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horrible performance of textwrap.wrap() with a long word #66877
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assignee='https://github.com/serhiy-storchaka'closed_at=<Date2015-03-24.20:05:10.991>created_at=<Date2014-10-21.16:45:26.428>labels= ['performance']
title='horrible performance of textwrap.wrap() with a long word'updated_at=<Date2015-03-24.20:05:10.990>user='https://bugs.python.org/inkerman'
This particular case is related to the behavior of the wordsep_re regular expression in worst case. When text contains long sequence of words characters which is not ended by a hypen, or long sequence of non-word and non-space characters (and in some other cases), computational complexity of this regular expression matching is quadratic. This is a peculiarity of current implementation of regular expression engine. May be it is possible to rewrite the regular expression so that quadratic complexity will gone, but this is not so easy.
Possessive quantifiers (bpo-433030) is not a panacea. They allow to speed up regular expressions, but the complexity is still quadratic. Antoine's patch makes the complexity linear.
Antoine's regex produces more correct result for this case: ['this-', 'is-', 'a-', 'useful-', 'feature']. But this is not totally correct, one-letter word should not be separated. This can be easy fixed.
But this is not totally correct, one-letter word should not be
separated.
Why not? I guess it depends on English's rules for word splitting, which I don't know.
In any case, this issue is not about improving correctness, only performance.
This is old rule. \w{2,}-(?=\w{2,} -- single letter shouldn't be separated. But there was a bug in such simple regex, it splits a word after non-word character (in particular apostrophe or hyphen) if it followed by word characters and hyphen. There were attempts to fix this bug in bpo-596434 and bpo-965425 but they missed a cases when non-word character is occurred inside a word.
Originally I had assigned this issue only to 3.5 because I supposed that the solution needs either new features in re or backward-incompatible changes to word splitting algorithm. But found solution doesn't require 3.5-only features, doesn't change interface, and fixes performance and behavior bugs. So I think it should be applied to maintained releases too.
This is old rule. \w{2,}-(?=\w{2,} -- single letter shouldn't be separated.
I don't agree. This was an implementation detail. There was no test, and it wasn't specified anywhere.
If you think single letter shouldn't be separated, there should be some grammatical or typographical reference on the Internet to prove it.
There were attempts to fix this bug in bpo-596434 and bpo-965425
Those don't seem related to single letters between hyphens.
But found solution doesn't require 3.5-only features, doesn't change interface, and fixes performance and behavior bugs.
It does change behaviour in ways that could break existing code. The textwrap behaviour is underspecified so it's not ok to assume that previous behaviour was obviously buggy.
Thank you David. If splitting single letter surrounded with hyphens is desirable, here is more complicated patch which does this. It deviates from original code more, but it doesn't look break any reasonable example.
The textwrap behaviour is underspecified so it's not ok to assume that previous behaviour was obviously buggy.
If we want to improve the behaviour of textwrap, IMHO it should be in a separate issue. And someone would have to study the word-wrapping rules of the English language :-)
What I usually do in cases like this is to add the tests but mark them with comments saying that the tests test current behavior but are not testing parts of the (currently defined) API. That way you know if a change changes behavior and then can decide if that is a problem or not, as opposed to inadvertently changing behavior and only finding out when the bug reports roll in :)
But yeah, defining the rules textwrap should follow is a different issue than the performance issue.
To clarify, I would be fine with the previous patch if it didn't add the tests.
The absent of tests could cause introducing new non-detected bugs and reappearing old bugs.
Obvious according to which rules?
If you think a word should be splitted before hyphen or apostrophe, there should be some grammatical or typographical reference on the Internet to prove it.
I would be fine with moving the fix of textwrap behavior to a separate issue, but what to do with this issue then? We have not a patch which only fixes performance complexity and doesn't change the behavior.
What I usually do in cases like this is to add the tests but mark
them with comments saying that the tests test current behavior but
are not testing parts of the (currently defined) API. That way
you know if a change changes behavior and then can decide if that is
a problem or not, as opposed to inadvertently changing behavior
and only finding out when the bug reports roll in :)
Activity
inkerman commentedon Oct 21, 2014
Wrapping a paragraph containing a long word takes a lot of time:
real 3m14.923s
user 3m14.792s
sys 0m0.016s
$
A straightforward replacement is 5000 times faster:
real 0m0.053s
user 0m0.032s
sys 0m0.016s
$
Tested on Debian with python3.4 3.4.2-1 and python2.7 2.7.8-10.
serhiy-storchaka commentedon Oct 21, 2014
This particular case is related to the behavior of the wordsep_re regular expression in worst case. When text contains long sequence of words characters which is not ended by a hypen, or long sequence of non-word and non-space characters (and in some other cases), computational complexity of this regular expression matching is quadratic. This is a peculiarity of current implementation of regular expression engine. May be it is possible to rewrite the regular expression so that quadratic complexity will gone, but this is not so easy.
The workaround -- use break_on_hyphens=False.
serhiy-storchaka commentedon Nov 8, 2014
May be atomic grouping or possessive quantifiers (bpo-433030) will help with this issue.
pitrou commentedon Nov 11, 2014
Here is a patch which solves the algorithmic complexity issue by using a different scheme: instead of splitting, match words incrementally.
pitrou commentedon Nov 11, 2014
Actually, it is enough to change the regexp while still using re.split(). Updated patch attached.
serhiy-storchaka commentedon Nov 11, 2014
Unfortunately there are two disadvantages:
wordsep_re and wordsep_simple_re are public attributes and user code can depend on this. Changing their is a way to customize TextWrapper.
This is slowdown common case (no abnormally long words):
Unpatched: 178 msec per loop
Patched: 285 msec per loop
First reason stopped me from writing a patch.
