前因
在之前的篇幅中--EFK 配置geo-ip落地实践,已经介绍过如何配置geo插件到fluentd中,实现ip地址转经纬度的实例。
但是随之也产生了一个问题。即,ip出口地址大多数落在了大城市,并且相对集中,其导致根据其转换的经纬度所绘制的地图点太集中,不能够反映真实的用户所在位置。
因此,新的需求从天而降!我们需要使用客户端上报的经纬度来绘制地图。
在浏览了所有fluentd的插件后。居然没有解析request body的插件。 fluentd插件查询地址:https://www.fluentd.org/plugins/all
没办法,自己动手写一个。
插件编写
首先,我们可以明确,fluentd的filter数据是顺序流向下一个的。
由于我也是第一次编写Ruby程序。所以先看一下项目结构:
其中比较重要的是:
filter_parse_request_body.rb (fluentd的filter插件编写,用于拦截数据,中途修改数据)
out_parse_request_body.rb (fluentd的out插件编写,用于最后格式化输出数据)
parse_request_body_extractor.rb (最终执行拆解数据的类)
fluent-plugin-parse_request_body.gemspec (项目的配置文件,包括项目名称,版本号等)
下面,直接上代码:
- filter_parse_request_body.rb
require "fluent/plugin/filter"
require "fluent/plugin/parse_request_body_extractor"
module Fluent::Plugin
class ParseRequestBodyFilter < Fluent::Plugin::Filter
#注册filter名称#
Fluent::Plugin.register_filter('parse_request_body', self)
#request body在record中所对应的key#
desc "point a key whose value contains body string."
config_param :key, :string
#需要使用array_value替换数据的key#
desc "point a key who will be replaced."
config_param :replace_key, :string, default: nil
#需要被组合在一起的数据名称#
desc "If set, the key/value will be reformd array whose would be added to the record."
config_param :array_value, :string, default: nil
#最终组合数据在record中的key#
desc "array_value's key in record"
config_param :array_value_key, :string, default: nil
#request body解析数据白名单#
desc "If set, only the key/value whose key is included only will be added to the record."
config_param :only, :string, default: nil
#request body解析数据黑名单#
desc "If set, the key/value whose key is included except will NOT be added to the record."
config_param :except, :string, default: nil
#是否只保留最终解析出来的数据,而删除request body原数据#
desc "If set to true, the original key url will be discarded from the record."
config_param :discard_key, :bool, default: false
#给解析出的数据key添加前缀#
desc "Prefix of fields."
config_param :add_field_prefix, :string, default: nil
#是否允许解析空key#
desc "If set to true, permit blank key."
config_param :permit_blank_key, :bool, default: false
#初始化解析器#
def configure(conf)
super
@extractor = Fluent::Plugin::ParseRequestBodyExtractor.new(self, conf)
end
#执行解析工作#
def filter(tag, time, record)
@extractor.add_query_params_field(record)
end
end
end
- out_parse_request_body.rb (fluentd的out插件编写,用于最后格式化输出数据)
require "fluent/plugin/output"
require "fluent/plugin/parse_request_body_extractor"
module Fluent::Plugin
class ParseRequestBodyOutput < Fluent::Plugin::Output
include Fluent::HandleTagNameMixin
#注册output名称#
Fluent::Plugin.register_output('parse_request_body', self)
helpers :event_emitter
#request body在record中所对应的key#
desc "point a key whose value contains body string."
config_param :key, :string
#需要使用array_value替换数据的key#
desc "point a key who will be replaced."
config_param :replace_key, :string, default: nil
#需要被组合在一起的数据名称#
desc "If set, the key/value will be reformd array whose would be added to the record."
config_param :array_value, :string, default: nil
#最终组合数据在record中的key#
desc "array_value's key in record"
config_param :array_value_key, :string, default: nil
#request body解析数据白名单#
desc "If set, only the key/value whose key is included only will be added to the record."
config_param :only, :string, default: nil
#request body解析数据黑名单#
desc "If set, the key/value whose key is included except will NOT be added to the record."
config_param :except, :string, default: nil
#是否只保留最终解析出来的数据,而删除request body原数据#
desc "If set to true, the original key url will be discarded from the record."
config_param :discard_key, :bool, default: false
#给解析出的数据key添加前缀#
desc "Prefix of fields."
config_param :add_field_prefix, :string, default: nil
#是否允许解析空key#
desc "If set to true, permit blank key."
config_param :permit_blank_key, :bool, default: false
#初始化解析器#
def configure(conf)
super
@extractor = Fluent::Plugin::ParseRequestBodyExtractor.new(self, conf)
end
def multi_workers_ready?
true
end
#执行解析工作#
def filter_record(tag, time, record)
record = @extractor.add_query_params_field(record)
super(tag, time, record)
end
def process(tag, es)
es.each do |time, record|
t = tag.dup
filter_record(t, time, record)
router.emit(t, time, record)
end
end
end
end
- parse_request_body_extractor.rb (最终执行拆解数据的类)
require 'uri'
require 'cgi/util'
require 'webrick'
module Fluent::Plugin
class ParseRequestBodyExtractor
attr_reader :log
#初始化解析器#
def initialize(plugin, conf)
@log = plugin.log
if plugin.is_a?(Fluent::Plugin::Output)
unless have_tag_option?(plugin)
raise Fluent::ConfigError, "out_parse_request_body: At least one of remove_tag_prefix/remove_tag_suffix/add_tag_prefix/add_tag_suffix is required to be set."
