从零开始搭建一个ELK实时日志收集系统 - ELK5.1搭建过程(ElasticSearch, Logstash, Kibana)

小鱼儿 2022-06-14 09:06 104阅读 0赞

# 前言 #

日志主要包括系统日志、应用程序日志和安全日志。系统运维和开发人员可以通过日志了解服务器软硬件信息、检查配置过程中的错误及错误发生的原因。经常分析日志可以了解服务器的负荷，性能安全性，从而及时采取措施纠正错误。  
通常，日志被分散的储存不同的设备上。如果你管理数十上百台服务器，你还在使用依次登录每台机器的传统方法查阅日志，这样是不是感觉很繁琐和效率低下？当务之急我们使用集中化的日志管理，例如：开源的syslog，将所有服务器上的日志收集汇总。  
集中化管理日志后，日志的统计和检索又成为一件比较麻烦的事情，一般我们使用grep、awk和wc等Linux命令能实现检索和统计，但是对于要求更高的查询、排序和统计等要求和庞大的机器数量依然使用这样的方法难免有点力不从心。

# 开源实时日志分析ELK平台 #

**它**能够完美的解决我们上述的问题，ELK由ElasticSearch、Logstash和Kiabana三个开源工具组成。  
**Elasticsearch**是个开源分布式搜索引擎，[5.1.2版本下载地址][5.1.2]，它的特点有：分布式，零配置，自动发现，索引自动分片，索引副本机制，restful风格接口，多数据源，自动搜索负载等。  
**Logstash**是一个完全开源的工具，[5.1.2版本下载地址][5.1.2 1]，他可以对你的日志进行收集、过滤，并将其存储供以后使用（如，搜索）。  
**Kibana** 也是一个开源和免费的工具，[5.1.2版本下载地址][5.1.2 2]，它Kibana可以为 Logstash 和 ElasticSearch 提供的日志分析友好的 Web 界面，可以帮助您汇总、分析和搜索重要数据日志。

开源实时日志分析ELK平台(ElasticSearch, Logstash, Kibana组成)，**能很方便的帮我们收集日志，进行集中化的管理，并且能很方便的进行日志的统计和检索**，下面基于ELK的最新版本5.1进行一次整合测试。 官方网站：[https://www.elastic.co/products][https_www.elastic.co_products]

# ElasticSearch #

1.概述：  
ElasticSearch是一个高可扩展的开源的全文搜索分析引擎。它允许你快速的存储、搜索和分析大量数据。ElasticSearch通常作为后端程序，为需要复杂查询的应用提供服务。  
Elasticsearch是一个基于Lucene的开源分布式搜索引擎，具有分布式多用户能力。Elasticsearch是用java开发，提供Restful接口，能够达到实时搜索、高性能计算；同时Elasticsearch的横向扩展能力非常强，不需要重启服务，基本上达到了零配置。

2.解压ElasticSearch并进入目录：

unzip elasticsearch-5.1.1.zip cd elasticsearch-5.1.1

3.启动ElasticSearch服务：

./bin/elasticsearch

因为这里使用的是root账号进行启动服务的，所以会报如下错误：

at org.elasticsearch.bootstrap.Elasticsearch.init(Elasticsearch.java:125) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.bootstrap.Elasticsearch.execute(Elasticsearch.java:112) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.cli.SettingCommand.execute(SettingCommand.java:54) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.cli.Command.mainWithoutErrorHandling(Command.java:96) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.cli.Command.main(Command.java:62) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.bootstrap.Elasticsearch.main(Elasticsearch.java:89) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.bootstrap.Elasticsearch.main(Elasticsearch.java:82) ~[elasticsearch-5.1.1.jar:5.1.1] Caused by: java.lang.RuntimeException: can not run elasticsearch as root at org.elasticsearch.bootstrap.Bootstrap.initializeNatives(Bootstrap.java:100) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.bootstrap.Bootstrap.setup(Bootstrap.java:176) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.bootstrap.Bootstrap.init(Bootstrap.java:306) ~[elasticsearch-5.1.1.jar:5.1.1] at org.elasticsearch.bootstrap.Elasticsearch.init(Elasticsearch.java:121) ~[elasticsearch-5.1.1.jar:5.1.1] ... 6 more

