Created
June 28, 2011 06:53
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A test comparing defaultdict and groupby for grouping
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from timeit import Timer | |
from operator import attrgetter | |
from random import randint | |
def timeit( stmt, setup ): | |
t = Timer(stmt=stmt, setup=setup) | |
print "%.2f usec/pass" % (100000 * t.timeit(number=10000)/10000) | |
class Person(object): | |
def __init__(self, age): | |
self.age = age | |
def __repr__(self): | |
return str(self.age) | |
persons = [Person(age) for age in (randint(10,90) for _ in range(1000))] | |
get_age = attrgetter('age') | |
setup0 = """ | |
from collections import defaultdict | |
from __main__ import persons | |
""" | |
setup1 = """ | |
from itertools import groupby | |
from __main__ import persons, get_age | |
""" | |
stmt0=""" | |
persons_by_age = defaultdict(list) | |
for person in persons: | |
persons_by_age[person.age].append(person) | |
""" | |
stmt1=""" | |
persons_by_age = {k: list(g) for k, g in groupby(sorted(persons, key=get_age), get_age)} | |
""" | |
timeit(stmt=stmt0, setup=setup0) | |
timeit(stmt=stmt1, setup=setup1) |
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On my CPU the output is
29.74 usec/pass
103.87 usec/pass