Shamirs
Minimal pure-Python implementation of Shamir's secret sharing scheme.
Install / Use
/learn @lapets/ShamirsREADME
======= shamirs
Minimal pure-Python implementation of Shamir's secret sharing scheme <https://en.wikipedia.org/wiki/Shamir%27s_secret_sharing>__.
|pypi| |readthedocs| |actions| |coveralls|
.. |pypi| image:: https://badge.fury.io/py/shamirs.svg# :target: https://badge.fury.io/py/shamirs :alt: PyPI version and link.
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.. |actions| image:: https://github.com/lapets/shamirs/workflows/lint-test-cover-docs/badge.svg# :target: https://github.com/lapets/shamirs/actions/workflows/lint-test-cover-docs.yml :alt: GitHub Actions status.
.. |coveralls| image:: https://coveralls.io/repos/github/lapets/shamirs/badge.svg?branch=main :target: https://coveralls.io/github/lapets/shamirs?branch=main :alt: Coveralls test coverage summary.
Purpose
.. |secrets_randbelow| replace:: secrets.randbelow
.. _secrets_randbelow: https://docs.python.org/3/library/secrets.html#secrets.randbelow
This library provides functions and data structures for computing secret shares given an integer input value and for reassembling an integer from its corresponding secret shares via Lagrange interpolation over finite fields (according to Shamir's secret sharing scheme <https://en.wikipedia.org/wiki/Shamir%27s_secret_sharing>). The built-in |secrets_randbelow|_ function is used to generate random coefficients. The lagrange <https://pypi.org/project/lagrange> library is used for Lagrange interpolation.
Installation and Usage
This library is available as a package on PyPI <https://pypi.org/project/shamirs>__:
.. code-block:: bash
python -m pip install shamirs
The library can be imported in the usual manner:
.. code-block:: python
import shamirs
Examples ^^^^^^^^
.. |shares| replace:: shares
.. _shares: https://shamirs.readthedocs.io/en/4.0.0/_source/shamirs.html#shamirs.shamirs.shares
.. |interpolate| replace:: interpolate
.. _interpolate: https://shamirs.readthedocs.io/en/4.0.0/_source/shamirs.html#shamirs.shamirs.interpolate
The library provides the function |shares|_ for transforming a nonnegative integer plaintext into a number of secret shares and the function |interpolate|_ for reassembling those shares back into the plaintext they represent:
.. code-block:: python
>>> ss = shamirs.shares(123, quantity=3)
>>> len(ss)
3
>>> shamirs.interpolate(ss)
123
>>> ss = shamirs.shares(456, quantity=20, modulus=15485867, threshold=10)
>>> shamirs.interpolate(ss[5:15], threshold=10)
456
.. |share| replace:: share
.. _share: https://shamirs.readthedocs.io/en/4.0.0/_source/shamirs.html#shamirs.shamirs.share
.. |tuple| replace:: tuple
.. _tuple: https://docs.python.org/3/library/stdtypes.html#tuple
Individual secret shares are represented using the |share|_ class. This class is derived from the |tuple|_ type and can have either two integer components (the share index and the share value that together determine the coordinates of a point on a polynomial curve) or three integer components (also including the modulus). One advantage of the two-component variant is that the memory footprint of |share|_ objects is reduced. These components can be accessed either directly via their indices or via named attributes:
.. code-block:: python
>>> s = shamirs.share(1, 2, 3)
>>> s.index
1
>>> s.value
2
>>> s.modulus
3
>>> [s[0], s[1], s[2]]
[1, 2, 3]
>>> int(s) # Share value.
2
The |shares|_ function accepts an optional boolean argument compact, making it possible to create secret shares that do not include the modulus component:
.. code-block:: python
>>> shamirs.shares(123, quantity=3, modulus=1009, compact=True)
[share(1, 649), share(2, 778), share(3, 510)]
.. |special_mod| replace:: __mod__
.. _special_mod: https://shamirs.readthedocs.io/en/4.0.0/_source/shamirs.html#shamirs.shamirs.share.mod
It is also possible to extend a two-component |share|_ object with a modulus using the built-in modulus operator (thanks to the |special_mod|_ method):
.. code-block:: python
>>> s = shamirs.share(1, 2)
>>> s % 3
share(1, 2, 3)
>>> t = shamirs.share(1, 2)
>>> t %= 3
>>> t
share(1, 2, 3)
.. |special_add| replace:: __add__
.. _special_add: https://shamirs.readthedocs.io/en/4.0.0/_source/shamirs.html#shamirs.shamirs.share.add
.. |special_mul| replace:: __mul__
.. _special_mul: https://shamirs.readthedocs.io/en/4.0.0/_source/shamirs.html#shamirs.shamirs.share.mul
Addition of |share|_ objects and multiplication of |share|_ objects by a scalar are both supported via special methods such as |special_add|_ and |special_mul|_ that correspond to Python's built-in addition and multiplication operators <https://docs.python.org/3/reference/datamodel.html#emulating-numeric-types>__:
.. code-block:: python
>>> (r, s, t) = shamirs.shares(123, 3)
>>> (u, v, w) = shamirs.shares(456, 3)
>>> shamirs.interpolate([r + u, s + v, t + w])
579
>>> (r, s, t) = shamirs.shares(123, 3)
>>> r *= 2
>>> s *= 2
>>> t *= 2
>>> shamirs.interpolate([r, s, t])
246
When creating secret shares for a given plaintext, the modulus can be specified explicitly or omitted. When the modulus is omitted, the default is the 128-bit modulus (2 ** 127) - 1:
.. code-block:: python
>>> (r, s, t) = shamirs.shares(123, 3)
>>> r.modulus == (2 ** 127) - 1
True
>>> (r, s, t) = shamirs.shares(123, 3, modulus=1009)
>>> r.modulus
1009
When using |interpolate|_ to reconstruct a plaintext from compact |share|_ objects, the modulus must be specified explicitly:
.. code-block:: python
>>> (r, s, t) = shamirs.shares(123, 3, modulus=1009, compact=True)
>>> shamirs.interpolate([r, s, t])
Traceback (most recent call last):
...
