Which method has less collisions, is faster and easier to read?
TLDR
The random_choice is the fastest, has fewer collisions but is IMO slightly harder to read.
The most readable is shortuuid_random but is an external dependency and is slightly slower and has 6x the collisions.
The methods
alphabet = string.ascii_lowercase + string.digits
su = shortuuid.ShortUUID(alphabet=alphabet)
def random_choice():
return ''.join(random.choices(alphabet, k=8))
def truncated_uuid4():
return str(uuid.uuid4())[:8]
def shortuuid_random():
return su.random(length=8)
def secrets_random_choice():
return ''.join(secrets.choice(alphabet) for _ in range(8))
Results
All methods generate 8-character UUIDs from the abcdefghijklmnopqrstuvwxyz0123456789 alphabet. Collisions are calculated from a single run with 10 million draws. Time is reported in seconds as average function execution ± standard deviation, both calculated over 100 runs of 1,000 draws. Total time is the total execution time of the collision testing.
random_choice: collisions 22 - time (s) 0.00229 ± 0.00016 - total (s) 29.70518
truncated_uuid4: collisions 11711 - time (s) 0.00439 ± 0.00021 - total (s) 54.03649
shortuuid_random: collisions 124 - time (s) 0.00482 ± 0.00029 - total (s) 51.19624
secrets_random_choice: collisions 15 - time (s) 0.02113 ± 0.00072 - total (s) 228.23106
Notes
- the default
shortuuidalphabet has uppercase characters, hence creating fewer collision. To make it a fair comparison we need to select the same alphabet as the other methods. - the
secretsmethodstoken_hexandtoken_urlsafewhile possibly faster, have different alphabets, hence not eligible for the comparison. - the
alphabetand class-basedshortuuidmethods are factored out as module variables, hence speeding up the method execution. This should not affect the TLDR.
Full testing details
import random
import secrets
from statistics import mean
from statistics import stdev
import string
import time
import timeit
import uuid
import shortuuid
alphabet = string.ascii_lowercase + string.digits
su = shortuuid.ShortUUID(alphabet=alphabet)
def random_choice():
return ''.join(random.choices(alphabet, k=8))
def truncated_uuid4():
return str(uuid.uuid4())[:8]
def shortuuid_random():
return su.random(length=8)
def secrets_random_choice():
return ''.join(secrets.choice(alphabet) for _ in range(8))
def test_collisions(fun):
out = set()
count = 0
for _ in range(10_000_000):
new = fun()
if new in out:
count += 1
else:
out.add(new)
return count
def run_and_print_results(fun):
round_digits = 5
now = time.time()
collisions = test_collisions(fun)
total_time = round(time.time() - now, round_digits)
trials = 1_000
runs = 100
func_time = timeit.repeat(fun, repeat=runs, number=trials)
avg = round(mean(func_time), round_digits)
std = round(stdev(func_time), round_digits)
print(f'{fun.__name__}: collisions {collisions} - '
f'time (s) {avg} ± {std} - '
f'total (s) {total_time}')
if __name__ == '__main__':
run_and_print_results(random_choice)
run_and_print_results(truncated_uuid4)
run_and_print_results(shortuuid_random)
run_and_print_results(secrets_random_choice)