Efficiently generate a 16-character, alphanumeric string
I'm looking for a very quick way to generate an alphanumeric unique id for a primary key in a table.
Would something like this work?
def genKey():
hash = hashlib.md5(RANDOM_NUMBER).digest().encode("base64")
alnum_hash = re.sub(r'[^a-zA-Z0-9]', "", hash)
return alnum_hash[:16]
What would be a good way to generate rand开发者_如何学Goom numbers? If I base it on microtime, I have to account for the possibility of several calls of genKey() at the same time from different instances.
Or is there a better way to do all this?
As none of the answers provide you with a random string consisting of characters 0-9, a-z, A-Z: Here is a working solution which will give you one of approx. 62^16 = 4.76724 e+28 keys:
import random, string
x = ''.join(random.choice(string.ascii_uppercase + string.ascii_lowercase + string.digits) for _ in range(16))
print(x)
It is also very readable without knowing ASCII codes by heart.
There is an even shorter version since python 3.6.2
:
import random, string
x = ''.join(random.choices(string.ascii_letters + string.digits, k=16))
print(x)
You can use this:
>>> import random
>>> ''.join(random.choice('0123456789ABCDEF') for i in range(16))
'E2C6B2E19E4A7777'
There is no guarantee that the keys generated will be unique so you should be ready to retry with a new key in the case the original insert fails. Also, you might want to consider using a deterministic algorithm to generate a string from an auto-incremented id instead of using random values, as this will guarantee you uniqueness (but it will also give predictable keys).
Have a look at the uuid module (Python 2.5+).
A quick example:
>>> import uuid
>>> uid = uuid.uuid4()
>>> uid.hex
'df008b2e24f947b1b873c94d8a3f2201'
Note that the OP asked for a 16-character alphanumeric string, but UUID4 strings are 32 characters long. You should not truncate this string, instead, use the complete 32 characters.
In Python 3.6, released in December 2016, the secrets
module was introduced.
You can now generate a random token this way :
import secrets
secrets.token_hex(16)
From the Python docs :
The
secrets
module is used for generating cryptographically strong random numbers suitable for managing data such as passwords, account authentication, security tokens, and related secrets.In particularly,
secrets
should be used in preference to the default pseudo-random number generator in therandom
module, which is designed for modelling and simulation, not security or cryptography.
https://docs.python.org/3/library/secrets.html
For random numbers a good source is os.urandom
:
>> import os
>> import hashlib
>> random_data = os.urandom(128)
>> hashlib.md5(random_data).hexdigest()[:16]
There's an official recipe:
import string
import secrets
alphabet = string.ascii_letters + string.digits
password = ''.join(secrets.choice(alphabet) for i in range(16))
print(password)
This will create output similar to 'STCT3jdDUkppph03'
.
>>> import random
>>> ''.join(random.sample(map(chr, range(48, 57) + range(65, 90) + range(97, 122)), 16))
'CDh0geq3NpKtcXfP'
This value is incremented by 1 on each call (it wraps around). Deciding where the best place to store the value will depend on how you are using it. You may find this explanation of interest, as it discusses not only how Guids work but also how to make a smaller one.
The short answer is this: Use some of those characters as a timestamp and the other characters as a "uniquifier," a value increments by 1 on each call to your uid generator.
I would prefer urandom over secrets.token_hex
, as it samples from a richer character set and hence needs a smaller length to achieve the same entropy.
os.urandom
, which reads from urandom, is considered secure (see the relevant answer in a question if urandom is secure). You can then read as much as you like from urandom and produce a random alphanummeric as follows:
import math
import os
def random_alphanumeric(str_len: int) -> str:
rand_len = 3 * (math.ceil(str_len / 3) + 1)
return base64.b64encode(os.urandom(rand_len), altchars=b'aA').decode('ascii')[:str_len]
NOTE: The above function is not secure. Since you need a "very quick way to generate an alphanumeric", this function sacrifices performance over security, since the frequencies of a
and A
(or whatever characters you choose to replace +
and /
with) will be increased compared to what urandom would give you otherwise.
If you put randomness above performance, you could do something like:
def secure_random_alphanumeric(str_len: int) -> str:
ret = ''
while len(ret) < str_len:
rand_len = 3 * (math.ceil((str_len - len(ret)) / 3) + 2)
ret += base64.b64encode(os.urandom(rand_len)).decode('ascii').replace('+', '').replace('/', '').replace('=', '')
return ret[:str_len]
Note that chaining replace
turns out to be faster than sequntially calling it, as per this answer.
Also, in the above, +1 is replaced by +2 when determining rand_len
to reduce the number of iterations needed to achieve the requested length. You could even replace by +3 or more to reduce even more the possibility for an iteration, but then you would loose in performance at the chained replace
calls.
import math
import secrets
def random_alphanum(length: int) -> str:
if length == 0:
return ''
elif length < 0:
raise ValueError('negative argument not allowed')
else:
text = secrets.token_hex(nbytes=math.ceil(length / 2))
is_length_even = length % 2 == 0
return text if is_length_even else text[1:]
- uuid method is inefficient and limited because uuid only returns 36 characters, and is then truncated.
- default psuedo-random number generator is not suitable for security or cryptographic applications, a standard module secrets is available and is designed for these applications.
Simply use python builtin uuid:
If UUIDs are okay for your purposes use the built in uuid package.
One Line Solution:
>>> import uuid
>>> str(uuid.uuid4().get_hex().upper()[0:16])
'40003A9B8C3045CA'
simply use python inbuilt uuid :
import uuid
print uuid.uuid4().hex[:16].upper()
You could use the choice function in np.random which chooses the number of characters specified from a list of characters:
import numpy as np
chars = np.array(list('abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789'))
np_codes = np.random.choice(chars,16)
print(''.join([val for val in np_codes]))
this outputs something like the following:
591FXwW61F4Q57av
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