| .. hazmat:: | 
 |  | 
 | Key Derivation Functions | 
 | ======================== | 
 |  | 
 | .. currentmodule:: cryptography.hazmat.primitives.kdf | 
 |  | 
 | Key derivation functions derive bytes suitable for cryptographic operations | 
 | from passwords or other data sources using a pseudo-random function (PRF). | 
 | Different KDFs are suitable for different tasks such as: | 
 |  | 
 | * Cryptographic key derivation | 
 |  | 
 |     Deriving a key suitable for use as input to an encryption algorithm. | 
 |     Typically this means taking a password and running it through an algorithm | 
 |     such as :class:`~cryptography.hazmat.primitives.kdf.pbkdf2.PBKDF2HMAC` or | 
 |     :class:`~cryptography.hazmat.primitives.kdf.hkdf.HKDF`. | 
 |     This process is typically known as `key stretching`_. | 
 |  | 
 | * Password storage | 
 |  | 
 |     When storing passwords you want to use an algorithm that is computationally | 
 |     intensive. Legitimate users will only need to compute it once (for example, | 
 |     taking the user's password, running it through the KDF, then comparing it | 
 |     to the stored value), while attackers will need to do it billions of times. | 
 |     Ideal password storage KDFs will be demanding on both computational and | 
 |     memory resources. | 
 |  | 
 | .. currentmodule:: cryptography.hazmat.primitives.kdf.pbkdf2 | 
 |  | 
 | .. class:: PBKDF2HMAC(algorithm, length, salt, iterations, backend) | 
 |  | 
 |     .. versionadded:: 0.2 | 
 |  | 
 |     `PBKDF2`_ (Password Based Key Derivation Function 2) is typically used for | 
 |     deriving a cryptographic key from a password. It may also be used for | 
 |     key storage, but an alternate key storage KDF such as `scrypt`_ is generally | 
 |     considered a better solution. | 
 |  | 
 |     This class conforms to the | 
 |     :class:`~cryptography.hazmat.primitives.interfaces.KeyDerivationFunction` | 
 |     interface. | 
 |  | 
 |     .. doctest:: | 
 |  | 
 |         >>> import os | 
 |         >>> from cryptography.hazmat.primitives import hashes | 
 |         >>> from cryptography.hazmat.primitives.kdf.pbkdf2 import PBKDF2HMAC | 
 |         >>> from cryptography.hazmat.backends import default_backend | 
 |         >>> backend = default_backend() | 
 |         >>> salt = os.urandom(16) | 
 |         >>> # derive | 
 |         >>> kdf = PBKDF2HMAC( | 
 |         ...     algorithm=hashes.SHA256(), | 
 |         ...     length=32, | 
 |         ...     salt=salt, | 
 |         ...     iterations=100000, | 
 |         ...     backend=backend | 
 |         ... ) | 
 |         >>> key = kdf.derive(b"my great password") | 
 |         >>> # verify | 
 |         >>> kdf = PBKDF2HMAC( | 
 |         ...     algorithm=hashes.SHA256(), | 
 |         ...     length=32, | 
 |         ...     salt=salt, | 
 |         ...     iterations=100000, | 
 |         ...     backend=backend | 
 |         ... ) | 
 |         >>> kdf.verify(b"my great password", key) | 
 |  | 
 |     :param algorithm: An instance of a | 
 |         :class:`~cryptography.hazmat.primitives.interfaces.HashAlgorithm` | 
 |         provider. | 
 |     :param int length: The desired length of the derived key. Maximum is | 
 |         (2\ :sup:`32` - 1) * ``algorithm.digest_size``. | 
 |     :param bytes salt: A salt. `NIST SP 800-132`_ recommends 128-bits or | 
 |         longer. | 
 |     :param int iterations: The number of iterations to perform of the hash | 
 |         function. This can be used to control the length of time the operation | 
 |         takes. Higher numbers help mitigate brute force attacks against derived | 
 |         keys. See OWASP's `Password Storage Cheat Sheet`_ for more | 
 |         detailed recommendations if you intend to use this for password storage. | 
 |     :param backend: A | 
 |         :class:`~cryptography.hazmat.backends.interfaces.PBKDF2HMACBackend` | 
 |         provider. | 
 |  | 
 |     .. method:: derive(key_material) | 
 |  | 
 |         :param bytes key_material: The input key material. For PBKDF2 this | 
 |             should be a password. | 
 |         :return bytes: the derived key. | 
 |         :raises cryptography.exceptions.AlreadyFinalized: This is raised when | 
 |                                                           :meth:`derive` or | 
 |                                                           :meth:`verify` is | 
 |                                                           called more than | 
 |                                                           once. | 
 |  | 
 |         This generates and returns a new key from the supplied password. | 
 |  | 
 |     .. method:: verify(key_material, expected_key) | 
 |  | 
 |         :param bytes key_material: The input key material. This is the same as | 
 |                                    ``key_material`` in :meth:`derive`. | 
 |         :param bytes expected_key: The expected result of deriving a new key, | 
 |                                    this is the same as the return value of | 
 |                                    :meth:`derive`. | 
 |         :raises cryptography.exceptions.InvalidKey: This is raised when the | 
 |                                                     derived key does not match | 
 |                                                     the expected key. | 
 |         :raises cryptography.exceptions.AlreadyFinalized: This is raised when | 
 |                                                           :meth:`derive` or | 