错误很明显，不能以root账号来运行elasticsearch，网上有一种解决方法是添加es.insecure.allow.root=true参数，启动方式如下：

./bin/elasticsearch -Des.insecure.allow.root=true

启动日志如下所示：

starts elasticsearch
     
    Option                Description                                              
    ------                -----------                                              
    -E <KeyValuePair>     Configure a setting                                      
    -V, --version         Prints elasticsearch version information and exits       
    -d, --daemonize       Starts Elasticsearch in the background                   
    -h, --help            show help                                                
    -p, --pidfile <Path>  Creates a pid file in the specified path on start        
    -q, --quiet           Turns off standard ouput/error streams logging in console
    -s, --silent          show minimal output                                      
    -v, --verbose         show verbose output                                      
    ERROR: D is not a recognized option

并没有启动成功，但是试了一下在elasticsearch-2.1.1这个版本是可以成功的，官方网站的Issues也给出了说明：

In 5.0.0-alpha3, all of this has been cleaned up. 
    The entanglement between system properties and settings has beenremoved. 
    This means that the system property es.insecure.allow.root will not automatically 
    be converted to a setting which means it's no longer a problem that it's not registered.

更加详细的介绍[https://github.com/elastic/elasticsearch/issues/18688][https_github.com_elastic_elasticsearch_issues_18688]

这是出于系统安全考虑设置的条件。由于ElasticSearch可以接收用户输入的脚本并且执行，为了系统安全考虑，建议创建一个单独的用户用来运行ElasticSearch。  
4.创建用户组和用户：

groupadd esgroup
    useradd esuser -g esgroup -p espassword

更改elasticsearch文件夹及内部文件的所属用户及组：

cd /opt/elk
    chown -R esuser:esgroup elasticsearch-5.1.1

切换用户并运行：

su esuser
    ./bin/elasticsearch

启动日志如下所示：

[esuser@localhost elasticsearch-5.1.1]$ ./bin/elasticsearch
    [2017-01-13T11:18:35,020][INFO ][o.e.n.Node               ] [] initializing ...
    [2017-01-13T11:18:35,284][INFO ][o.e.e.NodeEnvironment    ] [rBrMTNx] using [1] data paths, mounts [[/ (rootfs)]], net usable_space [21.6gb], net total_space [27.4gb], spins? [unknown], types [rootfs]
    [2017-01-13T11:18:35,284][INFO ][o.e.e.NodeEnvironment    ] [rBrMTNx] heap size [1.9gb], compressed ordinary object pointers [true]
    [2017-01-13T11:18:35,285][INFO ][o.e.n.Node               ] node name [rBrMTNx] derived from node ID [rBrMTNxCSEehQsfjvxmSgw]; set [node.name] to override
    [2017-01-13T11:18:35,308][INFO ][o.e.n.Node               ] version[5.1.1], pid[2612], build[5395e21/2016-12-06T12:36:15.409Z], OS[Linux/3.10.0-327.el7.x86_64/amd64], JVM[Oracle Corporation/Java HotSpot(TM) 64-Bit Server VM/1.8.0_112/25.112-b15]
    [2017-01-13T11:18:38,284][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [aggs-matrix-stats]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [ingest-common]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [lang-expression]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [lang-groovy]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [lang-mustache]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [lang-painless]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [percolator]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [reindex]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [transport-netty3]
    [2017-01-13T11:18:38,285][INFO ][o.e.p.PluginsService     ] [rBrMTNx] loaded module [transport-netty4]
    [2017-01-13T11:18:38,286][INFO ][o.e.p.PluginsService     ] [rBrMTNx] no plugins loaded
    [2017-01-13T11:18:44,427][INFO ][o.e.n.Node               ] initialized
    [2017-01-13T11:18:44,441][INFO ][o.e.n.Node               ] [rBrMTNx] starting ...
    [2017-01-13T11:18:44,943][INFO ][o.e.t.TransportService   ] [rBrMTNx] publish_address {127.0.0.1:9300}, bound_addresses {[::1]:9300}, {127.0.0.1:9300}
    [2017-01-13T11:18:44,976][WARN ][o.e.b.BootstrapCheck     ] [rBrMTNx] max file descriptors [4096] for elasticsearch process is too low, increase to at least [65536]
    [2017-01-13T11:18:44,976][WARN ][o.e.b.BootstrapCheck     ] [rBrMTNx] max virtual memory areas vm.max_map_count [65530] is too low, increase to at least [262144]
    [2017-01-13T11:18:48,633][INFO ][o.e.c.s.ClusterService   ] [rBrMTNx] new_master {rBrMTNx}{rBrMTNxCSEehQsfjvxmSgw}{N9FXgAA5TjC78HBimEJ9kw}{127.0.0.1}{127.0.0.1:9300}, reason: zen-disco-elected-as-master ([0] nodes joined)
    [2017-01-13T11:18:48,762][INFO ][o.e.g.GatewayService     ] [rBrMTNx] recovered [0] indices into cluster_state
    [2017-01-13T11:18:48,775][INFO ][o.e.h.HttpServer         ] [rBrMTNx] publish_address {127.0.0.1:9200}, bound_addresses {[::1]:9200}, {127.0.0.1:9200}
    [2017-01-13T11:18:48,775][INFO ][o.e.n.Node               ] [rBrMTNx] started