When change the way how to split words, I suggest to use undocumented re scanner.
pitrou commentedon Nov 11, 2014
Are you sure? I get the reverse results here (second patch):
Unpatched:
$ ./python -m timeit -s 'import textwrap; s = "abcde " * 10**4' -- 'textwrap.wrap(s)'
10 loops, best of 3: 27 msec per loop
Patched:
$ ./python -m timeit -s 'import textwrap; s = "abcde " * 10**4' -- 'textwrap.wrap(s)'
10 loops, best of 3: 19.2 msec per loop
With my second patch, that shouldn't be a problem.
serhiy-storchaka commentedon Nov 11, 2014
Oh, sorry, I tested your first patch. Your second patch is faster than current
code to me. But it changes behavior.
With the patch the result is ['"1a-2', 'b'].
pitrou commentedon Nov 11, 2014
Yes... but in both cases the result is nonsensical, and untested.
serhiy-storchaka commentedon Nov 11, 2014
Possessive quantifiers (bpo-433030) is not a panacea. They allow to speed up regular expressions, but the complexity is still quadratic. Antoine's patch makes the complexity linear.
serhiy-storchaka commentedon Nov 12, 2014
Current regex produces insane result.
Antoine's regex produces more correct result for this case: ['this-', 'is-', 'a-', 'useful-', 'feature']. But this is not totally correct, one-letter word should not be separated. This can be easy fixed.
pitrou commentedon Nov 12, 2014
Why not? I guess it depends on English's rules for word splitting, which I don't know.
In any case, this issue is not about improving correctness, only performance.
serhiy-storchaka commentedon Nov 12, 2014
I suppose this is common rule in many languages. And current code supports it (there is a special code in the regex to ensure this rule).
But the patch shouldn't add a regression.
$ ./python -c "import textwrap; print(textwrap.wrap('this-is-a-useful', width=1, break_long_words=False))"Current code: ['this-', 'is-a-useful']
Patched: ['this-', 'is-', 'a-', 'useful']
Just use lookahead assertion to ensure that the hyphen is followed by at least two letters.
My previous message is about that current code is not always correct so it is acceptable to replace it with not absolutely equivalent code.
5 remaining items
serhiy-storchaka commentedon Nov 13, 2014
This is old rule. \w{2,}-(?=\w{2,} -- single letter shouldn't be separated. But there was a bug in such simple regex, it splits a word after non-word character (in particular apostrophe or hyphen) if it followed by word characters and hyphen. There were attempts to fix this bug in bpo-596434 and bpo-965425 but they missed a cases when non-word character is occurred inside a word.
Originally I had assigned this issue only to 3.5 because I supposed that the solution needs either new features in re or backward-incompatible changes to word splitting algorithm. But found solution doesn't require 3.5-only features, doesn't change interface, and fixes performance and behavior bugs. So I think it should be applied to maintained releases too.
pitrou commentedon Nov 13, 2014
I don't agree. This was an implementation detail. There was no test, and it wasn't specified anywhere.
If you think single letter shouldn't be separated, there should be some grammatical or typographical reference on the Internet to prove it.
Those don't seem related to single letters between hyphens.
It does change behaviour in ways that could break existing code. The textwrap behaviour is underspecified so it's not ok to assume that previous behaviour was obviously buggy.
bitdancer commentedon Nov 13, 2014
https://owl.english.purdue.edu/owl/resource/576/01/
Rule 8.
So, no, in the middle of the word single letters aren't a problem, only at the beginning or the end of the word.
serhiy-storchaka commentedon Nov 13, 2014
Thank you David. If splitting single letter surrounded with hyphens is desirable, here is more complicated patch which does this. It deviates from original code more, but it doesn't look break any reasonable example.
Aren't ['this-', 'is-a', '-useful-', 'feature'] and ['what-d', "'you-", 'call-', 'it.'] obvious bugs?
pitrou commentedon Nov 13, 2014
To clarify, I would be fine with the previous patch if it didn't add the tests.
pitrou commentedon Nov 13, 2014
Obvious according to which rules?
If we want to improve the behaviour of textwrap, IMHO it should be in a separate issue. And someone would have to study the word-wrapping rules of the English language :-)
bitdancer commentedon Nov 13, 2014
What I usually do in cases like this is to add the tests but mark them with comments saying that the tests test current behavior but are not testing parts of the (currently defined) API. That way you know if a change changes behavior and then can decide if that is a problem or not, as opposed to inadvertently changing behavior and only finding out when the bug reports roll in :)
But yeah, defining the rules textwrap should follow is a different issue than the performance issue.
serhiy-storchaka commentedon Nov 13, 2014
The absent of tests could cause introducing new non-detected bugs and reappearing old bugs.
If you think a word should be splitted before hyphen or apostrophe, there should be some grammatical or typographical reference on the Internet to prove it.
I would be fine with moving the fix of textwrap behavior to a separate issue, but what to do with this issue then? We have not a patch which only fixes performance complexity and doesn't change the behavior.
pitrou commentedon Nov 14, 2014
That's a good idea!
serhiy-storchaka commentedon Nov 21, 2014
So what the patch (with mitigated tests) is more preferable?
serhiy-storchaka commentedon Jan 28, 2015
Ping. What can I do to move this issue forward?
serhiy-storchaka commentedon Feb 15, 2015
wordsplit_3.patch is wordsplit_2.patch with few added comments in tests. Is it enough?
python-dev commentedon Mar 24, 2015
New changeset 7bd87a219813 by Serhiy Storchaka in branch 'default':
Issue bpo-22687: Fixed some corner cases in breaking words in tetxtwrap.
https://hg.python.org/cpython/rev/7bd87a219813