OpenResty + Lua + Kafka 实现日志收集系统以及部署过程中遇到的坑

2019-08-05 17:12:53 浏览数 (1)

********************* 部署过程 **************************

一:场景描述

对于线上大流量服务或者需要上报日志的nginx服务,每天会产生大量的日志,这些日志非常有价值。可用于计数上报、用户行为分析、接口质量、性能监控等需求。但传统nginx记录日志的方式数据会散落在各自nginx上,而且大流量日志本身对磁盘也是一种冲击。  我们需要把这部分nginx日志统一收集汇总起来,收集过程和结果需要满足如下需求:  支持不同业务获取数据,如监控业务,数据分析统计业务,推荐业务等。  数据实时性  高性能保证

二:技术方案

得益于openresty和kafka的高性能,我们可以非常轻量高效的实现当前需求,架构如下: 

方案描述:  1:线上请求打向nginx后,使用lua完成日志整理:如统一日志格式,过滤无效请求,分组等。  2:根据不同业务的nginx日志,划分不同的topic。  3:lua实现producter异步发送到kafka集群。  4:对不同日志感兴趣的业务组实时消费获取日志数据。

三:相关技术  openresty: http://openresty.org kafka: http://kafka.apache.org lua-resty-kafka: https://github.com/doujiang24/lua-resty-kafka

四:安装配置  为了简单直接,我们采用单机形式配置部署,集群情况类似。  1)准备openresty依赖:  Java代码 收藏代码  apt-get install libreadline-dev libncurses5-dev libpcre3-dev libssl-dev perl make build-essential  # 或者  yum install readline-devel pcre-devel openssl-devel gcc

2)安装编译openresty:  Java代码 收藏代码  #1:安装openresty:  cd /opt/nginx/ # 安装文件所在目录  wget https://openresty.org/download/openresty-1.9.7.4.tar.gz tar -xzf openresty-1.9.7.4.tar.gz /opt/nginx/

#配置:  # 指定目录为/opt/openresty,默认在/usr/local。  ./configure –prefix=/opt/openresty   –with-luajit   –without-http_redis2_module   –with-http_iconv_module  make  make install

3)安装lua-resty-kafka

Java代码 收藏代码  #下载lua-resty-kafka:  wget https://github.com/doujiang24/lua-resty-kafka/archive/master.zip unzip lua-resty-kafka-master.zip -d /opt/nginx/

#拷贝lua-resty-kafka到openresty  mkdir /opt/openresty/lualib/kafka  cp -rf /opt/nginx/lua-resty-kafka-master/lib/resty /opt/openresty/lualib/kafka/

4):安装单机kafka  Java代码 收藏代码  cd /opt/nginx/  wget http://apache.fayea.com/kafka/0.9.0.1/kafka_2.10-0.9.0.1.tgz tar xvf kafka_2.10-0.9.0.1.tgz

# 开启单机zookeeper  nohup sh bin/zookeeper-server-start.sh config/zookeeper.properties > ./zk.log 2>&1 &  **# 绑定broker ip,必须绑定  **#在config/servier.properties下修改host.name  host.name={your_server_ip}  # 启动kafka服务  nohup sh bin/kafka-server-start.sh config/server.properties > ./server.log 2>&1 &  # 创建测试topic  sh bin/kafka-topics.sh –zookeeper localhost:2181 –create –topic test1 –partitions 1 –replication-factor 1

五:配置运行

开发编辑/opt/openresty/nginx/conf/nginx.conf 实现kafka记录nginx日志功能,源码如下:  Java代码 收藏代码  worker_processes 12;

events {  use epoll;  worker_connections 65535;  }

http {  include mime.types;  default_type application/octet-stream;  sendfile on;  keepalive_timeout 0;  gzip on;  gzip_min_length 1k;  gzip_buffers 4 8k;  gzip_http_version 1.1;  gzip_types text/plain application/x-javascript text/css application/xml application/X-JSON;  charset UTF-8;  # 配置后端代理服务  upstream rc{  server 10.10.*.15:8080 weight=5 max_fails=3;  server 10.10.*.16:8080 weight=5 max_fails=3;  server 10.16.*.54:8080 weight=5 max_fails=3;  server 10.16.*.55:8080 weight=5 max_fails=3;  server 10.10.*.113:8080 weight=5 max_fails=3;  server 10.10.*.137:8080 weight=6 max_fails=3;  server 10.10.*.138:8080 weight=6 max_fails=3;  server 10.10.*.33:8080 weight=4 max_fails=3;  # 最大长连数  keepalive 32;  }  # 配置lua依赖库地址  lua_package_path “/opt/openresty/lualib/kafka/?.lua;;”;

