这篇文章主要介绍了Python通过DOM和SAX方式解析XML的应用实例分享,针对这两种解析方式Python都有相关的模块可供使用,需要的朋友可以参考下
XML.DOM
需求
有一个表,里面数据量比较大,每天一更新,其字段可以通过xml配置文件进行配置,即,可能每次建表的字段不一样。
上游跑时会根据配置从源文件中提取,到入库这一步需要根据配置进行建表。
解决
写了一个简单的xml,配置需要字段及类型
上游读取到对应的数据
入库这一步,先把原表删除,根据配置建新表
XML文件
- <?xml version="1.0" encoding="UTF-8"?>
- <!-- 表名 ,数据库名 可灵活配置插入哪个库哪个表 -->
- <table name="top_query" db_name="evaluting_sys">
- <!-- 非业务主键,自增长,可配名,其他 INTEGER UNSIGNED AUTO_INCREMENT -->
- <primary_key>
- <name>id</name>
- </primary_key>
- <!-- 字段开始 -->
- <field>
- <name>query</name>
- <type>varchar(200)</type>
- <is_index>false</is_index>
- <description>query</description>
- </field>
- <field>
- <name>pv</name>
- <type>integer</type>
- <is_index>false</is_index>
- <description>pv</description>
- </field>
- <field>
- <name>avg_money</name>
- <type>integer</type>
- <is_index>false</is_index>
- <description></description>
- </field>
- <!-- 字段配置结束 -->
- </table>
处理脚本
- #!/usr/bin/python
- # -*- coding:utf-8 -*-
- #author: wklken
- #desc: use to read db xml config.
- #-----------------------
- #2012-02-18 created
- #----------------------
- import sys,os
- from xml.dom import minidom, Node
- def read_dbconfig_xml(xml_file_path):
- content = {}
- root = minidom.parse(xml_file_path)
- table = root.getElementsByTagName("table")[0]
- #read dbname and table name.
- table_name = table.getAttribute("name")
- db_name = table.getAttribute("db_name")
- if len(table_name) > 0 and len(db_name) > 0:
- db_sql = "create database if not exists `" + db_name +"`; use " + db_name + ";"
- table_drop_sql = "drop " + table_name + " if exists " + table_name + ";"
- content.update({"db_sql" : db_sql})
- content.update({"table_sql" : table_drop_sql })
- else:
- print "Error:attribute is not define well! db_name=" + db_name + " ;table_name=" + table_name
- sys.exit(1)
- #print table_name, db_name
- table_create_sql = "create table " + table_name +"("
- #read primary cell
- primary_key = table.getElementsByTagName("primary_key")[0]
- primary_key_name = primary_key.getElementsByTagName("name")[0].childNodes[0].nodeValue
- table_create_sql += primary_key_name + " INTEGER NOT NULL AUTO_INCREMENT PRIMARY KEY,"
- #print primary_key.toxml()
- #read ordernary field
- fields = table.getElementsByTagName("field")
- f_index = 0
- for field in fields:
- f_index += 1
- name = field.getElementsByTagName("name")[0].childNodes[0].nodeValue
- type = field.getElementsByTagName("type")[0].childNodes[0].nodeValue
- table_create_sql += name + " " + type
- if f_index != len(fields):
- table_create_sql += ","
- is_index = field.getElementsByTagName("is_index")[0].childNodes[0].nodeValue
- table_create_sql += ");"
- content.update({"table_create_sql" : table_create_sql})
- #character set latin1 collate latin1_danish_ci;
- print content
- if __name__ == "__main__":
- read_dbconfig_xml(sys.argv[1])
涉及方法
root = minidom.parse(xml_file_path) 获取dom对象
root.getElementsByTagName("table") 根据tag获取节点列表
table.getAttribute("name") 获取属性
primary_key.getElementsByTagName("name")[0].childNodes[0].nodeValue 获取子节点的值(id 得到id)
SAX
需求
读取xml数据文件,文件较大,需要实时处理插入到数据库
xml文档
- <PERSONS>
- <person>
- <id>100000</id>
- <sex>男</sex>
- <address>北京,海淀区</address>
- <fansNum>437</fansNum>
- <summary>1989</summary>
- <wbNum>333</wbNum>
- <gzNum>242</gzNum>
- <blog>null</blog>
- <edu>大学</edu>
