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The pyfinite
package is a python package for dealing with finite
fields and related mathematical operations. Also included is a generic
matrix package for doing matrix operations over generic fields. As an
illustration a Reed-Solomon erasure correcting code implementation is
provided using these tools.
Roughly speaking a "field" is a mathematical space where consistent addition, subtraction, multiplication, and division operations are defined. A "finite field" is a field where the number of elements is finite. Perhaps the most familiar finite field is the Boolean field where the elements are 0 and 1, addition (and subtraction) correspond to XOR, and multiplication (and division) work as normal for 0 and 1.
More complicated finite fields are useful and interesting for cryptography and erasure correcting codes.
After you install via something like pip install pyfinite
, the best
way to get started is to look at the doctest examples in the following
files:
ffield.py
: See docstring for FField
and FElement
classes.
genericmatrix.py
: See docstring for GenericMatrix
class.
rs_code.py
: See docstring for RSCode
class.
file_ecc.py
: See the top-level docstring for the file_ecc
module.
For example, after you install pyfinite
and start the python
interpreter, do something like the following to see help on finite
fields:
.. code:: python
>>> from pyfinite import ffield
>>> help(ffield.FField)
or if you want to dive right in, you can try something like the following:
.. code:: python
>>> from pyfinite import ffield
>>> F = ffield.FField(5) # create the field GF(2^5)
>>> a = 7 # field elements are denoted as integers from 0 to 2^5-1
>>> b = 15
>>> F.ShowPolynomial(a) # show the polynomial representation of a
'x^2 + x^1 + 1'
>>> c = F.Multiply(a,b) # multiply a and b modulo the field generator
>>> c
8
>>> F.ShowPolynomial(c)
'x^3'
Alternatively, you can jump into the genericmatrix.py
package with
something like:
.. code:: python
>>> import genericmatrix
>>> v = genericmatrix.GenericMatrix((3,3))
>>> v.SetRow(0,[0.0, -1.0, 1.0])
>>> v.SetRow(1,[1.0, 1.0, 1.0])
>>> v.SetRow(2,[1.0, 1.0, -1.0])
>>> v
<matrix
0.0 -1.0 1.0
1.0 1.0 1.0
1.0 1.0 -1.0>
>>> vi = v.Inverse()
Then for some real fun, you can try experimenting with generic matrix
operations on elements of a finite field! The nice thing about the
genericmatrix
module is that it only relies on the standard python
arithmetic operators so you can use it for anything with sane +
,
-
, *
, and /
operators. See the help on genericmatrix
for
more info.
Finally, if you just want erasure correction, see the docs for the
rs_code
and file_ecc
modules via something like
.. code:: python
>>> import rs_code, file_ecc
>>> help(file_ecc)
>>> help(rs_code)
This code was written many years ago and hosted on an old MIT web site
under the name py_ecc
before being moved to github. It is in need of
some love. In particular, it could use:
Reworking to fix pep8/pylint warnings and generally better python style.
More documentation.
More examples.
Travis setup to verify doctests in both python2 and python3.
To help or contribute please see the main project site at https://github.com/emin63/pyfinite.
FAQs
Finite field operations and erasure correction codes.
We found that pyfinite demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
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