The source code and dockerfile for the GSW2024 AI Lab.
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/* Covering code generator, especially for football pool systems */
/* Written and converted to GNU MathProg by NASZVADI, Peter, 199x-2017
<vuk@cs.elte.hu> */
/*
Looks up for minimal covering codes in the specified Hamming-space.
Without specifying model data, by default it looks up for covering
for a mixed covering code in Hamming-space {X, 1, 2, 3}*{X, 1}^4
with one layer.
Hamming space is a set of finite words with all the same length over
a finite alphabet: the space could be decomposed to Cartesian
products of subsets of the alphabet, e.g. the first letter of an
element can be chosen from a 2-element set, the next from 6 letters,
and so on.
There is a natural metric function in these spaces: the
Hamming-distance (hence the name, from now referred as: distance).
The distance of two (equal-length) words is the number of different
letter pairs in the corresponding positions.
Covering Hamming-spaces with minimal number of spheres with given
radius - usually difficult problem excluding special cases.
Relationship with sports:
Football pool system in Hungarian: "Toto'kulcs", so Toto, totogol and
other football pool systems are usually need mixed ternary/binary
code coverings in order to minimize loss of the gambler.
See more at:
https://en.wikipedia.org/wiki/Covering_code
A tricky workaround is used:
floor(), abs() and cosine() magic are used at 'coverings' constraints,
because GMPL lacks proper boolean<->integer evaluation/casting.
*/
param ArgNum1, >= 1, default 1;
param ArgNum2, >= 1, default 1;
param ArgNum3, >= 1, default 1;
param ArgNum4, >= 1, default 1;
param ArgNum5, >= 1, default 1;
param ArgNum6, >= 1, default 1;
param ArgNum7, >= 1, default 1;
param ArgNum8, >= 1, default 1;
param ArgNum9, >= 1, default 1;
param ArgNum10, >= 1, default 1;
param ArgNum11, >= 1, default 1;
param ArgNum12, >= 1, default 1;
param ArgNum13, >= 1, default 1;
/* at most 13 matches' outcomes */
param Radius, >= 1, default 1;
/* covering radius */
param Layer, >= 1, default 1;
/* each point of space must be covered at least Layer times */
set X := 0..ArgNum1 - 1 cross 0..ArgNum2 - 1 cross 0..ArgNum3 - 1 cross
0..ArgNum4 - 1 cross 0..ArgNum5 - 1 cross 0..ArgNum6 - 1 cross
0..ArgNum7 - 1 cross 0..ArgNum8 - 1 cross 0..ArgNum9 - 1 cross
0..ArgNum10 - 1 cross 0..ArgNum11 - 1 cross 0..ArgNum12 - 1 cross
0..ArgNum13 - 1;
/* the Hamming-space generated by the Cartesian-products of sets
with elements ArgNum[n] */
var x{X}, integer, >=0;
/* denotes each point's amount of containing covering sets */
var objvalue;
s.t. coverings{(i1, i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13) in X}:
sum{(j1, j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13) in X:
floor(abs(cos(i1 - j1))) + floor(abs(cos(i2 - j2))) +
floor(abs(cos(i3 - j3))) + floor(abs(cos(i4 - j4))) +
floor(abs(cos(i5 - j5))) + floor(abs(cos(i6 - j6))) +
floor(abs(cos(i7 - j7))) + floor(abs(cos(i8 - j8))) +
floor(abs(cos(i9 - j9))) + floor(abs(cos(i10 - j10))) +
floor(abs(cos(i11 - j11))) + floor(abs(cos(i12 - j12))) +
floor(abs(cos(i13 - j13))) >= 13 - Radius
} x[j1, j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13] >= Layer;
/* covering constraints, select at least 'Layer' amount of spheres that cover
(i1,i2,...) and has radius 'Radius' */
s.t. oneisset: x[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] >= 1;
/* this does not violate symmetry nor excludes important solutions but
boosts the solving process */
s.t. objc: sum{(i1, i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13) in X}
x[i1, i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13] = objvalue;
/* the total number of pools (covering sets) */
minimize obj: objvalue;
/* Also 'objc' could be used directly instead of 'obj', but for
experiments, it is useful to set up additional constraints for
introduced objvalue variable */
solve;
printf 'Solution: %s\nRadius: %s\nLayer: %s\n',
objvalue.val, Radius, Layer;
/* report important scalars */
printf 'Selected bets:\n';
for{(i1, i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13) in X:
x[i1, i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13]}{
printf ' Times %s:',
x[i1, i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13].val;
printf '%s', if ArgNum1 == 1 then '' else ' ' & if i1 then i1 else 'X';
printf '%s', if ArgNum2 == 1 then '' else '-' & if i2 then i2 else 'X';
printf '%s', if ArgNum3 == 1 then '' else '-' & if i3 then i3 else 'X';
printf '%s', if ArgNum4 == 1 then '' else '-' & if i4 then i4 else 'X';
printf '%s', if ArgNum5 == 1 then '' else '-' & if i5 then i5 else 'X';
printf '%s', if ArgNum6 == 1 then '' else '-' & if i6 then i6 else 'X';
printf '%s', if ArgNum7 == 1 then '' else '-' & if i7 then i7 else 'X';
printf '%s', if ArgNum8 == 1 then '' else '-' & if i8 then i8 else 'X';
printf '%s', if ArgNum9 == 1 then '' else '-' & if i9 then i9 else 'X';
printf '%s', if ArgNum10 == 1 then '' else '-' & if i10 then i10 else 'X';
printf '%s', if ArgNum11 == 1 then '' else '-' & if i11 then i11 else 'X';
printf '%s', if ArgNum12 == 1 then '' else '-' & if i12 then i12 else 'X';
printf '%s', if ArgNum13 == 1 then '' else '-' & if i13 then i13 else 'X';
printf '\n';
}
/* pretty-print a generated football pool system (covering code) */
data;
param ArgNum1 := 4;
param ArgNum2 := 2;
param ArgNum3 := 2;
param ArgNum4 := 2;
param ArgNum5 := 2;
end;