Extremely large fields

Arbitrarily-large \(\mathrm{GF}(2^m)\), \(\mathrm{GF}(p)\), \(\mathrm{GF}(p^m)\) fields are supported. Because field elements can’t be represented with numpy.int64, we use dtype=object in the numpy arrays. This enables use of native python int, which doesn’t overflow. It comes at a performance cost though. There are no JIT-compiled arithmetic ufuncs. All the arithmetic is done in pure python. All the same array operations, broadcasting, ufunc methods, etc are supported.

Large GF(p) fields

In [1]: prime = 36893488147419103183

In [2]: galois.is_prime(prime)
Out[2]: True

In [3]: GF = galois.GF(prime)

In [4]: print(GF)
<class 'numpy.ndarray over GF(36893488147419103183)'>

In [5]: a = GF.Random(10); a
Out[5]: 
GF([25412378780451444700, 15397140573516499830, 9107489418554517717,
    10931037467365810926, 20420237469291036379, 31726987983340162804,
    14778036369383840230, 4550193373894460079, 2250975674486360462,
    31955925990913834857], order=36893488147419103183)

In [6]: b = GF.Random(10); b
Out[6]: 
GF([26531496136198641855, 7183938833482460760, 3712069369758052236,
    23031948840237839816, 774786325824207611, 17559062950465409022,
    11764207803777293394, 18182392969396264456, 28764152148948924059,
    10856237590408140738], order=36893488147419103183)

In [7]: a + b
Out[7]: 
GF([15050386769230983372, 22581079406998960590, 12819558788312569953,
    33962986307603650742, 21195023795115243990, 12392562786386468643,
    26542244173161133624, 22732586343290724535, 31015127823435284521,
    5918675433902872412], order=36893488147419103183)

Large GF(2^m) fields

In [8]: GF = galois.GF(2**100)

In [9]: print(GF)
<class 'numpy.ndarray over GF(2^100)'>

In [10]: a = GF([2**8, 2**21, 2**35, 2**98]); a
Out[10]: 
GF([256, 2097152, 34359738368, 316912650057057350374175801344],
   order=2^100)

In [11]: b = GF([2**91, 2**40, 2**40, 2**2]); b
Out[11]: 
GF([2475880078570760549798248448, 1099511627776, 1099511627776, 4],
   order=2^100)

In [12]: a + b
Out[12]: 
GF([2475880078570760549798248704, 1099513724928, 1133871366144,
    316912650057057350374175801348], order=2^100)

# Display elements as polynomials
In [13]: GF.display("poly")
Out[13]: <galois._fields._main.DisplayContext at 0x7f7919e74470>

In [14]: a
Out[14]: GF([α^8, α^21, α^35, α^98], order=2^100)

In [15]: b
Out[15]: GF([α^91, α^40, α^40, α^2], order=2^100)

In [16]: a + b
Out[16]: GF([α^91 + α^8, α^40 + α^21, α^40 + α^35, α^98 + α^2], order=2^100)

In [17]: a * b
Out[17]: 
GF([α^99, α^61, α^75,
    α^57 + α^56 + α^55 + α^52 + α^48 + α^47 + α^46 + α^45 + α^44 + α^43 + α^41 + α^37 + α^36 + α^35 + α^34 + α^31 + α^30 + α^27 + α^25 + α^24 + α^22 + α^20 + α^19 + α^16 + α^15 + α^11 + α^9 + α^8 + α^6 + α^5 + α^3 + 1],
   order=2^100)

# Reset the display mode
In [18]: GF.display()
Out[18]: <galois._fields._main.DisplayContext at 0x7f791b191978>