构建自己的DSL之二 抓取文本处理
转载请标明出处:http://fuliang.iteye.com/blog/1122051
公司的蜘蛛抓取的内容一个记录是以TAB分割的各个字段的值,并且随着各种分类得分、正文静态得分策略的添加,版本不断的演变。每次做抽样、分析、分类语料等文本处理都需要写一些样板式的代码,并且得到wiki查找指定版本每个字段的位置。构建一个好的DSL来自动处理这件事情能够省去很多重复的操作,只需要关注要处理的事情即可。
我们想提供简单自然的API来做事情,我们常用的需求有:
1、每次版本变更几乎不需要修改代码、只需要添加配置文件,比如新版本增加一个
travel_confidence,我们不需要修改代码就可以使用:
crawler_file.find_by_travel_confidence(90)crawler_file.find_by_travel_confidence_gt(50)...
2、可以自动的识别版本、并得到版本号:
crawler_file.version
3、按照次序给出各个字段的名字:
crawler_file.field_names
4、支持模糊查询字段的名字:
crawler_file.grep_fields(/url/)
5、根据某个字段的模糊或者精确的值来在一个文件中查找记录
#根据host来查找记录crawler_file.find_by_host("www.9tour.cn") do |record| printf("%s\t%s\n", record.title, record.host)end#根据标题的字段来模糊查找crawler_file.find_by_title_like(/线路/) do |record| puts record.titleend6、数字的字段我们需要支持根据大小关系来查找记录:比如gt(>)、ge(>=)
eq(=)、le(<=)、lt(<)
#content_confidence大于50的记录crawler_file.find_by_content_confidence_gt(50) do |record| printf("%s\t%s\n", record.title, record.content_confidence)end7、比较复杂的需求,我们可以写一些字段小过滤器,来找到需要的记录:
filter = lambda{|host,title| host == "www.9tour.cn" && title =~ /线路/}crawler_file.find_by_fields([:host,:title],filter) do |record| printf("%s\t%s\n", record.host,record.title)end8.我们需要代码DRY。
我们下面看看如何完成这个功能,首先我们可以使用yaml来配置版本以及记录对应的字段:
v1: download_time: 0 host: 1 url: 2 url_md5: 3 parent_url_md5: 4 crawl_level: 5 loading_time: 6 anchor_text: 7 title: -4 keywords: -3 description: -2 content: -1v2: download_time: 0 host: 1 url: 2 url_md5: 3 parent_url_md5: 4 crawl_level: 5 loading_time: 6 http_code: 7 content_confidence: 8 anchor_text: 9 title: -4 keywords: -3 description: -2 content: -1...#中间省略v9: download_time: 0 host: 1 url: 2 url_md5: 3 parent_url_md5: 4 crawl_level: 5 publish_time: 6 http_code: 7 content_confidence: 8 list_confidence: 9 feeling_confidence: 10 travel_confidence: 11 qnc_cat: 12 qnc_chi: 13 qnc_zhu: 14 qnc_xing: 15 qnc_you: 16 qnc_gou: 17 qnc_le: 18 anchor_text: 19 raw_title: -10 title: -9 keywords: -8 description: -7 content: -6 lda_tag: -5 location_text: -4 location_confidence: -3 hotel_confidence: -2 gonglue_confidence: -1
以及是各个版本是数字字段的版本集合:
num_fields:- download_time- crawl_level- publish_time- content_confidence- list_confidence- feeling_confidence- travel_confidence- hotel_confidence- gonglue_confidence
功能一:根据字段数来简单识别版本:
class VersionDetector@@field_num_version_map = {12 => 1,14 => 2,15 => 3,24 => 4,25 => 5,16 => 6,26 => 7,27 => 8,30 => 9};class << selfdef detect(file)version = -1if file.is_a?(String) thenline = File.open(file) do |file| file.gets endversion = @@field_num_version_map[line.split(/\t/).size]elsif file.is_a?(File) thenbefore_pos = file.posfile.seek(0)line = file.getsversion = @@field_num_version_map[line.split(/\t/).size]file.seek(before_pos)elseraise ArgumentError.new 'Argument type: #{file.class} is error, must be a String or File type'endraise Exception.new 'Unkown version file format' if version.nil?return versionendendend我们通过yaml来load版本配置:
