259024	187.8424386	ms	37.59%	↓
99th percentile latency	asc sort with after population	139.9506104	197.2169721	ms	40.92%	↓
100th percentile latency	asc sort with after population	140.0968453	199.9815326	ms	42.75%	↓
50th percentile service time	asc sort with after population	127.7002305	178.470806	ms	39.76%	↓
90th percentile service time	asc sort with after population	135.0690577	187.0946088	ms	38.52%	↓
99th percentile service time	asc sort with after population	138.6892198	195.5255387	ms	40.98%	↓
100th percentile service time	asc sort with after population	139.159351	199.064462	ms	43.05%	↓
error rate	asc sort with after population	0	0	%	0.00%	–
Min Throughput	desc sort geonameid	6.017082212	6.018231893	ops/s	0.02%	↑
Mean Throughput	desc sort geonameid	6.02049833	6.02175219	ops/s	0.02%	↑
Median Throughput	desc sort geonameid	6.020282926	6.021491949	ops/s	0.02%	↑
Max Throughput	desc sort geonameid	6.024721816	6.026131894	ops/s	0.02%	↑
50th percentile latency	desc sort geonameid	6.08020401	12.53418732	ms	106.15%	↓
90th percentile latency	desc sort geonameid	6.640854751	13.90111456	ms	109.33%	↓
99th percentile latency	desc sort geonameid	7.089737696	14.92427947	ms	110.51%	↓
100th percentile latency	desc sort geonameid	7.193723985	15.03592898	ms	109.01%	↓
50th percentile service time	desc sort geonameid	5.181798973	11.64259901	ms	124.68%	↓
90th percentile service time	desc sort geonameid	5.68349401	13.02231529	ms	129.13%	↓
99th percentile service time	desc sort geonameid	5.996112153	14.38134349	ms	139.84%	↓
100th percentile service time	desc sort geonameid	6.129777001	14.54603102	ms	137.30%	↓
error rate	desc sort geonameid	0	0	%	0.00%	–
Min Throughput	desc sort with after geonameid	6.002539471	5.999339587	ops/s	-0.05%	↓
Mean Throughput	desc sort with after geonameid	6.002967855	6.000963811	ops/s	-0.03%	↓
Median Throughput	desc sort with after geonameid	6.002933751	6.001048261	ops/s	-0.03%	↓
Max Throughput	desc sort with after geonameid	6.003559087	6.00129354	ops/s	-0.04%	↓
50th percentile latency	desc sort with after geonameid	132.8989385	160.9827222	ms	21.13%	↓
90th percentile latency	desc sort with after geonameid	139.9583483	169.9295855	ms	21.41%	↓
99th percentile latency	desc sort with after geonameid	142.3928248	176.6883747	ms	24.09%	↓
100th percentile latency	desc sort with after geonameid	147.0223726	179.5115977	ms	22.10%	↓
50th percentile service time	desc sort with after geonameid	131.9367935	159.833316	ms	21.14%	↓
90th percentile service time	desc sort with after geonameid	139.3916592	168.0820583	ms	20.58%	↓
99th percentile service time	desc sort with after geonameid	141.3113921	175.6853963	ms	24.33%	↓
100th percentile service time	desc sort with after geonameid	145.889662	179.103302	ms	22.77%	↓
error rate	desc sort with after geonameid	0	0	%	0.00%	–
Min Throughput	asc sort geonameid	6.008923573	6.018356098	ops/s	0.16%	↑
Mean Throughput	asc sort geonameid	6.010702492	6.021975632	ops/s	0.19%	↑
Median Throughput	asc sort geonameid	6.010564611	6.021774064	ops/s	0.19%	↑
Max Throughput	asc sort geonameid	6.012949286	6.026488836	ops/s	0.23%	↑
50th percentile latency	asc sort geonameid	5.983696348	11.36691865	ms	89.96%	↓
90th percentile latency	asc sort geonameid	6.611106597	12.97425795	ms	96.25%	↓
99th percentile latency	asc sort geonameid	6.845052653	14.58453485	ms	113.07%	↓
100th percentile latency	asc sort geonameid	7.047244348	15.33823635	ms	117.65%	↓
50th percentile service time	asc sort geonameid	5.169646989	10.463179	ms	102.40%	↓
90th percentile service time	asc sort geonameid	5.529557599	12.13508571	ms	119.46%	↓
99th percentile service time	asc sort geonameid	5.733133843	14.05151111	ms	145.09%	↓
100th percentile service time	asc sort geonameid	5.770932999	14.111717	ms	144.53%	↓
error rate	asc sort geonameid	0	0	%	0.00%	–
Min Throughput	asc sort with after geonameid	6.004568728	6.000364134	ops/s	-0.07%	↓
Mean Throughput	asc sort with after geonameid	6.005427517	6.001254183	ops/s	-0.07%	↓
Median Throughput	asc sort with after geonameid	6.005370203	6.001264164	ops/s	-0.07%	↓
Max Throughput	asc sort with after geonameid	6.006576122	6.00167721	ops/s	-0.08%	↓
50th percentile latency	asc sort with after geonameid	124.8759588	153.3129417	ms	22.77%	↓
90th percentile latency	asc sort with after geonameid	126.7082767	164.1401621	ms	29.54%	↓
99th percentile latency	asc sort with after geonameid	128.5435146	169.6965787	ms	32.01%	↓
100th percentile latency	asc sort with after geonameid	129.1397767	174.1272237	ms	34.84%	↓
50th percentile service time	asc sort with after geonameid	124.1969915	152.4711635	ms	22.77%	↓
90th percentile service time	asc sort with after geonameid	125.8101743	163.2445636	ms	29.75%	↓
99th percentile service time	asc sort with after geonameid	127.8796727	169.0364952	ms	32.18%	↓
100th percentile service time	asc sort with after geonameid	128.284946	173.762772	ms	35.45%	↓
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（32核64G*3，AMD vs Intel）

说明