 |                                                           :meth:`verify` is | 
 |                                                           called more than | 
 |                                                           once. | 
 |  | 
 |         This checks whether deriving a new key from the supplied | 
 |         ``key_material`` generates the same key as the ``expected_key``, and | 
 |         raises an exception if they do not match. This can be used for | 
 |         checking whether the password a user provides matches the stored derived | 
 |         key. | 
 |  | 
 |  | 
 | .. currentmodule:: cryptography.hazmat.primitives.kdf.hkdf | 
 |  | 
 | .. class:: HKDF(algorithm, length, salt, info, backend) | 
 |  | 
 |     .. versionadded:: 0.2 | 
 |  | 
 |     `HKDF`_ (HMAC-based Extract-and-Expand Key Derivation Function) is suitable | 
 |     for deriving keys of a fixed size used for other cryptographic operations. | 
 |  | 
 |     .. warning:: | 
 |  | 
 |         HKDF should not be used for password storage. | 
 |  | 
 |     .. doctest:: | 
 |  | 
 |         >>> import os | 
 |         >>> from cryptography.hazmat.primitives import hashes | 
 |         >>> from cryptography.hazmat.primitives.kdf.hkdf import HKDF | 
 |         >>> from cryptography.hazmat.backends import default_backend | 
 |         >>> backend = default_backend() | 
 |         >>> salt = os.urandom(16) | 
 |         >>> info = b"hkdf-example" | 
 |         >>> hkdf = HKDF( | 
 |         ...     algorithm=hashes.SHA256(), | 
 |         ...     length=32, | 
 |         ...     salt=salt, | 
 |         ...     info=info, | 
 |         ...     backend=backend | 
 |         ... ) | 
 |         >>> key = hkdf.derive(b"input key") | 
 |         >>> hkdf = HKDF( | 
 |         ...     algorithm=hashes.SHA256(), | 
 |         ...     length=32, | 
 |         ...     salt=salt, | 
 |         ...     info=info, | 
 |         ...     backend=backend | 
 |         ... ) | 
 |         >>> hkdf.verify(b"input key", key) | 
 |  | 
 |     :param algorithm: An instance of a | 
 |         :class:`~cryptography.hazmat.primitives.interfaces.HashAlgorithm` | 
 |         provider. | 
 |  | 
 |     :param int length: The desired length of the derived key. Maximum is | 
 |         ``255 * (algorithm.digest_size // 8)``. | 
 |  | 
 |     :param bytes salt: A salt. Randomizes the KDF's output. Optional, but | 
 |         highly recommended. Ideally as many bits of entropy as the security | 
 |         level of the hash: often that means cryptographically random and as | 
 |         long as the hash output. Worse (shorter, less entropy) salt values can | 
 |         still meaningfully contribute to security. May be reused. Does not have | 
 |         to be secret, but may cause stronger security guarantees if secret; see | 
 |         `RFC 5869`_ and the `HKDF paper`_ for more details. If ``None`` is | 
 |         explicitly passed a default salt of ``algorithm.digest_size // 8`` null | 
 |         bytes will be used. | 
 |  | 
 |     :param bytes info: Application specific context information.  If ``None`` | 
 |         is explicitly passed an empty byte string will be used. | 
 |  | 
 |     :param backend: A | 
 |         :class:`~cryptography.hazmat.backends.interfaces.HMACBackend` | 
 |         provider. | 
 |  | 
 |     .. method:: derive(key_material) | 
 |  | 
 |         :param bytes key_material: The input key material. | 
 |         :retunr bytes: The derived key. | 
 |  | 
 |         Derives a new key from the input key material by performing both the | 
 |         extract and expand operations. | 
 |  | 
 |     .. method:: verify(key_material, expected_key) | 
 |  | 
 |         :param key_material bytes: The input key material. This is the same as | 
 |                                    ``key_material`` in :meth:`derive`. | 
 |         :param expected_key bytes: The expected result of deriving a new key, | 
 |                                    this is the same as the return value of | 
 |                                    :meth:`derive`. | 
 |         :raises cryptography.exceptions.InvalidKey: This is raised when the | 
 |                                                     derived key does not match | 
 |                                                     the expected key. | 
 |         :raises cryptography.exceptions.AlreadyFinalized: This is raised when | 
 |                                                           :meth:`derive` or | 
 |                                                           :meth:`verify` is | 
 |                                                           called more than | 
 |                                                           once. | 
 |  | 
 |         This checks whether deriving a new key from the supplied | 
 |         ``key_material`` generates the same key as the ``expected_key``, and | 
 |         raises an exception if they do not match. | 
 |  | 
 | .. _`NIST SP 800-132`: http://csrc.nist.gov/publications/nistpubs/800-132/nist-sp800-132.pdf | 
 | .. _`Password Storage Cheat Sheet`: https://www.owasp.org/index.php/Password_Storage_Cheat_Sheet | 
 | .. _`PBKDF2`: https://en.wikipedia.org/wiki/PBKDF2 | 
 | .. _`scrypt`: https://en.wikipedia.org/wiki/Scrypt | 
 | .. _`key stretching`: https://en.wikipedia.org/wiki/Key_stretching | 
 | .. _`HKDF`: | 
 | .. _`RFC 5869`: https://tools.ietf.org/html/rfc5869 | 
 | .. _`HKDF paper`: https://eprint.iacr.org/2010/264 |