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OpenResty + Lua + Kafka 实现日志收集系统以及部署过程中遇到的坑
阅读量:5165 次
发布时间:2019-06-13

本文共 13421 字,大约阅读时间需要 44 分钟。

 ********************* 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: 

这里写图片描述 
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:  
kafka:  
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  
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  
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  
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;;”;

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

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: 

这里写图片描述
4:ab压力测试 
引用

#单nginx+upstream测试: 

ab -n 10000 -c 100 -k 

#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 

#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:

#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。

 

转载于:https://www.cnblogs.com/gxyandwmm/p/11298912.html

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