ValueError: modulus is not found in share objects and is not provided as an argument
>>> shamirs.interpolate([r, s, t], modulus=1009)
123
The reconstruction threshold can also be specified explicitly or omitted. When it is omitted, the default threshold is the number of secret shares requested:
.. code-block:: python
>>> (r, s, t) = shamirs.shares(123, 3)
>>> shamirs.interpolate([r, s, t]) # Three shares (at threshold).
123
>>> shamirs.interpolate([r, s]) # Two shares (below threshold).
119174221476707020724653887077758571505
>>> (r, s, t) = shamirs.shares(123, 3, threshold=2)
>>> shamirs.interpolate([r, s]) # Two shares (at threshold).
123
>>> shamirs.interpolate([s, t]) # Two shares (at threshold).
123
>>> shamirs.interpolate([r, t]) # Two shares (at threshold).
123
The threshold argument is never required when invoking |interpolate|_, but it can reduce the number of arithmetic operations performed when reconstructing a plaintext:
.. code-block:: python
>>> ss = shamirs.shares(123, 256, threshold=2)
>>> shamirs.interpolate(ss) # Slower.
123
>>> shamirs.interpolate(ss, threshold=2) # Faster.
123
.. |add| replace:: add
.. _add: https://shamirs.readthedocs.io/en/4.0.0/_source/shamirs.html#shamirs.shamirs.add
.. |mul| replace:: mul
.. _mul: https://shamirs.readthedocs.io/en/4.0.0/_source/shamirs.html#shamirs.shamirs.mul
To facilitate rapid prototyping and assembly of concise tests, the |add|_ and |mul|_ helper functions are provided for performing addition and scalar multiplication operations involving collections of shares:
.. code-block:: python
>>> ss = shamirs.shares(123, 3)
>>> ts = shamirs.shares(456, 3)
>>> shamirs.interpolate(shamirs.add(ss, ts))
579
>>> shamirs.interpolate(shamirs.mul(ss, 2))
246
These methods can also be used instead of built-in arithmetic operators when working with |share|_ objects that have no modulus component:
.. code-block:: python
>>> (r, s, t) = shamirs.shares(123, 3, modulus=1009, compact=True)
>>> (u, v, w) = shamirs.shares(456, 3, modulus=1009, compact=True)
>>> shamirs.interpolate(
... [
... shamirs.add(r, u, modulus=1009),
... shamirs.add(s, v, modulus=1009),
... shamirs.add(t, w, modulus=1009)
... ],
... modulus=1009
... )
579
>>> shamirs.interpolate(
... [
... shamirs.mul(r, 2, modulus=1009),
... shamirs.mul(s, 2, modulus=1009),
... shamirs.mul(t, 2, modulus=1009)
... ],
... modulus=1009
... )
246
In addition, conversion methods for bytes-like objects and Base64 strings are included to support encoding and decoding of |share|_ objects:
.. code-block:: python
>>> shamirs.share.from_base64('AQAAAAIAAADkAPED').to_bytes().hex()
'0100000002000000e400f103'
>>> [s.to_base64() for s in shamirs.shares(123, 3, 1009)]
['AQAAAAIAAADkAPED', 'AgAAAAIAAABRAfED', 'AwAAAAIAAADCAfED']
Development
All installation and development dependencies are fully specified in pyproject.toml. The project.optional-dependencies object is used to specify optional requirements <https://peps.python.org/pep-0621>__ for various development tasks. This makes it possible to specify additional options (such as docs, lint, and so on) when performing installation using pip <https://pypi.org/project/pip>__:
.. code-block:: bash
python -m pip install ".[docs,lint]"
Documentation
^^^^^^^^^^^^^
The documentation can be generated automatically from the source files using Sphinx <https://www.sphinx-doc.org>__:
.. code-block:: bash
python -m pip install ".[docs]"
cd docs
sphinx-apidoc -f -E --templatedir=_templates -o _source .. && make html
Testing and Conventions ^^^^^^^^^^^^^^^^^^^^^^^ All unit tests are executed and their coverage
