PBKDF2 takes several input parameters and produces the derived key as output:
key = pbkdf2(password, salt, iterations-count, hash-function, derived-key-len)
Technically, the input data for PBKDF2 consists of:
password– array of bytes / string, e.g. "p@$Sw0rD~3" (8-10 chars minimal length is recommended)
salt– securely-generated random bytes, e.g. "df1f2d3f4d77ac66e9c5a6c3d8f921b6" (minimum 64 bits, 128 bits is recommended)
iterations-count, e.g. 1024 iterations
hash-functionfor calculating HMAC, e.g.
derived-key-lenfor the output, e.g. 32 bytes (256 bits)
The output data is the derived key of requested length (e.g. 256 bits).
PBKDF2 allows to configure the number of iterations and thus to configure the time required to derive the key.
- Slower key derivation means high login time / slower decryption / etc. and higher resistance to password cracking attacks.
- Faster key derivation means short login time / faster decryption / etc. and lower resistance to password cracking attacks.
Try to increase the iterations count to see how this affects the speed of key derivation.
Now, we shall write some code in Python to derive a key from a password using the PBKDF2 algorithm.
Firstly, install the Python package
backports.pbkdf2using the command:
pip install backports.pbkdf2
Now, write the Python code to calculate PBKDF2:
import os, binascii
from backports.pbkdf2 import pbkdf2_hmac
salt = binascii.unhexlify('aaef2d3f4d77ac66e9c5a6c3d8f921d1')
passwd = "p@$Sw0rD~1".encode("utf8")
key = pbkdf2_hmac("sha256", passwd, salt, 50000, 32)
print("Derived key:", binascii.hexlify(key))
The PBKDF2 calculation function takes several input parameters: hash function for the HMAC, the password (bytes sequence), the salt (bytes sequence), iterations count and the output key length (number of bytes for the derived key).
The output from the above code execution is the following:
Derived key: b'52c5efa16e7022859051b1dec28bc65d9696a3005d0f97e506c42843bc3bdbc0'
Try to change the number of iterations and see whether and how the execution time changes.
Today PBKDF2 is considered old-fashioned and less secure than modern KDF functions, so it is recommended to use Bcrypt, Scrypt or Argon2 instead. We shall explain all these KDF functions in details later in this section.