通过esrally压测elasticsearch
参考文档：https://blog.csdn.net/znb769525443/article/details/90722067
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es官方关于基准测试的文档：https://elasticsearch-benchmarks.elastic.co/
需要安装的软件：
python3
git版本高于1.9
python3的安装，忽略，很简单
git源码编译安装：
https://mirrors.edge.kernel.org/pub/software/scm/git/ tar xf git-2.21.0.tar.gz cd git-2.21.0 ./configure --prefix=/usr/bin/ make -j 4 && make install
安装JDK12
jdk地址： wget https://download.java.net/java/GA/jdk12.0.2/e482c34c86bd4bf8b56c0b35558996b9/10/GPL/openjdk-12.0.2_linux-x64_bin.tar.gz tar xf openjdk-12.0.2_linux-x64_bin.tar.gz -C /usr/local/
创建es用户
useradd es su - es export JAVA_HOME=/usr/local/jdk-12.0.2 export PATH=$JAVA_HOME/bin:$PATH
esrally官方文档： https://esrally.readthedocs.io/en/latest/configuration.html
开始配置 esrally：
/usr/local/python3/bin/esrally configure
然后会创建 /home/es/.rally/ 这个目录
/usr/local/python3/bin/esrally list tracks
Available tracks: Name Description Documents Comessed Size Uncompressed Size Default Challenge All Challenges ------------- --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------- --------------- ------------------- ----------------------- --------------------------------------------------------------------------------------------------------------------------- geopointshape Point coordinates from PlanetOSM indexed as geoshapes 60,844,404 470 MB 2.6 GB append-no-conflicts append-no-conflicts,append-no-conflicts-index-only,append-fast-with-conflicts metricbeat Metricbeat data 1,079,600 87.MB 1.2 GB append-no-conflicts append-no-conflicts pmc Full text benchmark with academic papers from PMC 574,199 5.5B 21.7 GB append-no-conflicts append-no-conflicts,append-no-conflicts-index-only,append-sorted-no-conflicts,append-fast-with-conflicts http_logs HTTP server log data 247,249,096 1.2B 31.1 GB append-no-conflicts append-no-conflicts,append-no-conflicts-index-only,append-sorted-no-conflicts,append-index-only-with-ingest-pipeline,update geonames POIs from Geonames 11,396,505 252 MB 3.3 GB append-no-conflicts append-no-conflicts,append-no-conflicts-index-only,append-sorted-no-conflicts,append-fast-with-conflicts geopoint Point coordinates from PlanetOSM 60,844,404 481 MB 2.3 GB append-no-conflicts append-no-conflicts,append-no-conflicts-index-only,append-fast-with-conflicts eventdata This benchmark indexes HTTP access logs generated based sample logs from the elastic.co website using the generator available in https://github.com/elastic/rally-eventdata-track 20,000,000 755 MB 15.3 GB append-no-conflicts append-no-conflicts nested StackOverflow Q&A stored as nested docs 11,203,029 663 MB 3.4 GB nested-search-challenge nested-search-challenge,index-only so Indexing benchmark using up to questions and answers from StackOverflow 36,062,278 8.9B 33.1 GB append-no-conflicts append-no-conflicts geoshape Shapes from PlanetOSM 60,523,283 13.GB 45.4 GB append-no-conflicts append-no-conflicts noaa Global daily weather measurements from NOAA 33,659,481 947 MB 9.0 GB append-no-conflicts append-no-conflicts,append-no-conflicts-index-only percolator Percolator benchmark based on AOL queries 2,000,000 102 kB 104.9 MB append-no-conflicts append-no-conflicts nyc_taxis Taxi rides in New York in 2015 165,346,692 4.5B 74.3 GB append-no-conflicts append-no-conflicts,append-no-conflicts-index-only,append-sorted-no-conflicts-index-only,update,append-ml -------------------------------- [INFO] SUCCESS (took 51 seconds) --------------------------------
压测阿里云环境的es2.3.3
su - es
export JAVA_HOME=/usr/local/jdk-12.0.2
export PATH=$JAVA_HOME/bin:$PATH
/usr/local/python3/bin/esrally --pipeline=benchmark-only --target-hosts=es-cn-xxxxxxx.elasticsearch.aliyuncs.com:9200
