问题
I have a requirement where I have to use an large XML (4 GB file) for finding values in it. Basically I have to write around 30 different Xpath and store the values in a list. When I try to parse an XML, it throws memory error. I have tried using lxml and ElementTree with start and end events, still no luck the processing time is too high and my Pycharm/Jupyter notebook throws me memory error.
Is there a better way to do it? Even though this implementation is not restricted to any programming language, I prefer Python because its my right hand. Thanks in advance.
Eg of a search: If I want the value of year where category is cooking. Then I use ./bookstore[@category=cooking]/book/year. So the value is 2005
Similarly I have to find the values of my tags based on my business requirements. In my requirement the XML is not simple as the below example.
<?xml version="1.0" encoding="UTF-8"?>
<bookstore>
<book category="cooking">
<title lang="en">Everyday Italian</title>
<author>Giada De Laurentiis</author>
<year>2005</year>
<price>30.00</price>
</book>
<book category="children">
<title lang="en">Harry Potter</title>
<author>J K. Rowling</author>
<year>2005</year>
<price>29.99</price>
</book>
<book category="web">
<title lang="en">XQuery Kick Start</title>
<author>James McGovern</author>
<author>Per Bothner</author>
<author>Kurt Cagle</author>
<author>James Linn</author>
<author>Vaidyanathan Nagarajan</author>
<year>2003</year>
<price>49.99</price>
</book>
</bookstore>
回答1:
With the example given, the problem can be readily handled using streaming in XSLT 3.0:
<xsl:mode streamable="yes">
<xsl:template match="book[@category='cooking']">
<xsl:value-of select="year"/>
</xsl:template>
I know the example is a simplification, but we can only judge whether the real data/query is streamable by seeing the real data/query. The devil is in the detail.
回答2:
I don't know if this will meet your needs. Try it first. If there is a problem, we can continue to communicate.
from simplified_scrapy import SimplifiedDoc,req,utils
def getBook(lines,category,year):
html = "".join(lines)
book = SimplifiedDoc(html).book
if book.category==category and book.year.text==year:
return book.category,book.title.text,book.authors.text,book.year.text,book.price.text
lst = []
with open('bookstore.xml', 'r') as file: # bookstore.xml is your xml file path
lines = []
flag = False
for line in file:
if flag or line.find('<book ')>=0:
flag = True
lines.append(line)
if line.find('</book>')>=0:
b = getBook(lines,'web','2003')
if b:
lst.append(b)
break # If you only want the first one, add a break
flag = False
lines = []
print (lst)
Result:
[('web', 'XQuery Kick Start', ['James McGovern', 'Per Bothner', 'Kurt Cagle', 'James Linn', 'Vaidyanathan Nagarajan'], '2003', '49.99')]
来源:https://stackoverflow.com/questions/61228553/what-is-the-best-way-to-use-xpath-for-processing-larger-xml-files