Is there any way to turn find_all
into a more memory efficient generator? For example:
Given:
soup = BeautifulSoup(content, "html.parser")
return soup.find_all('item')
I would like to instead use:
soup = BeautifulSoup(content, "html.parser")
while True:
yield soup.next_item_generator()
(assume proper handing of the final StopIteration
exception)
There are some generators built in, but not to yield the next result in a find. find
returns just the first item. With thousands of items, find_all
sucks up a lot of memory. For 5792 items, I'm seeing a spike of just over 1GB of RAM.
I am well aware that there are more efficient parsers, such as lxml, that can accomplish this. Let's assume that there are other business constraints preventing me from using anything else.
How can I turn find_all
into a generator to iterate through in a more memory efficient way.
The simplest method is to use find_next:
soup = BeautifulSoup(content, "html.parser")
def find_iter(tagname):
tag = soup.find(tagname)
while tag is not None:
yield tag
tag = tag.find_next(tagname)
There is no "find" generator in BeautifulSoup
, from what I know, but we can combine the use of SoupStrainer
and .children
generator.
Let's imagine we have this sample HTML:
<div>
<item>Item 1</item>
<item>Item 2</item>
<item>Item 3</item>
<item>Item 4</item>
<item>Item 5</item>
</div>
from which we need to get the text of all item
nodes.
We can use the SoupStrainer
to parse only the item
tags and then iterate over the .children
generator and get the texts:
from bs4 import BeautifulSoup, SoupStrainer
data = """
<div>
<item>Item 1</item>
<item>Item 2</item>
<item>Item 3</item>
<item>Item 4</item>
<item>Item 5</item>
</div>"""
parse_only = SoupStrainer('item')
soup = BeautifulSoup(data, "html.parser", parse_only=parse_only)
for item in soup.children:
print(item.get_text())
Prints:
Item 1
Item 2
Item 3
Item 4
Item 5
In other words, the idea is to cut the tree down to the desired tags and use one of the available generators, like .children
. You can also use one of these generators directly and manually filter the tag by name or other criteria inside the generator body, e.g. something like:
def generate_items(soup):
for tag in soup.descendants:
if tag.name == "item":
yield tag.get_text()
The .descendants
generates the children elements recursively, while .children
would only consider direct children of a node.
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