------------------------------------------------------
_______ __ _____
/ ____(_)___ ____ _/ / / ___/_________ ________
/ /_ / / __ \/ __ `/ / \__ \/ ___/ __ \/ ___/ _ \
/ __/ / / / / / /_/ / / ___/ / /__/ /_/ / / / __/
/_/ /_/_/ /_/\__,_/_/ /____/\___/\____/_/ \___/
------------------------------------------------------
2019-12-05 11:36:03,880 ActorAddr-(T|:44952)/PID:1712 esrally.reporter INFO
| Metric | Task | Value | Unit |
|---------------------------------------------------------------:|-----------------------:|------------:|--------:|
| Cumulative indexing time of primary shards | | 50.6006 | min |
| Min cumulative indexing time across primary shards | | 0 | min |
| Median cumulative indexing time across primary shards | | 0 | min |
| Max cumulative indexing time across primary shards | | 11.7327 | min |
| Cumulative indexing throttle time of primary shards | | 0 | min |
| Min cumulative indexing throttle time across primary shards | | 0 | min |
| Median cumulative indexing throttle time across primary shards | | 0 | min |
| Max cumulative indexing throttle time across primary shards | | 0 | min |
| Cumulative merge time of primary shards | | 28.7238 | min |
| Cumulative merge count of primary shards | | 634 | |
| Min cumulative merge time across primary shards | | 0 | min |
| Median cumulative merge time across primary shards | | 0 | min |
| Max cumulative merge time across primary shards | | 7.40308 | min |
| Cumulative merge throttle time of primary shards | | 3.58372 | min |
| Min cumulative merge throttle time across primary shards | | 0 | min |
| Median cumulative merge throttle time across primary shards | | 0 | min |
| Max cumulative merge throttle time across primary shards | | 1.21168 | min |
| Cumulative refresh time of primary shards | | 12.5344 | min |
| Cumulative refresh count of primary shards | | 3960 | |
| Min cumulative refresh time across primary shards | | 0 | min |
| Median cumulative refresh time across primary shards | | 0 | min |
| Max cumulative refresh time across primary shards | | 2.88455 | min |
| Cumulative flush time of primary shards | | 0.0517667 | min |
| Cumulative flush count of primary shards | | 17 | |
| Min cumulative flush time across primary shards | | 0 | min |
| Median cumulative flush time across primary shards | | 0 | min |
| Max cumulative flush time across primary shards | | 0.0142167 | min |
| Total Young Gen GC | | 429.144 | s |
| Total Old Gen GC | | 80.149 | s |
| Store size | | 42.9031 | GB |
| Translog size | | 2.76323e-06 | GB |
| Heap used for segments | | 155.989 | MB |
| Heap used for doc values | | 1.71252 | MB |
| Heap used for terms | | 151.204 | MB |
| Heap used for norms | | 0.132751 | MB |
| Heap used for stored fields | | 2.94003 | MB |
| Segment count | | 534 | |
| Min Throughput | index-append | 15346.5 | docs/s |
| Median Throughput | index-append | 15679.1 | docs/s |
| Max Throughput | index-append | 16563.1 | docs/s |
| 50th percentile latency | index-append | 2572.24 | ms |
| 90th percentile latency | index-append | 3436.66 | ms |
| 99th percentile latency | index-append | 4211.05 | ms |
| 99.9th percentile latency | index-append | 4599.41 | ms |
| 100th percentile latency | index-append | 4678.18 | ms |
| 50th percentile service time | index-append | 2572.24 | ms |
| 90th percentile service time | index-append | 3436.66 | ms |
| 99th percentile service time | index-append | 4211.05 | ms |
| 99.9th percentile service time | index-append | 4599.41 | ms |
| 100th percentile service time | index-append | 4678.18 | ms |
| error rate | index-append | 0 | % |
| Min Throughput | index-stats | 90.02 | ops/s |
| Median Throughput | index-stats | 90.04 | ops/s |
