pyope
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Implementation of Boldyreva's symmetric order-preserving encryption in Python
pyope
|PyPi version| |Travis build|
This is an implementation of Boldyreva symmetric order-preserving encryption_ scheme (Boldyreva's paper_).
Supported Python versions: 2.7 and 3.5+
Disclaimer 1 This is an experimental implementation, which should be thoroughly reviewed and evaluated before using in production and/or sensitive applications.
Disclaimer 2 The Boldyreva scheme is not a standardized algorithm, so there are no test vectors and fixed plaintext-ciphertext mapping for a given key. It means that, generally speaking, a plaintext encrypted with the same key by two different versions of the package might not be equal to each other.
Installation
.. code:: shell
pip install pyope
Examples
Quick start
.. code:: python
from pyope.ope import OPE random_key = OPE.generate_key() cipher = OPE(random_key) assert cipher.encrypt(1000) < cipher.encrypt(2000) < cipher.encrypt(3000) assert cipher.decrypt(cipher.encrypt(1337)) == 1337
You can specify input and output ranges. Otherwise, default input (0..2^15-1) and output (0..2^31-1) ranges are used.
.. code:: python
from pyope.ope import OPE, ValueRange cipher = OPE(b'long key' * 2, in_range=ValueRange(-100, 100), out_range=ValueRange(0, 9999)) assert 0 < cipher.encrypt(10) < cipher.encrypt(42) < 9999
About order-preserving encryption
Order-preserving encryption (OPE) allows to compare ciphertext values in order to learn the corresponding relation between the underlying plaintexts. By definition, order-preserving encryption methods are less secure than conventional encryption algorithms for the same data sizes, because the former leak ordering information of the plaintext values.
How can OPE be useful? For example, some systems may need OPE to perform a certain set of queries (such as range SQL
queries) over encrypted data. These systems include CryptDB_ and Monomi_ to name a few.
Security
As mentioned above, security guarantees for Boldyreva's schema are weaker than those of deterministic encryption schemes, but security can still be improved if the encryption keys are long enough. It is advised to use randomly generated keys at least 256 bits long.
Running tests
PyTest is used as a test framework. Run all tests:
::
$ py.test tests/
TODO
- More tests
- Optimize performance
- Security guarantees?
.. |PyPi version| image:: https://img.shields.io/pypi/v/pyope.svg :target: https://pypi.python.org/pypi/pyope/ .. |Travis build| image:: https://travis-ci.org/tonyo/pyope.svg?branch=master :target: https://travis-ci.org/tonyo/pyope/ .. _order-preserving encryption: https://crypto.stackexchange.com/questions/3813/how-does-order-preserving-encryption-work .. _Boldyreva's paper: http://www.cc.gatech.edu/~aboldyre/papers/bclo.pdf .. _CryptDB: http://css.csail.mit.edu/cryptdb/ .. _Monomi: http://people.csail.mit.edu/nickolai/papers/tu-monomi.pdf