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High memory usage with github page as sample

Open entrptaher opened this issue 2 years ago • 10 comments
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image

import requests
from mlscraper.html import Page
from mlscraper.samples import Sample, TrainingSet
from mlscraper.training import train_scraper

# fetch the page to train
einstein_url = 'https://github.com/lorey/mlscraper/issues/38'
resp = requests.get(einstein_url)
assert resp.status_code == 200

# create a sample for Albert Einstein
# please add at least two samples in practice to get meaningful rules!
training_set = TrainingSet()
page = Page(resp.content)
sample = Sample(page, {'title': 'Scraper not found error'})
training_set.add_sample(sample)

# train the scraper with the created training set
scraper = train_scraper(training_set)

# scrape another page
resp = requests.get('https://github.com/lorey/mlscraper/issues/27')
result = scraper.get(Page(resp.content))
print(result)

entrptaher avatar May 01 '23 08:05 entrptaher

Thanks for reporting.

General tip: Add more than one sample to see if it persists. Using only one sample cannot yield statistically sound heuristics. Will add a warning. It even says so in the comment you coped!

lorey avatar May 01 '23 14:05 lorey

It's not a memory leak, I assume, it's just using a lot of memory. Usually potential CSS rules get reduced by applying them to every sample. If you add only one, that does not work.

lorey avatar May 01 '23 14:05 lorey

Same code produces the following result for me withing seconds:

<DictScraper self.scraper_per_key={'title': <ValueScraper self.selector=<CssRuleSelector self.css_rule='bdi'>, self.extractor=<TextValueExtractor>>}>
{'title': 'Improve version pinning'}

Please add dependencies (pip freeze, etc.) and further information to reproduce, so far I'm unable to understand your issue and it works for me with the latest version from the develop branch.

Even the readme clearly states:

If you want to check the new release, use pip install --pre mlscraper to test the release candidate. You can also install the latest (unstable) development version of mlscraper via pip install git+https://github.com/lorey/mlscraper#egg=mlscraper, e.g. to check new features or to see if a bug has been fixed already.

lorey avatar May 01 '23 14:05 lorey

If I run this on google colab, I don't get high memory usage but I get 'is not in list' error. However this still causes high memory locally with python 3.10 and mlscraper (both pre and develop versions).

image

Link: https://colab.research.google.com/drive/1frHuWVaAq-86FhhwCSyYlel-qBxaPDIs?usp=sharing

Both python Version 3.9 and 3.10 tested on google colab and locally on ubuntu 22.04

requirements.txt

beautifulsoup4==4.12.2
certifi==2022.12.7
charset-normalizer==3.1.0
idna==3.4
lxml==4.9.2
mlscraper==1.0.0rc3
more-itertools==9.1.0
requests==2.29.0
soupsieve==2.4.1
urllib3==1.26.15

Not sure what is going on. You seem to get a good result while I cannot, using the same code.

entrptaher avatar May 02 '23 02:05 entrptaher

Why don't you add a second example?

lorey avatar May 02 '23 07:05 lorey

W was now able to reproduce, will look into this if I find the time.

Seems like it does not stop generating CSS selectors although the tag is unique already.

lorey avatar May 02 '23 08:05 lorey

Any news on this issue? I run into the same problem with another website

siavashcsr avatar Jul 24 '23 15:07 siavashcsr

I'm running into the same problem :(

drjgouveia avatar Aug 01 '23 18:08 drjgouveia

Has anyone managed to work around this yet? Tried a number of different sites with 5+ samples for each but always running out of memory.

callumb123 avatar Nov 09 '23 15:11 callumb123

Same problem,i have 32g memory but always running out of memory :(

ErikZhang-9762 avatar Mar 20 '24 07:03 ErikZhang-9762