| Max Throughput | index-stats | 90.08 | ops/s |
| 50th percentile latency | index-stats | 6.02111 | ms |
| 90th percentile latency | index-stats | 8.86774 | ms |
| 99th percentile latency | index-stats | 42.3696 | ms |
| 99.9th percentile latency | index-stats | 85.1385 | ms |
| 100th percentile latency | index-stats | 88.8076 | ms |
| 50th percentile service time | index-stats | 5.91218 | ms |
| 90th percentile service time | index-stats | 7.35952 | ms |
| 99th percentile service time | index-stats | 18.6886 | ms |
| 99.9th percentile service time | index-stats | 39.9026 | ms |
| 100th percentile service time | index-stats | 74.2301 | ms |
| error rate | index-stats | 0 | % |
| Min Throughput | node-stats | 89.53 | ops/s |
| Median Throughput | node-stats | 90.07 | ops/s |
| Max Throughput | node-stats | 90.28 | ops/s |
| 50th percentile latency | node-stats | 5.08438 | ms |
| 90th percentile latency | node-stats | 8.88973 | ms |
| 99th percentile latency | node-stats | 76.5986 | ms |
| 99.9th percentile latency | node-stats | 97.4872 | ms |
| 100th percentile latency | node-stats | 98.339 | ms |
| 50th percentile service time | node-stats | 5.00674 | ms |
| 90th percentile service time | node-stats | 6.6037 | ms |
| 99th percentile service time | node-stats | 18.2712 | ms |
| 99.9th percentile service time | node-stats | 48.8116 | ms |
| 100th percentile service time | node-stats | 61.194 | ms |
| error rate | node-stats | 0 | % |
| Min Throughput | default | 50.01 | ops/s |
| Median Throughput | default | 50.02 | ops/s |
| Max Throughput | default | 50.05 | ops/s |
| 50th percentile latency | default | 10.6258 | ms |
| 90th percentile latency | default | 14.9461 | ms |
| 99th percentile latency | default | 18.1433 | ms |
| 99.9th percentile latency | default | 21.3906 | ms |
| 100th percentile latency | default | 22.3396 | ms |
| 50th percentile service time | default | 10.5573 | ms |
| 90th percentile service time | default | 14.8878 | ms |
| 99th percentile service time | default | 18.0845 | ms |
| 99.9th percentile service time | default | 21.3312 | ms |
| 100th percentile service time | default | 22.2814 | ms |
| error rate | default | 0 | % |
| Min Throughput | term | 200.1 | ops/s |
| Median Throughput | term | 200.13 | ops/s |
| Max Throughput | term | 200.23 | ops/s |
| 50th percentile latency | term | 1.51974 | ms |
| 90th percentile latency | term | 1.6954 | ms |
| 99th percentile latency | term | 6.66124 | ms |
| 99.9th percentile latency | term | 15.2816 | ms |
| 100th percentile latency | term | 16.8316 | ms |
| 50th percentile service time | term | 1.46063 | ms |
| 90th percentile service time | term | 1.61522 | ms |
| 99th percentile service time | term | 4.10225 | ms |
| 99.9th percentile service time | term | 15.2238 | ms |
| 100th percentile service time | term | 16.7731 | ms |
| error rate | term | 0 | % |
| Min Throughput | phrase | 200.01 | ops/s |
| Median Throughput | phrase | 200.12 | ops/s |
| Max Throughput | phrase | 200.19 | ops/s |
| 50th percentile latency | phrase | 2.15299 | ms |
| 90th percentile latency | phrase | 3.71056 | ms |
| 99th percentile latency | phrase | 15.0728 | ms |
| 99.9th percentile latency | phrase | 17.9697 | ms |
| 100th percentile latency | phrase | 20.9373 | ms |
| 50th percentile service time | phrase | 2.0853 | ms |
| 90th percentile service time | phrase | 2.72552 | ms |
| 99th percentile service time | phrase | 14.7404 | ms |
| 99.9th percentile service time | phrase | 16.492 | ms |
| 100th percentile service time | phrase | 20.8794 | ms |
| error rate | phrase | 0 | % |
| Min Throughput | country_agg_uncached | 3.94 | ops/s |
| Median Throughput | country_agg_uncached | 3.99 | ops/s |