日志中启动了两个端口分别是：9300和9200,9300用于跟其他的节点的传输，9200用于接受HTTP请求，ctrl+c可以结束进程  
5.后台运行：

./bin/elasticsearch -d

6.简单连接：

curl 127.0.0.1:9200

结果如下所示：

[root@localhost ~]# curl 127.0.0.1:9200
    {
      "name" : "rBrMTNx",
      "cluster_name" : "elasticsearch",
      "cluster_uuid" : "-noR5DxFRsyvAFvAzxl07g",
      "version" : {
        "number" : "5.1.1",
        "build_hash" : "5395e21",
        "build_date" : "2016-12-06T12:36:15.409Z",
        "build_snapshot" : false,
        "lucene_version" : "6.3.0"
      },
      "tagline" : "You Know, for Search"
    }

7.因为elasticsearch安装在虚拟机里面，我希望我的主机也可以访问，需要对config/elasticsearch.yml进行配置：

network.host: 192.168.111.131

192.168.111.131是虚拟机里面的地址，修改完之后重新启动，会出现如下错误日志：

ERROR: bootstrap checks failed max file descriptors [4096] for elasticsearch process is too low, increase to at least [65536] max virtual memory areas vm.max_map_count [65530] is too low, increase to at least [262144]

解决办法：  
切换到root用户，修改配置limits.conf

vi /etc/security/limits.conf

添加如下内容：

* soft nofile 65536
    * hard nofile 131072
    * soft nproc 2048
    * hard nproc 4096

修改配置sysctl.conf

vi /etc/sysctl.conf

添加如下内容：

vm.max_map_count=655360

\# sysctl -p 使更新文件生效

更加详细的参考：[Elasticsearch5.0 安装问题集锦][Elasticsearch5.0]  
修改完之后重启服务，并在本地浏览器中进行访问，结果如下图所示：

![20180426144953289][]

8.停止服务：

ps -ef |grep elasticsearch
    kill PID

# Logstash #

Logstash是一个完全开源的工具，可以对你的日志进行收集、过滤，并将其存储供以后使用，参考官网的介绍图：

![20181229135150739][]

1.解压进入目录

tar -zxvf logstash-5.1.1.tar.gz cd logstash-5.1.1

2.添加配置文件

vi config/first-pipeline.conf

添加如下内容（项目直接向elk写日志）：

input { log4j { host => "192.168.111.131" port => 8801 } } output { elasticsearch { hosts => [ "192.168.111.131:9200" ] } }

或者指定日志文件路径

写法如下：

input \{  
    file \{  
        path => "F:\\javademo\\logs\\elk\\debug.log"  
    \}  
\}  
output \{  
    elasticsearch \{  
        hosts => "192.168.x.x"  
        index => "debug-%\{+YYYY.MM.dd\}"  
    \}  
    stdout \{  
        codec => rubydebug  
    \}  
\}