require 'yaml'class FieldConfig attr_reader :fields_map, :num_fields def initialize(version) config = YAML.load_file 'conf.yml' @fields_map = config["v#{version}"] @num_fields = config["num_fields"] endend我们根据配置文件动态的定义记录的字段,这样我们修改字段,不需要修改代码:
class CrawlerRecord def self.config(field_config) @@field_config = field_config attr_reader *(field_config.fields_map.keys) #动态定义字段的读方法 end def initialize(raw_line) @raw_line = raw_line fields = raw_line.split(/\t/) @@field_config.fields_map.each do |key,value|#动态设置各个字段的值 instance_variable_set("@" + key.to_s,fields[value]) end end def raw @raw_line endend我们写一个CrawlerFile类来支持上面描述的一些功能:
class CrawlerFileend
在这个类中定义数字字段支持的关系操作符:
@@num_fields_op = {:gt => ">",:lt => "<",:eq => "=",:ge => ">=",:le => "<="};字段和版本的读取方法:
attr_reader :field_names, :version
定义初始化方法:
def initialize(path)@file = File.new(path) #对应的文件@version = VersionDetector.detect(@file) #得到版本信息@@field_config = FieldConfig.new(@version) #得到该版本的配置@field_names = @@field_config.fields_map.keys #根据配置文件得到字段名字CrawlerRecord.config(@@field_config) #配置CrawlerRecord动态生成字段读方法define_help_method #定义帮助方法,来完成上面列举的其他功能end
实现define_help_method
def define_help_methodCrawlerFile.class_eval do #根据配置文件动态定义按照一个字段模糊查找方法find_by_xxx_like@@field_config.fields_map.keys.each do |field|define_method :"find_by_#{field}_like" do |regex,&block|if block.nil? thenlines = []@file.each_line do |raw_line|line = CrawlerRecord.new(raw_line)lines << line if line.send(field) =~ regexendlineselse@file.each_line do |raw_line|line = CrawlerRecord.new(raw_line)block.call(line) if line.send(field) =~ regexendend@file.seek(0)end#根据配置文件动态定义按照一个字段模糊查找方法find_by_xxxdefine_method :"find_by_#{field}" do |value,&block|if block.nil? thenlines = []@file.each_line do |raw_line|line = CrawlerRecord.new(raw_line)lines << line if line.send(field) == valueendlineselse@file.each_line do |raw_line|line = CrawlerRecord.new(raw_line)block.call(line) if line.send(field) == valueendend@file.seek(0)endend#为所有的数字字段动态定义按照大小关系查找的方法:@@field_config.num_fields.each do |field|next if not @@field_config.fields_map[field]@@num_fields_op.keys.each do |op|define_method :"find_by_#{field}_#{op.to_s}" do |value,&block|op_val = @@num_fields_op[op]if block.nil? thenlines = []@file.each_line do |raw_line|line = CrawlerRecord.new(raw_line)field_val = line.send(field)lines << line if eval("#{field_val} #{op_val} #{value}")endlines else@file.each_line do |raw_line|line = CrawlerRecord.new(raw_line)field_val = line.send(field)block.call(line) if eval("#{field_val.to_i} #{op_val} #{value}")endend@file.seek(0)endendendendend支持字段的组合的查询:
def find_by_fields(fields,cond_checker)if block_given? then@file.each_line do |raw_line|line = CrawlerRecord.new(raw_line)yield line if cond_checker.call(*fields.collect{|field| line.send(field) })endelselines = []@file.each_line do |line|line = CrawlerRecord.new(raw_line)lines << line if cond_checker.call(*fields.collect{|field| line.send(field)})endlinesend@file.seek(0)end关闭文件:
def close @file.closeend