| Max Throughput | country_agg_uncached | 4 | ops/s |
| 50th percentile latency | country_agg_uncached | 453.766 | ms |
| 90th percentile latency | country_agg_uncached | 769.082 | ms |
| 99th percentile latency | country_agg_uncached | 957.694 | ms |
| 100th percentile latency | country_agg_uncached | 984.625 | ms |
| 50th percentile service time | country_agg_uncached | 223.603 | ms |
| 90th percentile service time | country_agg_uncached | 256.647 | ms |
| 99th percentile service time | country_agg_uncached | 373.593 | ms |
| 100th percentile service time | country_agg_uncached | 412.185 | ms |
| error rate | country_agg_uncached | 0 | % |
| Min Throughput | country_agg_cached | 100.03 | ops/s |
| Median Throughput | country_agg_cached | 100.09 | ops/s |
| Max Throughput | country_agg_cached | 100.14 | ops/s |
| 50th percentile latency | country_agg_cached | 1.75755 | ms |
| 90th percentile latency | country_agg_cached | 1.98545 | ms |
| 99th percentile latency | country_agg_cached | 3.68271 | ms |
| 99.9th percentile latency | country_agg_cached | 7.5676 | ms |
| 100th percentile latency | country_agg_cached | 14.721 | ms |
| 50th percentile service time | country_agg_cached | 1.69877 | ms |
| 90th percentile service time | country_agg_cached | 1.92259 | ms |
| 99th percentile service time | country_agg_cached | 3.6158 | ms |
| 99.9th percentile service time | country_agg_cached | 7.50826 | ms |
| 100th percentile service time | country_agg_cached | 14.6624 | ms |
| error rate | country_agg_cached | 0 | % |
| Min Throughput | scroll | 20.04 | pages/s |
| Median Throughput | scroll | 20.05 | pages/s |
| Max Throughput | scroll | 20.07 | pages/s |
| 50th percentile latency | scroll | 438.089 | ms |
| 90th percentile latency | scroll | 460.156 | ms |
| 99th percentile latency | scroll | 517.941 | ms |
| 100th percentile latency | scroll | 558.949 | ms |
| 50th percentile service time | scroll | 437.256 | ms |
| 90th percentile service time | scroll | 459.327 | ms |
| 99th percentile service time | scroll | 517.183 | ms |
| 100th percentile service time | scroll | 558.15 | ms |
| error rate | scroll | 0 | % |
| Min Throughput | expression | 1.4 | ops/s |
| Median Throughput | expression | 1.41 | ops/s |
| Max Throughput | expression | 1.41 | ops/s |
| 50th percentile latency | expression | 53493.4 | ms |
| 90th percentile latency | expression | 61703.9 | ms |
| 99th percentile latency | expression | 63532 | ms |
| 100th percentile latency | expression | 63687.5 | ms |
| 50th percentile service time | expression | 696.336 | ms |
| 90th percentile service time | expression | 732.37 | ms |
| 99th percentile service time | expression | 791.284 | ms |
| 100th percentile service time | expression | 900.99 | ms |
| error rate | expression | 0 | % |
| 50th percentile latency | large_terms | 906044 | ms |
| 90th percentile latency | large_terms | 1.04709e+06 | ms |
| 99th percentile latency | large_terms | 1.07876e+06 | ms |
| 100th percentile latency | large_terms | 1.08199e+06 | ms |
| 50th percentile service time | large_terms | 4201.18 | ms |
| 90th percentile service time | large_terms | 4756.67 | ms |
| 99th percentile service time | large_terms | 5243.67 | ms |
| 100th percentile service time | large_terms | 5258.64 | ms |
| error rate | large_terms | 100 | % |
| Min Throughput | large_filtered_terms | 0.6 | ops/s |
| Median Throughput | large_filtered_terms | 0.61 | ops/s |
| Max Throughput | large_filtered_terms | 0.61 | ops/s |
| 50th percentile latency | large_filtered_terms | 245773 | ms |
| 90th percentile latency | large_filtered_terms | 283055 | ms |
| 99th percentile latency | large_filtered_terms | 292309 | ms |