代码语言:javascript复制
server {  
    listen       80;  
    server_name  localhost;  
    location /favicon.ico {  
        root   html;  
            index  index.html index.htm;  
    }  
    location / {  
        proxy_connect_timeout 8;  
        proxy_send_timeout 8;  
        proxy_read_timeout 8;  
        proxy_buffer_size 4k;  
        proxy_buffers 512 8k;  
        proxy_busy_buffers_size 8k;  
        proxy_temp_file_write_size 64k;  
        proxy_next_upstream http_500 http_502  http_503 http_504  error timeout invalid_header;  
        root   html;  
        index  index.html index.htm;  
        proxy_pass http://rc;  
        proxy_http_version 1.1;  
        proxy_set_header Connection "";  
        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;  
        # 使用log_by_lua 包含lua代码,因为log_by_lua指令运行在请求最后且不影响proxy_pass机制  
        log_by_lua '  
            -- 引入lua所有api  
            local cjson = require "cjson"  
            local producer = require "resty.kafka.producer"  
            -- 定义kafka broker地址,ip需要和kafka的host.name配置一致  
            local broker_list = {  
                { host = "10.10.78.52", port = 9092 },  
            }  
            -- 定义json便于日志数据整理收集  
            local log_json = {}  
            log_json["uri"]=ngx.var.uri  
            log_json["args"]=ngx.var.args  
            log_json["host"]=ngx.var.host  
            log_json["request_body"]=ngx.var.request_body  
            log_json["remote_addr"] = ngx.var.remote_addr  
            log_json["remote_user"] = ngx.var.remote_user  
            log_json["time_local"] = ngx.var.time_local  
            log_json["status"] = ngx.var.status  
            log_json["body_bytes_sent"] = ngx.var.body_bytes_sent  
            log_json["http_referer"] = ngx.var.http_referer  
            log_json["http_user_agent"] = ngx.var.http_user_agent  
            log_json["http_x_forwarded_for"] = ngx.var.http_x_forwarded_for  
            log_json["upstream_response_time"] = ngx.var.upstream_response_time  
            log_json["request_time"] = ngx.var.request_time  
            -- 转换json为字符串  
            local message = cjson.encode(log_json);  
            -- 定义kafka异步生产者  
            local bp = producer:new(broker_list, { producer_type = "async" })  
            -- 发送日志消息,send第二个参数key,用于kafka路由控制:  
            -- key为nill(空)时,一段时间向同一partition写入数据  
            -- 指定key,按照key的hash写入到对应的partition  
            local ok, err = bp:send("test1", nil, message)  

            if not ok then  
                ngx.log(ngx.ERR, "kafka send err:", err)  
                return  
            end  
        ';  
    }  
    error_page   500 502 503 504  /50x.html;  
    location = /50x.html {  
        root   html;  
    }  
}  

}

六:检测&运行

Java代码 收藏代码  检测配置,只检测nginx配置是否正确,lua错误日志在nginx的error.log文件中  ./nginx -t /opt/openresty/nginx/conf/nginx.conf  # 启动  ./nginx -c /opt/openresty/nginx/conf/nginx.conf  # 重启  ./nginx -s reload

七:测试

1:使用任意http请求发送给当前nginx,如:  引用

http://10.10.78.52/m/personal/AC8E3BC7-6130-447B-A9D6-DF11CB74C3EF/rc/v1?passport=83FBC7337D681E679FFBA1B913E22A0D@qq.sohu.com&page=2&size=10

2:查看upstream代理是否工作正常  3:查看kafka 日志对应的topic是否产生消息日志,如下:  引用

# 从头消费topic数据命令  sh kafka-console-consumer.sh –zookeeper 10.10.78.52:2181 –topic test1 –from-beginning

效果监测: 

4:ab压力测试  引用

#单nginx upstream测试:  ab -n 10000 -c 100 -k http://10.10.34.15/m/personal/AC8E3BC7-6130-447B-A9D6-DF11CB74C3EF/rc/v1?passport=83FBC7337D681E679FFBA1B913E22A0D@qq.sohu.com&page=2&size=10

