I'm using Python and Django, but I'm having a problem caused by a limitation of MySQL. According to the MySQL 5.1 documentation, their utf8
implementation does not support 4-byte characters. MySQL 5.5 will support 4-byte characters using utf8mb4
; and, someday in future, utf8
might support it as well.
But my server is not ready to upgrade to MySQL 5.5, and thus I'm limited to UTF-8 characters that take 3 bytes or less.
My question is: How to filter (or replace) unicode characters that would take more than 3 bytes?
I want to replace all 4-byte characters with the official ufffd
(U+FFFD REPLACEMENT CHARACTER), or with ?
.
In other words, I want a behavior quite similar to Python's own str.encode()
method (when passing 'replace'
parameter). Edit: I want a behavior similar to encode()
, but I don't want to actually encode the string. I want to still have an unicode string after filtering.
I DON'T want to escape the character before storing at the MySQL, because that would mean I would need to unescape all strings I get from the database, which is very annoying and unfeasible.
See also:
[EDIT] Added tests about the proposed solutions
So I got good answers so far. Thanks, people! Now, in order to choose one of them, I did a quick testing to find the simplest and fastest one.
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# vi:ts=4 sw=4 et
import cProfile
import random
import re
# How many times to repeat each filtering
repeat_count = 256
# Percentage of "normal" chars, when compared to "large" unicode chars
normal_chars = 90
# Total number of characters in this string
string_size = 8 * 1024
# Generating a random testing string
test_string = u''.join(
unichr(random.randrange(32,
0x10ffff if random.randrange(100) > normal_chars else 0x0fff
)) for i in xrange(string_size) )
# RegEx to find invalid characters
re_pattern = re.compile(u'[^u0000-uD7FFuE000-uFFFF]', re.UNICODE)
def filter_using_re(unicode_string):
return re_pattern.sub(u'uFFFD', unicode_string)
def filter_using_python(unicode_string):
return u''.join(
uc if uc < u'ud800' or u'ue000' <= uc <= u'uffff' else u'ufffd'
for uc in unicode_string
)
def repeat_test(func, unicode_string):
for i in xrange(repeat_count):
tmp = func(unicode_string)
print '='*10 + ' filter_using_re() ' + '='*10
cProfile.run('repeat_test(filter_using_re, test_string)')
print '='*10 + ' filter_using_python() ' + '='*10
cProfile.run('repeat_test(filter_using_python, test_string)')
#print test_string.encode('utf8')
#print filter_using_re(test_string).encode('utf8')
#print filter_using_python(test_string).encode('utf8')
The results:
filter_using_re()
did 515 function calls in 0.139 CPU seconds (0.138 CPU seconds at the sub()
built-in)
filter_using_python()
did 2097923 function calls in 3.413 CPU seconds (1.511 CPU seconds at the join()
call and 1.900 CPU seconds evaluating the generator expression)
- I did no test using
itertools
because... well... that solution, although interesting, was quite big and complex.
Conclusion
The RegEx solution was, by far, the fastest one.
See Question&Answers more detail:
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