| 100th percentile latency | large_filtered_terms | 293178 | ms |
| 50th percentile service time | large_filtered_terms | 1561.13 | ms |
| 90th percentile service time | large_filtered_terms | 1729.85 | ms |
| 99th percentile service time | large_filtered_terms | 2606.56 | ms |
| 100th percentile service time | large_filtered_terms | 2639.79 | ms |
| error rate | large_filtered_terms | 0 | % |
| Min Throughput | large_prohibited_terms | 0.64 | ops/s |
| Median Throughput | large_prohibited_terms | 0.65 | ops/s |
| Max Throughput | large_prohibited_terms | 0.65 | ops/s |
| 50th percentile latency | large_prohibited_terms | 222051 | ms |
| 90th percentile latency | large_prohibited_terms | 256500 | ms |
| 99th percentile latency | large_prohibited_terms | 265220 | ms |
| 100th percentile latency | large_prohibited_terms | 266069 | ms |
| 50th percentile service time | large_prohibited_terms | 1515.93 | ms |
| 90th percentile service time | large_prohibited_terms | 1609.41 | ms |
| 99th percentile service time | large_prohibited_terms | 2611.93 | ms |
| 100th percentile service time | large_prohibited_terms | 2671.6 | ms |
| error rate | large_prohibited_terms | 0 | % |
2019-12-05 11:36:03,883 ActorAddr-(T|:44952)/PID:1712 esrally.metrics INFO Closing metrics store.
2019-12-05 11:36:03,887 ActorAddr-(T|:34978)/PID:1732 esrally.actor INFO MechanicActor#receiveMessage unrecognized(msg = [
2019-12-05 11:36:03,886 ActorAddr-(T|:44952)/PID:1712 esrally.actor INFO BenchmarkActor received unknown message [ActorExitRequest] (ignoring).
2019-12-05 11:36:03,888 ActorAddr-(T|:44952)/PID:1712 esrally.actor INFO BenchmarkActor received unknown message [ChildActorExited:ActorAddr-(T|:34978)] (ignoring).
2019-12-05 11:36:06,889 -not-actor-/PID:1704 esrally.rally INFO Attempting to shutdown internal actor system.
2019-12-05 11:36:06,891 -not-actor-/PID:1711 root INFO ActorSystem Logging Shutdown
2019-12-05 11:36:06,911 -not-actor-/PID:1710 root INFO ---- Actor System shutdown
2019-12-05 11:36:06,911 -not-actor-/PID:1704 esrally.rally INFO Actor system is still running. Waiting...
2019-12-05 11:36:07,913 -not-actor-/PID:1704 esrally.rally INFO Shutdown completed.
注意：压测期间， esrally 日志有爆出如下内容：
2019-12-05 13:10:21,296 -not-actor-/PID:3945 elasticsearch WARNING GET http://es-cn-xxxxxxx.elasticsearch.aliyuncs.com:9200/_search [status:500 request:5.030s] 2019-12-05 13:10:24,803 -not-actor-/PID:3945 elasticsearch WARNING GET http://es-cn-xxxxxxx.elasticsearch.aliyuncs.com:9200/_search [status:500 request:3.499s] 2019-12-05 13:10:29,115 -not-actor-/PID:3945 elasticsearch WARNING GET http://es-cn-xxxxxxx.elasticsearch.aliyuncs.com:9200/_search [status:500 request:4.303s] 2019-12-05 13:10:33,84 -not-actor-/PID:3945 elasticsearch WARNING GET http://es-cn-xxxxxxx.elasticsearch.aliyuncs.com:9200/_search [status:500 request:3.961s] 2019-12-05 13:10:37,517 -not-actor-/PID:3945 elasticsearch WARNING GET http://es-cn-xxxxxxx.elasticsearch.aliyuncs.com:9200/_search [status:500 request:4.425s] 2019-12-05 13:10:42,297 -not-actor-/PID:3945 elasticsearch WARNING GET http://es-cn-xxxxxxx.elasticsearch.aliyuncs.com:9200/_search [status:500 request:4.771s]
再次压测：
[es@test-01 ~]$ /usr/local/python3/bin/esrally --pipeline=benchmark-only --target-hosts=es-cn-xxxxxxx.elasticsearch.aliyuncs.com:9200
____ ____
/ __ \____ _/ / /_ __
/ /_/ / __ `/ / / / / /
/ _, _/ /_/ / / / /_/ /
/_/ |_|\__,_/_/_/\__, /
/____/
************************************************************************
************** WARNING: A dark dungeon lies ahead of you **************
************************************************************************
Rally does not have control over the configuration of the benchmarked
Elasticsearch cluster.