end
end
#从配置中读取配置选项#
@key = plugin.key
@only = plugin.only
@except = plugin.except
@discard_key = plugin.discard_key
@add_field_prefix = plugin.add_field_prefix
@permit_blank_key = plugin.permit_blank_key
@array_value = plugin.array_value
@array_value_key = plugin.array_value_key
@replace_key = plugin.replace_key
#初始化白名单#
if @only
@include_keys = @only.split(/\s*,\s*/).inject({}) do |hash, i|
hash[i] = true
hash
end
end
#初始化黑名单#
if @except
@exclude_keys = @except.split(/\s*,\s*/).inject({}) do |hash, i|
hash[i] = true
hash
end
end
#初始化需要被组合的key#
if @array_value_key
if @array_value
@include_array_value = @array_value.split(/\s*,\s*/).inject({}) do |hash, i|
hash[i] = true
hash
end
end
end
end
#解析方法#
def add_query_params_field(record)
return record unless record[@key]
add_query_params(record[@key], record)
replace_record_by_key(record) if @replace_key
record.delete(@key) if @discard_key
record
end
private
#替换record中某一个键值#
def replace_record_by_key(record)
return record unless record[@replace_key]
replace_value = record[@array_value_key]
empty_value = replace_value.select {|item| item == 0 }
if replace_value && (empty_value.size != replace_value.size)
record[@replace_key] = replace_value
end
end
def have_tag_option?(plugin)
plugin.remove_tag_prefix ||
plugin.remove_tag_suffix ||
plugin.add_tag_prefix ||
plugin.add_tag_suffix
end
def create_field_key(field_key)
if add_field_prefix?
"#{@add_field_prefix}#{field_key}"
else
field_key
end
end
def add_field_prefix?
!!@add_field_prefix
end
def permit_blank_key?
@permit_blank_key
end
def add_query_params(body, record)
return if body.nil?
placeholder = []
body.split('&').each do |pair|
key, value = pair.split('=', 2).map { |i| CGI.unescape(i) }
next if (key.nil? || key.empty?) && (!permit_blank_key? || value.nil? || value.empty?)
key ||= ''
value ||= ''
new_key = create_field_key(key)
if @only
record[new_key] = value if @include_keys.has_key?(key)
elsif @except
record[new_key] = value if !@exclude_keys.has_key?(key)
else
record[new_key] = value
end
if @include_array_value
placeholder[placeholder.size] = value.to_f if @include_array_value.has_key?(key)
end
end
unless placeholder.empty?
record[@array_value_key] = placeholder
end
end
end
end
- fluent-plugin-parse_request_body.gemspec (项目的配置文件,包括项目名称,版本号等)
Gem::Specification.new do |gem|
gem.name = 'fluent-plugin-parse_request_body'
gem.version = '0.0.18'
gem.authors = ['EkiSong']
gem.email = ['[email protected]']
gem.homepage = 'https://github.com/yifriday/fluent-plugin-parse_request_body.git'
gem.description = %q{Fluentd plugin to parse request body.}
gem.summary = %q{Fluentd plugin to parse request body}
gem.license = 'MIT'
gem.files = `git ls-files`.split($\)
gem.executables = gem.files.grep(%r{^bin/}).map{ |f| File.basename(f) }
gem.test_files = gem.files.grep(%r{^(test|spec|features)/})
gem.require_paths = ['lib']
if defined?(RUBY_VERSION) && RUBY_VERSION > '2.2'
gem.add_development_dependency "test-unit", '~> 3'
end
gem.add_development_dependency 'rake'
gem.add_development_dependency 'appraisal'
gem.add_runtime_dependency 'fluentd', ['>= 0.14.8', '< 2']
end
插件制作
在结束编码工作之后,使用gem制作上传插件。
ruby所写的插件,都可以上传到这个网站https://rubygems.org/
下面是在命令行中的相关操作
➜ fluent-plugin-parse_request_body git:(master) gem build fluent-plugin-parse_request_body.gemspec
Successfully built RubyGem
Name: fluent-plugin-parse_request_body
Version: 0.0.18
File: fluent-plugin-parse_request_body-0.0.18.gem
➜ fluent-plugin-parse_request_body git:(master) gem push fluent-plugin-parse_request_body-0.0.18.gem
Pushing gem to https://rubygems.org...
Successfully registered gem: fluent-plugin-parse_request_body (0.0.18)
在成功上传插件后。我们就可以使用gem工具,在我们的服务器中安装了
插件安装和配置
安装直接执行下面语句即可:
/usr/sbin/td-agent-gem install fluent-plugin-parse_request_body
而在td-agent.conf中的配置如下:
@type geoip
geoip_lookup_key remote
geoip_database /opt/td-agent/embedded/lib/ruby/gems/2.1.0/gems/fluent-plugin-geoip-1.2.0/data/GeoLiteCity.dat
geoip2_database /opt/td-agent/embedded/lib/ruby/gems/2.1.0/gems/fluent-plugin-geoip-1.2.0/data/GeoLite2-City.mmdb
city ${city.names.zh-CN["remote"]} # skip adding fields if this field is null
country ${country.iso_code["remote"]}
country_name ${country.names.zh-CN["remote"]}
location '[${location.longitude["remote"]},${location.latitude["remote"]}]'
@type parse_request_body
key request_body
#discard_key true
add_field_prefix body.
only lat,lng
array_value lat,lng
array_value_key locatonGPS
replace_key location
注意:由于我们需要在没有客户端经纬度的情况下,依然使用ip转换,并且filter是单向数据流,所以 parse_request_body一定要配置在geo下方。
至此,数据地图的数据处理部分第二阶段工作结束。
后续,在目前的需求上,此插件需要优化一点:
组合数据,使用
感兴趣的同学,可以看我的github:
https://github.com/yifriday/fluent-plugin-parse_request_body.git