3.启动服务

./bin/logstash -f config/first-pipeline.conf

启动成功日志如下：

Sending Logstash's logs to /opt/elk/logstash-5.1.1/logs which is now configured via log4j2.properties
    [2017-01-17T11:41:42,978][INFO ][logstash.inputs.log4j    ] Starting Log4j input listener {:address=>"192.168.111.131:8801"}
    [2017-01-17T11:41:43,565][INFO ][logstash.inputs.log4j    ] Log4j input
    [2017-01-17T11:41:45,658][INFO ][logstash.outputs.elasticsearch] Elasticsearch pool URLs updated {:changes=>{:removed=>[], :added=>["http://192.168.111.131:9200"]}}
    [2017-01-17T11:41:45,659][INFO ][logstash.outputs.elasticsearch] Running health check to see if an Elasticsearch connection is working {:url=>#<URI::HTTP:0x3a685472 URL:http://192.168.111.131:9200>, :healthcheck_path=>"/"}
    log4j:WARN No appenders could be found for logger (org.apache.http.client.protocol.RequestAuthCache).
    log4j:WARN Please initialize the log4j system properly.
    log4j:WARN See http://logging.apache.org/log4j/1.2/faq.html#noconfig for more info.
    [2017-01-17T11:41:46,090][WARN ][logstash.outputs.elasticsearch] Restored connection to ES instance {:url=>#<URI::HTTP:0x3a685472 URL:http://192.168.111.131:9200>}
    [2017-01-17T11:41:46,115][INFO ][logstash.outputs.elasticsearch] Using mapping template from {:path=>nil}
    [2017-01-17T11:41:46,357][INFO ][logstash.outputs.elasticsearch] Attempting to install template {:manage_template=>{"template"=>"logstash-*", "version"=>50001, "settings"=>{"index.refresh_interval"=>"5s"}, "mappings"=>{"_default_"=>{"_all"=>{"enabled"=>true, "norms"=>false}, "dynamic_templates"=>[{"message_field"=>{"path_match"=>"message", "match_mapping_type"=>"string", "mapping"=>{"type"=>"text", "norms"=>false}}}, {"string_fields"=>{"match"=>"*", "match_mapping_type"=>"string", "mapping"=>{"type"=>"text", "norms"=>false, "fields"=>{"keyword"=>{"type"=>"keyword"}}}}}], "properties"=>{"@timestamp"=>{"type"=>"date", "include_in_all"=>false}, "@version"=>{"type"=>"keyword", "include_in_all"=>false}, "geoip"=>{"dynamic"=>true, "properties"=>{"ip"=>{"type"=>"ip"}, "location"=>{"type"=>"geo_point"}, "latitude"=>{"type"=>"half_float"}, "longitude"=>{"type"=>"half_float"}}}}}}}}
    [2017-01-17T11:41:46,474][INFO ][logstash.outputs.elasticsearch] New Elasticsearch output {:class=>"LogStash::Outputs::ElasticSearch", :hosts=>["192.168.111.131:9200"]}
    [2017-01-17T11:41:46,495][INFO ][logstash.pipeline        ] Starting pipeline {"id"=>"main", "pipeline.workers"=>1, "pipeline.batch.size"=>125, "pipeline.batch.delay"=>5, "pipeline.max_inflight"=>125}
    [2017-01-17T11:41:46,514][INFO ][logstash.pipeline        ] Pipeline main started
    [2017-01-17T11:41:46,935][INFO ][logstash.agent           ] Successfully started Logstash API endpoint {:port=>9600}

New Elasticsearch output \{:class=>”LogStash::Outputs::ElasticSearch”, :hosts=>\[“192.168.111.131:9200”\]\}表示已经成功连接了指定的Elasticsearch。

# Kibana #

Kibana可以为Logstash和ElasticSearch提供的日志分析友好的Web界面，可以帮助您汇总、分析和搜索重要数据日志。  
1.解压进入目录

tar -zxvf kibana-5.1.1-linux-x86_64.tar.gz cd kibana-5.1.1-linux-x86_64

2.修改配置文件

vi config/kibana.yml

添加如下配置项：

server.port: 5601
    server.host: "192.168.111.130"
    elasticsearch.url: "http://192.168.111.131:9200"
    kibana.index: ".kibana"

3.启动服务

./bin/kibana

启动成功日志如下：

log   [16:42:01.349] [info][status][plugin:kibana@5.1.1] Status changed from uninitialized to green - Ready
    log   [16:42:01.406] [info][status][plugin:elasticsearch@5.1.1] Status changed from uninitialized to yellow - Waiting for Elasticsearch
    log   [16:42:01.427] [info][status][plugin:console@5.1.1] Status changed from uninitialized to green - Ready
    log   [16:42:01.567] [info][status][plugin:timelion@5.1.1] Status changed from uninitialized to green - Ready
    log   [16:42:01.574] [info][listening] Server running at http://192.168.111.130:5601