Be aware that results may be misleading due to problems with the setup.
Rally is also not able to gather lots of metrics at all (like CPU usage
of the benchmarked cluster) or may even produce misleading metrics (like
the index size).
************************************************************************
****** Use this pipeline only if you are aware of the tradeoffs. ******
*************************** Watch your step! ***************************
[WARNING] Ensure that these settings are defined in elasticsearch.yml:
{
"indices.query.bool.max_clause_count": 50000
}
If they are absent, running this track will fail or lead to unexpected results.
[INFO] Racing on track [geonames], challenge [append-no-conflicts] and car ['external'] with version [2.3.3].
[WARNING] merges_total_time is 1723426 ms indicating that the cluster is not in a defined clean state. Recorded index time metrics may be misleading.
[WARNING] merges_total_throttled_time is 215023 ms indicating that the cluster is not in a defined clean state. Recorded index time metrics may be misleading.
************************************************************************
Rally does not have control over the configuration of the benchmarked
Elasticsearch cluster.
Be aware that results may be misleading due to problems with the setup.
Rally is also not able to gather lots of metrics at all (like CPU usage
of the benchmarked cluster) or may even produce misleading metrics (like
the index size).
************************************************************************
****** Use this pipeline only if you are aware of the tradeoffs. ******
*************************** Watch your step! ***************************
************************************************************************
[WARNING] Ensure that these settings are defined in elasticsearch.yml:
{
"indices.query.bool.max_clause_count": 50000
}
If they are absent, running this track will fail or lead to unexpected results.
[INFO] Racing on track [geonames], challenge [append-no-conflicts] and car ['external'] with version [2.3.3].
[WARNING] merges_total_time is 1723426 ms indicating that the cluster is not in a defined clean state. Recorded index time metrics may be misleading.
[WARNING] merges_total_throttled_time is 215023 ms indicating that the cluster is not in a defined clean state. Recorded index time metrics may be misleading.
[WARNING] indexing_total_time is 3036037 ms indicating that the cluster is not in a defined clean state. Recorded index time metrics may be misleading.
[WARNING] refresh_total_time is 752065 ms indicating that the cluster is not in a defined clean state. Recorded index time metrics may be misleading.
[WARNING] flush_total_time is 3106 ms indicating that the cluster is not in a defined clean state. Recorded index time metrics may be misleading.