#结果  Server Software: nginx  Server Hostname: 10.10.34.15  Server Port: 80  Document Path: /m/personal/AC8E3BC7-6130-447B-A9D6-DF11CB74C3EF/rc/v1?passport=83FBC7337D681E679FFBA1B913E22A0D@qq.sohu.com  Document Length: 13810 bytes  Concurrency Level: 100  Time taken for tests: 2.148996 seconds  Complete requests: 10000  Failed requests: 9982  (Connect: 0, Length: 9982, Exceptions: 0)  Write errors: 0  Keep-Alive requests: 0  Total transferred: 227090611 bytes  HTML transferred: 225500642 bytes  Requests per second: 4653.34 [#/sec] (mean)  Time per request: 21.490 [ms] (mean)  Time per request: 0.215 [ms] (mean, across all concurrent requests)  Transfer rate: 103196.10 [Kbytes/sec] received  Connection Times (ms)  min mean[ /-sd] median max  Connect: 0 0 0.1 0 2  Processing: 5 20 23.6 16 701  Waiting: 4 17 20.8 13 686  Total: 5 20 23.6 16 701  Percentage of the requests served within a certain time (ms)  50% 16  66% 20  75% 22  80% 25  90% 33  95% 41  98% 48  99% 69  100% 701 (longest request)

引用

#单nginx upstream log_lua_kafka接入测试:  ab -n 10000 -c 100 -k http://10.10.78.52/m/personal/AC8E3BC7-6130-447B-A9D6-DF11CB74C3EF/rc/v1?passport=83FBC7337D681E679FFBA1B913E22A0D@qq.sohu.com&page=2&size=10

#结果  Server Software: openresty/1.9.7.4  Server Hostname: 10.10.78.52  Server Port: 80  Document Path: /m/personal/AC8E3BC7-6130-447B-A9D6-DF11CB74C3EF/rc/v1?passport=83FBC7337D681E679FFBA1B913E22A0D@qq.sohu.com  Document Length: 34396 bytes  Concurrency Level: 100  Time taken for tests: 2.234785 seconds  Complete requests: 10000  Failed requests: 9981  (Connect: 0, Length: 9981, Exceptions: 0)  Write errors: 0  Keep-Alive requests: 0  Total transferred: 229781343 bytes  HTML transferred: 228071374 bytes  Requests per second: 4474.70 [#/sec] (mean)  Time per request: 22.348 [ms] (mean)  Time per request: 0.223 [ms] (mean, across all concurrent requests)  Transfer rate: 100410.10 [Kbytes/sec] received  Connection Times (ms)  min mean[ /-sd] median max  Connect: 0 0 0.2 0 3  Processing: 6 20 27.6 17 1504  Waiting: 5 15 12.0 14 237  Total: 6 20 27.6 17 1504  Percentage of the requests served within a certain time (ms)  50% 17  66% 19  75% 21  80% 23  90% 28  95% 34  98% 46  99% 67  100% 1004 (longest request)

********************* 最重要的模块 **************************

nginx配置文件配置如下:

代码语言:javascript复制
#user  nobody;
worker_processes  1;

#error_log  logs/error.log;
#error_log  logs/error.log  notice;
#error_log  logs/error.log  info;

#pid        logs/nginx.pid;


events {
    worker_connections  1024;
}


http {
    include       mime.types;
    default_type  application/octet-stream;

    #log_format  main  '$remote_addr - $remote_user [$time_local] "$request" '
    #                  '$status $body_bytes_sent "$http_referer" '
    #                  '"$http_user_agent" "$http_x_forwarded_for"';

    #access_log  logs/access.log  main;

    sendfile        on;
    #tcp_nopush     on;

    #keepalive_timeout  0;
    keepalive_timeout  65;

    #gzip  on;

    upstream myServer {
    server 192.168.0.109:8080 weight=1;
    }

    lua_package_path "/opt/openresty/lualib/kafka/?.lua;;";
    lua_need_request_body on;

    server {
        listen       80;
        server_name  localhost;

        #charset koi8-r;

        #access_log  logs/host.access.log  main;

        location /test1 {
       # 请求转向自定义的服务器列表
            proxy_pass http://myServer;
        }