4.浏览器访问

http://192.168.111.130:5601/

![20181229135150797][]

默认第一次需要Configure an index pattern，默认的Index name是logstash-\*，直接create就行了（先项目执行写日志再创建，否则kibana不能创建索引）。

测试  
1.准备一个测试工程，往logstash写数据，同时通过kibana查看数据  
log4j maven

log4j.properties

log4j.rootLogger=DEBUG, logstash
     
    log4j.appender.logstash=org.apache.log4j.net.SocketAppender
    log4j.appender.logstash.Port=8801
    log4j.appender.logstash.RemoteHost=192.168.111.131
    log4j.appender.logstash.ReconnectionDelay=60000
    log4j.appender.logstash.LocationInfo=true

测试类App

package com.minbo.javademo.elk;
    
    import org.apache.log4j.Logger;
    
    public class ElkLog4jTest {
    
    	private static final Logger logger = Logger.getLogger(ElkLog4jTest.class);
    
    	public static void main(String[] args) {
    		logger.debug("This is a debug message of baidu!");
    		logger.info("This is info message!");
    		logger.warn("This is a warn message!");
    		logger.error("This is error message!");
    
    		try {
    			System.out.println(5 / 0);
    		} catch (Exception e) {
    			logger.error(e);
    		}
    	}
    }

运行App，会出现如下错误：

SocketException: Software caused connection abort: socket write error

解决方法：

vi logstash-core/lib/logstash-core_jars.rb

注释掉\#require\_jar( ‘org.apache.logging.log4j’, ‘log4j-1.2-api’, ‘2.6.2’ )，然后重启logstash（远程装时写未提示成功，也是因为这个没有注释掉）

2.kibana查看数据  
点击Discover，然后指定好日期，就可以查看刚刚log4j发送的日志了，如下图所示：

![Center][]

可以指定关键字进行搜索，指定时间范围，指定刷新间隔时间等，更多的功能可以自行去摸索。

文中的项目代码地址见：[我的Github地址][Github]

# 参考资料 #

[ELK 不权威指南][ELK]

[Elasticsearch入门到精通教程 - 学习资料综合][Elasticsearch_ -]

[从零开始搭建一个 ELKB 日志收集系统][ELKB]

\------------------------------------------------------

我的[个人域名][Link 1]

期望和大家一起学习，共同进步，共勉

欢迎交流问题，可加个人QQ 469580884

或者，加我的群号 **751925591**，一起探讨交流问题

不讲虚的，只做实干家

Talk is cheap，show me the code

![20180411181545874][]

[5.1.2]: https://www.elastic.co/downloads/past-releases/elasticsearch-5-1-2
[5.1.2 1]: https://www.elastic.co/downloads/past-releases/logstash-5-1-2
[5.1.2 2]: https://www.elastic.co/downloads/past-releases/kibana-5-1-2
[https_www.elastic.co_products]: https://www.elastic.co/products
[https_github.com_elastic_elasticsearch_issues_18688]: https://github.com/elastic/elasticsearch/issues/18688
[Elasticsearch5.0]: http://www.cnblogs.com/sloveling/p/elasticsearch.html
[20180426144953289]: /images/20220614/e48776f25a474bd89b5ffae172330ceb.png
[20181229135150739]: /images/20220614/a3b4fc95a5af48c3b4369d43b4027c0f.png
[20181229135150797]: /images/20220614/a0d23c85e4ea446bb95583bff6040a8d.png
[Center]: /images/20220614/9cff7b0c62b54fa2be25eee68ff18d4f.png
[Github]: https://github.com/hemin1003/java-study/tree/master/src/main/java/com/minbo/javademo/elk
[ELK]: https://blog.csdn.net/hemin1003/article/details/80238421
[Elasticsearch_ -]: https://blog.csdn.net/hemin1003/article/details/99593693
[ELKB]: http://cjting.me/misc/build-log-system-with-elkb/
[Link 1]: http://heminit.com/
[20180411181545874]: /images/20220614/6445e456d6d348538dfb02d5df73d0fe.png