Fastest Python method for search and replace on a large string
I'm looking for the fastest way to replace a large number of sub-strings inside a very large string. Here are two examples I've used.
findall() feels simpler and more elegant, but it takes an astounding amount of time.
finditer() blazes through a large file, but I'm not sure this is the right way to do it.
Here's some sample code. Note that the actual text I'm interested in is a single string around 10MB in size, and there's a huge difference in these two methods.
import re
def findall_replace(text, reg, rep):
for match in reg.findall(text):
output = text.replace(match, rep)
return output
def finditer_replace(text, reg, rep):
cursor_pos = 0
output = ''
for match in reg.finditer(text):
output += "".join([text[cursor_pos:match.start(1)], rep])
开发者_如何学运维 cursor_pos = match.end(1)
output += "".join([text[cursor_pos:]])
return output
reg = re.compile(r'(dog)')
rep = 'cat'
text = 'dog cat dog cat dog cat'
finditer_replace(text, reg, rep)
findall_replace(text, reg, rep)
UPDATE Added re.sub method to tests:
def sub_replace(reg, rep, text):
output = re.sub(reg, rep, text)
return output
Results
re.sub() - 0:00:00.031000
finditer() - 0:00:00.109000 findall() - 0:01:17.260000The standard method is to use the built-in
re.sub(reg, rep, text)
Incidentally the reason for the performance difference between your versions is that each replacement in your first version causes the entire string to be recopied. Copies are fast, but when you're copying 10 MB at a go, enough copies will become slow.
You can, and I think you must because it certainly is an optimized function, use
re.sub(pattern, repl, string[, count, flags])
The reason why your findall_replace() function is long is that at each match, a new string object is created, as you will see by executed the following code:
ch = '''qskfg qmohb561687ipuygvnjoihi2576871987uuiazpoieiohoihnoipoioh
opuihbavarfgvipauhbi277auhpuitchpanbiuhbvtaoi541987ujptoihbepoihvpoezi
abtvar473727tta aat tvatbvatzeouithvbop772iezubiuvpzhbepuv454524522ueh'''
import re
def findall_replace(text, reg, rep):
for match in reg.findall(text):
text = text.replace(match, rep)
print id(text)
return text
pat = re.compile('\d+')
rep = 'AAAAAAA'
print id(ch)
print
print findall_replace(ch, pat, rep)
Note that in this code I replaced output = text.replace(match, rep)
with text = text.replace(match, rep)
, otherwise only the last occurence is replaced.
finditer_replace() is long for the same reason as for findall_replace(): repeated creation of a string object. But the former uses an iterator re.finditer() while the latter constructs beforhand a list object, so it is longer. That's the difference between iterator and not-iterator.
By the way, your code with findall_replace() isn't safe, it can return unawaited results:
ch = 'sea sun ABC-ABC-DEF bling ranch micABC-DEF fish'
import re
def findall_replace(text, reg, rep):
for gr in reg.findall(text):
text = text.replace(gr, rep)
print 'group==',gr
print 'text==',text
return '\nresult is : '+text
pat = re.compile('ABC-DE')
rep = 'DEFINITION'
print 'ch==',ch
print
print findall_replace(ch, pat, rep)
display
ch== sea sun ABC-ABC-DEF bling ranch micABC-DEF fish
group== ABC-DE
text== sea sun ABC-DEFINITIONF bling ranch micDEFINITIONF fish
group== ABC-DE
text== sea sun DEFINITIONFINITIONF bling ranch micDEFINITIONF fish
result is : sea sun DEFINITIONFINITIONF bling ranch micDEFINITIONF fish
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