    location /test2 {

        # 使用log_by_lua 包含lua代码,因为log_by_lua指令运行在请求最后且不影响proxy_pass机制  
        log_by_lua '  
            -- 引入lua所有api
        local topic = "test"
            local cjson = require "cjson"  
            local producer = require "resty.kafka.producer"  
            -- 定义kafka broker地址,ip需要和kafka的host.name配置一致  
            local broker_list = {  
                { host = "192.168.0.109", port = 9092 },
        { host = "192.168.0.110", port = 9092 },
        { host = "192.168.0.101", port = 9092 }
            }  
            -- 定义json便于日志数据整理收集  
            local log_json = {}  
            log_json["uri"]=ngx.var.uri  
            log_json["args"]=ngx.req.get_uri_args()  
            log_json["host"]=ngx.var.host  
            log_json["request_body"]=ngx.var.request_body  
            log_json["remote_addr"] = ngx.var.remote_addr  
            log_json["remote_user"] = ngx.var.remote_user  
            log_json["time_local"] = ngx.var.time_local  
            log_json["status"] = ngx.var.status  
            log_json["body_bytes_sent"] = ngx.var.body_bytes_sent  
            log_json["http_referer"] = ngx.var.http_referer  
            log_json["http_user_agent"] = ngx.var.http_user_agent  
            log_json["http_x_forwarded_for"] = ngx.var.http_x_forwarded_for  
            log_json["upstream_response_time"] = ngx.var.upstream_response_time  
            log_json["request_time"] = ngx.var.request_time  
            -- 转换json为字符串  
            local message = cjson.encode(ngx.req.get_uri_args());  
            -- 定义kafka异步生产者  
            local bp = producer:new(broker_list, { producer_type = "async" })  
            -- 发送日志消息,send第二个参数key,用于kafka路由控制:  
            -- key为nill(空)时,一段时间向同一partition写入数据  
            -- 指定key,按照key的hash写入到对应的partition  
            local ok, err = bp:send(topic, nil, message)  

            if not ok then  
                ngx.log(ngx.ERR, "kafka send err:", err)  
                return  
            end  
        ';  
        }  


        #error_page  404              /404.html;

        # redirect server error pages to the static page /50x.html
        #
        error_page   500 502 503 504  /50x.html;
        location = /50x.html {
            root   html;
        }

        # proxy the PHP scripts to Apache listening on 127.0.0.1:80
        #
        #location ~ .php$ {
        #    proxy_pass   http://127.0.0.1;
        #}

        # pass the PHP scripts to FastCGI server listening on 127.0.0.1:9000
        #
        #location ~ .php$ {
        #    root           html;
        #    fastcgi_pass   127.0.0.1:9000;
        #    fastcgi_index  index.php;
        #    fastcgi_param  SCRIPT_FILENAME  /scripts$fastcgi_script_name;
        #    include        fastcgi_params;
        #}

        # deny access to .htaccess files, if Apache's document root
        # concurs with nginx's one
        #
        #location ~ /.ht {
        #    deny  all;
        #}
    }


    # another virtual host using mix of IP-, name-, and port-based configuration
    #
    #server {
    #    listen       8000;
    #    listen       somename:8080;
    #    server_name  somename  alias  another.alias;

    #    location / {
    #        root   html;
    #        index  index.html index.htm;
    #    }
    #}


    # HTTPS server
    #
    #server {
    #    listen       443 ssl;
    #    server_name  localhost;

    #    ssl_certificate      cert.pem;
    #    ssl_certificate_key  cert.key;

    #    ssl_session_cache    shared:SSL:1m;
    #    ssl_session_timeout  5m;

    #    ssl_ciphers  HIGH:!aNULL:!MD5;
    #    ssl_prefer_server_ciphers  on;

    #    location / {
    #        root   html;
    #        index  index.html index.htm;
    #    }
    #}

}

********************* 遇到的坑 **************************

问题概述:

  利用server1服务器上的openresty nginx的lua脚本往server5中kafka写数据,发现报错 无法解析主机(no resolver defined to resolve "xxxxx"),xxxxx是某台机器的域名,再后来,经过一天的摸索,发现了问题。

问题原因:

  最终发现,原来是openResty不会去解析 host 映射,因为kafka客户端用IP连接后会请求broker,然后去到zookeeper拿到broker集群信息(地址记录是 kafka236:1111),这时候lua消费者拿到的是 kafka236 的IP,

但是又不会通过 host去解析,就会报错无法解析主机的问题。

解决方案      如果存在路由器DNS解析服务,直接在DNS配置个域名解析,再nginx配置里面指向这个DNS服务器即可(没有的话需要自己搭建DNS服务)

    nginx.conf配置:

   DNS配置:

备注说明:     1、如果kafka服务端配置成IP或者域名,在kafka服务端的本机kafka客户端是无法用localhost连接的(除非服务端也用localhost)

    2、如果kafka服务端Listen配置成IP,那么在zookeeper记录的是IP地址

         如果kafka服务端Listen配置成域名,那么在zookeeper记录的是域名

         如果kafka服务端有advertised.listeners配置成域名,那么zookeeper会记录成域名,不管Listen配置成什么

后来发现        低版本的 openresty-1.7.10.2 , 在kafka中配置域名或者IP,都可以访问

       高版本的 openresty-1.13.6.2  ,  在kafka中配置域名无法访问,只能是IP,配置resolver也不行。

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