Running delete-index [100% done]
Running create-index [100% done]
Running check-cluster-health [100% done]
Running index-append [100% done]
Running refresh-after-index [100% done]
Running force-merge [100% done]
Running refresh-after-force-merge [100% done]
Running index-stats [100% done]
Running node-stats [100% done]
Running default [100% done]
Running term [100% done]
Running phrase [100% done]
Running country_agg_uncached [100% done]
Running country_agg_cached [100% done]
Running scroll [100% done]
Running expression [100% done]
Running large_terms [100% done]
Running large_filtered_terms [100% done]
Running large_prohibited_terms [100% done]
------------------------------------------------------
_______ __ _____
/ ____(_)___ ____ _/ / / ___/_________ ________
/ /_ / / __ \/ __ `/ / \__ \/ ___/ __ \/ ___/ _ \
/ __/ / / / / / /_/ / / ___/ / /__/ /_/ / / / __/
/_/ /_/_/ /_/\__,_/_/ /____/\___/\____/_/ \___/
------------------------------------------------------
| Metric | Task | Value | Unit |
|---------------------------------------------------------------:|-----------------------:|------------:|--------:|
| Cumulative indexing time of primary shards | | 50.2242 | min |
| Min cumulative indexing time across primary shards | | 0 | min |
| Median cumulative indexing time across primary shards | | 0 | min |
| Max cumulative indexing time across primary shards | | 11.9424 | min |
| Cumulative indexing throttle time of primary shards | | 0 | min |
| Min cumulative indexing throttle time across primary shards | | 0 | min |
| Median cumulative indexing throttle time across primary shards | | 0 | min |
| Max cumulative indexing throttle time across primary shards | | 0 | min |
| Cumulative merge time of primary shards | | 30.2628 | min |
| Cumulative merge count of primary shards | | 649 | |
| Min cumulative merge time across primary shards | | 0 | min |
| Median cumulative merge time across primary shards | | 0 | min |
| Max cumulative merge time across primary shards | | 7.56005 | min |
| Cumulative merge throttle time of primary shards | | 4.45932 | min |
| Min cumulative merge throttle time across primary shards | | 0 | min |
| Median cumulative merge throttle time across primary shards | | 0 | min |
| Max cumulative merge throttle time across primary shards | | 1.4932 | min |
| Cumulative refresh time of primary shards | | 12.1026 | min |
| Cumulative refresh count of primary shards | | 4100 | |
| Min cumulative refresh time across primary shards | | 0 | min |
| Median cumulative refresh time across primary shards | | 0 | min |
| Max cumulative refresh time across primary shards | | 2.86677 | min |
| Cumulative flush time of primary shards | | 0.0492333 | min |
| Cumulative flush count of primary shards | | 17 | |
| Min cumulative flush time across primary shards | | 0 | min |
| Median cumulative flush time across primary shards | | 0 | min |
| Max cumulative flush time across primary shards | | 0.0120333 | min |
| Total Young Gen GC | | 133.665 | s |
| Total Old Gen GC | | 2.338 | s |
| Store size | | 42.89 | GB |
| Translog size | | 2.76323e-06 | GB |
| Heap used for segments | | 155.118 | MB |
| Heap used for doc values | | 1.72109 | MB |
| Heap used for terms | | 150.315 | MB |
| Heap used for norms | | 0.134399 | MB |
| Heap used for stored fields | | 2.94794 | MB |
| Segment count | | 536 | |
| Min Throughput | index-append | 15154.4 | docs/s |
| Median Throughput | index-append | 15840.4 | docs/s |
| Max Throughput | index-append | 16869.9 | docs/s |
| 50th percentile latency | index-append | 2605.34 | ms |
| 90th percentile latency | index-append | 3552.54 | ms |
| 99th percentile latency | index-append | 4422.58 | ms |
| 99.9th percentile latency | index-append | 4982.87 | ms |
| 100th percentile latency | index-append | 5119.11 | ms |
| 50th percentile service time | index-append | 2605.34 | ms |
| 90th percentile service time | index-append | 3552.54 | ms |
| 99th percentile service time | index-append | 4422.58 | ms |
| 99.9th percentile service time | index-append | 4982.87 | ms |
| 100th percentile service time | index-append | 5119.11 | ms |
| error rate | index-append | 0 | % |
| Min Throughput | index-stats | 90.02 | ops/s |
| Median Throughput | index-stats | 90.04 | ops/s |
| Max Throughput | index-stats | 90.08 | ops/s |
| 50th percentile latency | index-stats | 5.85103 | ms |
| 90th percentile latency | index-stats | 10.2232 | ms |
| 99th percentile latency | index-stats | 66.5564 | ms |
| 99.9th percentile latency | index-stats | 110.738 | ms |
| 100th percentile latency | index-stats | 115.007 | ms |
标题名称：通过esrally压测elasticsearch
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