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手记–InfluxDB使用介绍

发表于: CoderCoder.cn · 作者: ·  2020-7-24 ·  804 views  ·  12 replies 
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    话说上次说把设备状态信息上报到influxDB进行存储,即存储设备的监控信息,既然说了介绍InfluxDB的使用,那这次就按数据库使用维护的角度,介绍下时序数据库InfluxDB。

    
    通常说到数据库会说到库、表、行,这在influxDB中对应database、measurement、point,当然还有时序数据特有的timestamp,以及过期策略:Retention Policy。此外,还有其特别的结构:
    Point:Series + timestamp
    Series:按照同一个database中,Series = retention policy + measument + tag set相同,即为相同series
    Shard:在我们设定Retention Policy的时候,往往就会看到shard关键字,其体现为:一个retention policy下,会根据其设定,拆分为很多个部分,而这些部分,则为shard。

    InfluxDB的存储引擎为TSM(从LSM+timestamp演变),每一个SHARD,都对应一个TSM存储引擎,有独立的cache、wal、tsm file。(LSM树结构后续再说,又有下次的主题了:grin:)
https://www.influxdata.com/blog/new-storage-engine-time-structured-merge-tree/
https://docs.influxdata.com/influxdb/v1.8/concepts/storage_engine/

一、常见操作

    上次设备监控上报的时候 (文末公众号:涂鸦玩法2 — 设备状态存储展示),简单介绍了如下的SQL:

$ influx -host 127.0.0.1 -port 8089 -username admin -password 123421
Connected to http://127.0.0.1:8089 version 1.8.1
InfluxDB shell version: 1.8.1
​
> show databases;
name: databasesname
----
_internal
wstestdb
​
> use wstestdb
Using database wstestdb
​
> select time,pir,dev_id from pir_status  limit 3;
name: pir_status
time                pir dev_id
----                --- ------
1594810825095426778 0   z{Œy{_Z
1594810835293097585 0   z{Œy{_Z
1594810845430362859 1   z{Œy{_Z

此外,influxDB本身也支持http POST的方式进行数据的操作。例如:
插入:

curl -i -XPOST 'http://localhost:8083/write?db=mydb' --data-binary 'cpu_load_short,host=server02 value=0.67

查询:

curl -GET 'http://localhost:8086/query?pretty=true' --data-urlencode "db=mydb" --data-urlencode "q=SELECT value FROM cpu_load_short WHERE region='us'"

    对于运维人员,需要额外关注一些其它信息。

二、基础运维

2.1 Retention Policy 数据保留策略

(1)创建:

create RETENTION POLICY "wstestdb_1d" ON "wstestdb" DURATION 1d  REPLICATION 1 SHARD DURATION 1d  ;

    这里可以看到上部分提到的SHARD DURATION,在一个保留策略里,需要设定好过期的时间,还有SHARD的周期,influxDB会按照这个周期拆分、过期数据文件。
    
(2)修改:

> show retention policies
name    duration shardGroupDuration replicaN default
----    -------- ------------------ -------- -------
autogen 0s       168h0m0s           1        true
​

> alter RETENTION POLICY "autogen" ON "wstestdb" DURATION 200w REPLICATION 1  SHARD DURATION 1d DEFAULT

> show retention policies
name    duration   shardGroupDuration replicaN default
----    --------   ------------------ -------- -------
autogen 33600h0m0s 24h0m0s            1        true
​

    
    通常生产环境中,我们会针对不同类型的measurement,采用不同的retention policy,例如:精度高的表保留3个月,精度低的表保留3年等。

2.2 持续查询 Continuous Queries

    InfluxDB深知自己使用的环境,例如在很久以前的数据,大部分用户只关注类似平均值、最大最小值等的情况,而历史的大量数据,会使成本大幅度提高。此时,就出现了持续查询:

CREATE continuous query cq_30 ON "mydb" RESAMPLE EVERY 15m FOR 60m BEGIN select mean(value) into mean_value from cpu_load_short group by time(30m) END

    即把cpu_load_short表的每15分钟平均值,存放在一张新表mean_value中。

    这样,Retention Policy加上Continuous Queries,可以在精度和持续性上达到一个平衡。

三、InfluxDB的文件

3.1 文件目录分布

InfluxDB的文件结构较为简单(上次说到,在配置文件中的不同板块进行配置):
    data:数据文件目录
    meta:数据库元信息
    wal:Write Ahead Log目录

重点关注数据文件目录,更便于我们去理解和使用InfluxDB。

3.2 数据目录

    数据目录下,每一个database,分为单独的目录;在不同的database下,不同的retention policy,又分别位于不同的目录下:

特别注意,“_series”目录,用以存放series索引:
    (1)必须在配置中限制series的数目,防止大量的series导致OOM的情况
    (2)当series数据太大时,需要及时处理

3.3 Retention Policy与SHARD在文件上的体现

查看_interval库的retention policies:

> use _internal
Using database _internal

> show retention policies
name    duration shardGroupDuration replicaN default
----    -------- ------------------ -------- -------
monitor 168h0m0s 24h0m0s            1        true

对应的文件目录:

    可以看出,文件是按照每24h进行分割的,即Retention Policy中的SHARD DURATION的大小进行,同样,在168h后,将会进行过期处理

四、InfluxDB的配置

4.1 基础配置

通常我们会修改如下几项:
    占用内存的大小:cache-max-memory-size = “2g”
    并发查询数:max-concurrent-queries = 1000
    慢查询阈值:log-queries-after = “3s”
    metadata/数据文件地址:[meta]、[data]中的dir
    端口地址:bind-address

4.2 业务实用性配置

根据前三部分的介绍,还需关注:
    series相关配置:
        例如:max-series-per-database、max-select-series
    TSM引擎:
        例如:compact-full-write-cold-duration
    SHARD相关:
        例如:cache-snapshot-write-cold-duration、compact-full-write-cold-duration
    timeout相关:
        例如:连接超时、查询超时等等

    同所有关系型数据库一样,数据库的配置,需要根据业务的使用场景进行适时的调整和优化,已得到更融合的体系。

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