一、常用 xml 处理库简介
- xml.etree.elementtree
- python 标准库,轻量级,适合基础操作。
- lxml
- 第三方高性能库,支持 xpath、xslt 和 schema 验证。
- xml.dom / xml.sax
- 标准库实现,适合处理大型 xml 或事件驱动解析。
- 辅助工具库
xmltodict
(xml ↔ 字典)、untangle
(xml → python 对象)等。
二、xml.etree.elementtree 详解
1. 解析 xml
import xml.etree.elementtree as et # 从字符串解析 root = et.fromstring("<root><child>text</child></root>") # 从文件解析 tree = et.parse("file.xml") root = tree.getroot()
2. 数据查询与修改
# 遍历子元素 for child in root: print(child.tag, child.attrib) # 查找元素 element = root.find("child") element.text = "new_text" # 修改文本 element.set("attr", "value") # 修改属性
3. 生成与保存 xml
root = et.element("root") child = et.subelement(root, "child", attrib={"key": "value"}) child.text = "content" tree = et.elementtree(root) tree.write("output.xml", encoding="utf-8", xml_declaration=true)
三、lxml 库高级操作
1. xpath 查询
from lxml import etree tree = etree.parse("file.xml") elements = tree.xpath("//book[price>20]/title/text()") # 查询价格>20的书名
2. xml schema 验证
schema = etree.xmlschema(etree.parse("schema.xsd")) parser = etree.xmlparser(schema=schema) try: etree.parse("data.xml", parser) except etree.xmlschemaerror as e: print("验证失败:", e)
四、xml 与 excel 互转
1. xml → excel (xlsx)
from openpyxl import workbook import xml.etree.elementtree as et tree = et.parse("books.xml") root = tree.getroot() wb = workbook() ws = wb.active ws.append(["书名", "作者", "价格"]) for book in root.findall("book"): title = book.find("title").text author = book.find("author").text price = book.find("price").text ws.append([title, author, price]) wb.save("books.xlsx")
2. excel (xlsx) → xml
from openpyxl import load_workbook import xml.etree.elementtree as et def xlsx_to_xml(input_file, output_file): wb = load_workbook(input_file) ws = wb.active root = et.element("bookstore") headers = [cell.value.strip() for cell in ws[1]] for row in ws.iter_rows(min_row=2, values_only=true): book = et.subelement(root, "book") for idx, value in enumerate(row): tag = et.subelement(book, headers[idx]) tag.text = str(value) et.elementtree(root).write(output_file, encoding="utf-8", xml_declaration=true) xlsx_to_xml("books.xlsx", "books_from_excel.xml")
五、xml 与数据库交互
存储到 sqlite
import sqlite3 import xml.etree.elementtree as et conn = sqlite3.connect("books.db") cursor = conn.cursor() cursor.execute("create table if not exists books (title text, author text, price real)") tree = et.parse("books.xml") for book in tree.findall("book"): title = book.find("title").text author = book.find("author").text price = float(book.find("price").text) cursor.execute("insert into books values (?, ?, ?)", (title, author, price)) conn.commit() conn.close()
六、xml 与 json 互转
1. xml → json
import xmltodict import json with open("books.xml") as f: xml_data = f.read() data_dict = xmltodict.parse(xml_data) with open("books.json", "w") as f: json.dump(data_dict, f, indent=4, ensure_ascii=false)
2. json → xml
import xmltodict import json with open("books.json") as f: json_data = json.load(f) xml_data = xmltodict.unparse(json_data, pretty=true) with open("books_from_json.xml", "w") as f: f.write(xml_data)
七、性能优化与常见问题
1. 性能建议
- 小型数据: 使用
xml.etree.elementtree
。 - 大型数据: 使用
lxml
的iterparse
流式解析。 - 内存敏感场景: 使用
xml.sax
事件驱动解析。
2. 常见问题解决
处理命名空间:
# lxml 示例 namespaces = {"ns": "http://example.com/ns"} elements = root.xpath("//ns:book", namespaces=namespaces)
特殊字符处理:
element.text = et.cdata("<特殊字符>&")
依赖安装
pip install lxml openpyxl xmltodict
输入输出示例
- xml 文件 (
books.xml
)
<bookstore> <book> <title>python编程</title> <author>john</author> <price>50.0</price> </book> </bookstore>
- json 文件 (
books.json
)
{ "bookstore": { "book": { "title": "python编程", "author": "john", "price": "50.0" } } }
通过本指南,可快速实现 xml 与其他格式的互转、存储及复杂查询操作,满足数据迁移、接口开发等多样化需求。
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