Reputation: 26862
When it comes to generating XML data in Python, there are two libraries I often see recommended: lxml and ElementTree
From what I can tell, the two libraries are very similar to each other. They both seem to have similar module names, usage guidelines, and functionality. Even the import statements are fairly similar.
# Importing lxml and ElementTree
import lxml.etree
import xml.etree.ElementTree
What are the differences between the lxml
and ElementTree
libraries for Python?
Upvotes: 67
Views: 37388
Reputation: 79
Having tried both libraries iterating through a 1.6GB XML file and extracting some data I got the following results:
Option A: Using standard python xml
import xml.etree.ElementTree as ET
context = ET.iterparse(file_path, events=("start", "end"))
... processing xml file and extracting data
Processing time: 242 seconds
Option B: Using 3rd party lxml
from lxml import etree
context = etree.iterparse(file_path, events=("start", "end"), recover=True, huge_tree=True)
... processing xml file and extracting data
Processing time: 345 seconds
Note that this was a particular xml file processing example and may be different for another code construct.
Upvotes: 1
Reputation: 107687
ElementTree comes built-in with the Python standard library which includes other data modules types such as json
and csv
. This means the module ships with each installation of Python. For most normal XML operations including building document trees and simple searching and parsing of element attributes and node values, even namespaces, ElementTree
is a reliable handler.
Lxml is a third-party module that requires installation. In many ways lxml
actually extends ElementTree
as most operations in the built-in module are available. Chief among this extension is that lxml
supports both XPath 1.0 and XSLT 1.0. Additionally, lxml
can parse HTML documents that are not XML compliant and hence is used for web-scraping operations and even as the parser in BeautifulSoup and engine in Pandas, pandas.read_html()
. Other useful, common features of lxml include pretty_print output, objectify
, and sax
support. Of course too as a third-party module, versions with additional features are readily accessible compared to the standard library.
Upvotes: 60
Reputation:
I wouldn't say that lxml is faster than ET across the board as both modules offer tons of functionality. To provide a little context, ElementTree also supports XPath, but particularly ET has a unique and useful function called iterparse()
that remakes the XML document as an iterable. This results in much faster parsing, especially for large XML files.
The ET API itself creates Element types which are a hybrid cross between a list and dictionary. This can mean headaches for those new to the module, but sit down with it and you'll see that it's pretty flexible.
Upvotes: 3