- <work></work>
- <renZh>1</renZh>
- <brithday>2月14日</brithday>
- </person>
- </PERSONS>
处理
sax处理时并不会像dom一样可以以类似节点的维度进行读取,它只有 开始标签 内容 结束标签 之分
处理思想是:通过一个handler,对开始标签,内容,结束标签各有一个处理函数
代码及注解
person 处理类
- from xml.sax import handler,parseString
- class PersonHandler(handler.ContentHandler):
- def __init__(self, db_ops):
- #db op obj
- self.db_ops = db_ops
- #存储一个person的map
- self.person = {}
- #当前的tag
- self.current_tag = ""
- #是否是tag之间的内容 ,目的拿到tag间内容,不受空白的干扰
- self.in_quote = 0
- #开始,清空map
- def startElement(self, name, attr):
- #以person,清空map
- if name == "person":
- self.person = {}
- #记录 状态
- self.current_tag = name
- self.in_quote = 1
- #结束,插入数据库
- def endElement(self, name):
- #以person结尾 代表读取一个person的信息结束
- if name == "person":
- #do something
- in_fields = tuple([ ('"' + self.person.get(i,"") + '"') for i in fields ])
- print in_sql % in_fields
- db_ops.insert( in_sql%(in_fields))
- #处理
- self.in_quote = 0
- def characters(self, content):
- #若是在tag之间的内容,更新到map中
- if self.in_quote:
- self.person.update({self.current_tag: content})
加上入库的完整代码
- #!/usr/bin/python
- # -*- coding:utf-8 -*-
- #parse_person.py
- #version : 0.1
- #author : wukunliang@163.com
- #desc : parse person.xml and out sql
- import sys,os
- import MySQLdb
- reload(sys)
- sys.setdefaultencoding('utf-8')
- in_sql = "insert into person(id,sex,address,fansNum,summary,wbNum,gzNum,blog,edu,work,renZh,brithday) values(%s, %s, %s, %s, %s, %s,
- %s, %s, %s, %s, %s, %s)"
- fields = ("id","sex","address","fansNum","summary","wbNum","gzNum","blog","edu","work","renZh","brithday")
- #数据库方法
- class Db_Connect:
- def __init__(self, db_host, user, pwd, db_name, charset="utf8", use_unicode = True):
- print "init begin"
- print db_host, user, pwd, db_name, charset , use_unicode
- self.conn = MySQLdb.Connection(db_host, user, pwd, db_name, charset=charset , use_unicode=use_unicode)
- print "init end"
- def insert(self, sql):
- try:
- n = self.conn.cursor().execute(sql)
- return n
- except MySQLdb.Warning, e:
- print "Error: execute sql '",sql,"' failed"
- def close(self):
- self.conn.close()
- #person 处理类
- from xml.sax import handler,parseString
- class PersonHandler(handler.ContentHandler):
- def __init__(self, db_ops):
- #db op obj
- self.db_ops = db_ops
- #存储一个person的map
- self.person = {}
- #当前的tag
- self.current_tag = ""
- #是否是tag之间的内容
- self.in_quote = 0
- #开始,清空map
- def startElement(self, name, attr):
- #以person,清空map
- if name == "person":
- self.person = {}
- #记录 状态
- self.current_tag = name
- self.in_quote = 1
- #结束,插入数据库
- def endElement(self, name):
- #以person结尾 代表读取一个person的信息结束
- if name == "person":
- #do something
- in_fields = tuple([ ('"' + self.person.get(i,"") + '"') for i in fields ])
- print in_sql % in_fields
- db_ops.insert( in_sql%(in_fields))
- #处理
- self.in_quote = 0
- def characters(self, content):
- #若是在tag之间的内容,更新到map中
- if self.in_quote:
- self.person.update({self.current_tag: content})
- if __name__ == "__main__":
- f = open("./person.xml")
- #如果源文件gbk 转码 若是utf-8,去掉decode.encode
- db_ops = Db_Connect("127.0.0.1", "root", "root", "test")
- parseString(f.read().decode("gbk").encode("utf-8"), PersonHandler(db_ops))
- f.close()
- db_ops.close()
平时拿python来分析数据,工具脚本还有hadoop streamming,但是用的面和深度实在欠缺 只能说道行还浅,需要多多实践
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