Tropical algebra overloading: Difference between revisions

From Rosetta Code
Content added Content deleted
(C++ implementation)
(→‎{{header|REXX}}: added the computer programming language REXX.)
Line 599: Line 599:
5 %*% 8 %+% 5 %*% 7 == 13
5 %*% 8 %+% 5 %*% 7 == 13
5 %*% 8 %+% 5 %*% 7 == 5 %*% (8 %+% 7)) TRUE
5 %*% 8 %+% 5 %*% 7 == 5 %*% (8 %+% 7)) TRUE
</pre>

=={{header|REXX}}==
<lang rexx>/*REXX pgm demonstrates max tropical semi─ring with overloading: topAdd, topMul, topExp.*/
numeric digits 1000 /*be able to handle negative infinity. */
call negInf /*assign value of -∞ to a variable.*/
@comp= ' compared to '; @with= ' with '; @yields= ' ───► '
x= 2; y= -2
say 'max tropical (x) of ' x @with y @yields topMul(x, y)
x= -0.001; y= nInf
say 'max tropical (+) of ' x @with y @yields topAdd(x, y)
x= 0; y= nInf
say 'max tropical (x) of ' x @with y @yields topMul(x, y)
x= 1.5; y= -1
say 'max tropical (+) of ' x @with y @yields topAdd(x, y)
x= -0.5; y= 0
say 'max tropical (x) of' x @with y @yields topMul(x, y)
x= 5; y= 7
say 'max tropical (^) of ' x @with y @yields topExp(x, y)
x= 5; y= topAdd(8, 7)
say 'max tropical expression of ' x "(x) topAdd(8,7)" @yields topMul(x, y)
x= topMul(5, 8); y= topMul(5, 7)
say 'max tropical expression of ' "(x)(5,8) (+) (x)(5,7)" @yields topAdd(x, y)
x= 5; y= topAdd(8, 7)
a= topMul(5, 8); b= topMul(5, 7)
say 'max tropical comparison of ' x '(x)' @with "topAdd(8,7)" @comp ,
"(x)(5,8)" @with '(+) (x)(5,7)' @yields ,
topToF( topMul(x, y) == topAdd(a, b) )
exit 0 /*stick a fork in it, we're all done. */
/*──────────────────────────────────────────────────────────────────────────────────────*/
ABnInf: if b=='' then b=a; __= negInf(); _= nInf(); return a==__ | a==_ | b==__ | b==_
notNum: call sayErr "argument isn't numeric or minus infinity:", arg(1) /*tell error.*/
negInf: negInf= '-1e' || (digits()-1); call nInf; return negInf /*simulate a -∞ value.*/
nInf: nInf= '-∞'; return nInf /*return the "diagraph": -∞ */
sayErr: say; say '***error***' arg(1) arg(2); say; exit 13 /*issue error message──►term*/
topAdd: procedure; parse arg a,b; return max(isRing(a),isRing(b)) /*simulate max add ƒ */
topToF: procedure; parse arg ?; return word('false true',1+?) /*return true | false.*/
/*──────────────────────────────────────────────────────────────────────────────────────*/
isNum: procedure; parse arg a; if ABnInf() then a= negInf() /*replace A with -∞?*/
return datatype(a, 'Num') /*is arg numeric? Ret 1 or 0*/
/*──────────────────────────────────────────────────────────────────────────────────────*/
isRing: procedure; parse arg a; if ABnInf() then return negInf /*return -∞ */
if isNum(a) | a==negInf() then return a; call notNum a /*show error.*/
/*──────────────────────────────────────────────────────────────────────────────────────*/
topExp: procedure; parse arg a,b; if ABnInf() then return _ /*return the "diagraph": -∞ */
return isRing(a) * isRing(b) /*simulate exponentiation ƒ */
/*──────────────────────────────────────────────────────────────────────────────────────*/
topMul: procedure; parse arg a,b; if ABnInf() then return _ /*return the "diagraph": -∞ */
return isRing(a) + isRing(b) /*simulate multiplication ƒ */</lang>
{{out|output|text=&nbsp; when using the internal default input:}}
<pre>
max tropical (x) of 2 with -2 ───► 0
max tropical (+) of -0.001 with -∞ ───► -0.001
max tropical (x) of 0 with -∞ ───► -∞
max tropical (+) of 1.5 with -1 ───► 1.5
max tropical (x) of -0.5 with 0 ───► -0.5
max tropical (^) of 5 with 7 ───► 35
max tropical expression of 5 (x) topAdd(8,7) ───► 13
max tropical expression of (x)(5,8) (+) (x)(5,7) ───► 13
max tropical comparison of 5 (x) with topAdd(8,7) compared to (x)(5,8) with (+) (x)(5,7) ───► true
</pre>
</pre>



Revision as of 00:28, 8 August 2021

Tropical algebra overloading is a draft programming task. It is not yet considered ready to be promoted as a complete task, for reasons that should be found in its talk page.

In algebra, a max tropical semiring (also called a max-plus algebra) is the semiring (ℝ ∪ -Inf, ⊕, ⊗) containing the ring of real numbers ℝ augmented by negative infinity, the max function (returns the greater of two real numbers), and addition.

In max tropical algebra, x ⊕ y = max(x, y) and x ⊗ y = x + y. The identity for ⊕ is -Inf (the max of any number with -infinity is that number), and the identity for ⊗ is 0.

Task
  • Define functions or, if the language supports the symbols as operators, operators for ⊕ and ⊗ that fit the above description. If the language does not support ⊕ and ⊗ as operators but allows overloading operators for a new object type, you may instead overload + and * for a new min tropical albrbraic type. If you cannot overload operators in the language used, define ordinary functions for the purpose.

Show that 2 ⊗ -2 is 0, -0.001 ⊕ -Inf is -0.001, 0 ⊗ -Inf is -Inf, 1.5 ⊕ -1 is 1.5, and -0.5 ⊗ 0 is -0.5.

  • Define exponentiation as serial ⊗, and in general that a to the power of b is a * b, where a is a real number and b must be a positive integer. Use either ↑ or similar up arrow or the carat ^, as an exponentiation operator if this can be used to overload such "exponentiation" in the language being used. Calculate 5 ↑ 7 using this definition.
  • Max tropical algebra is distributive, so that
  a ⊗ (b ⊕ c) equals a ⊗ b ⊕ b ⊗ c, 

where ⊗ has precedence over ⊕. Demonstrate that 5 ⊗ (8 ⊕ 7) equals 5 ⊗ 8 ⊕ 5 ⊗ 7.

  • If the language used does not support operator overloading, you may use ordinary function names such as tropicalAdd(x, y) and tropicalMul(x, y).


See also


ALGOL 68

Algol 68 allows operator overloading and even re-defining the built in operators (though the latter is probably frowned on).
Either existing symbols or new symbols or "bold" (normally uppercase) words can be used. Unfortunately, (X) and (+) can't be used as operator symbols, so X is used for (X), + for (+) and ^ for exponentiaion. The standard + and ^ operators are redefined.
<lang algol68>BEGIN # tropical algebra operator overloading #

   REAL minus inf = - max real;
   PROC real plus = ( REAL a, b )REAL: a + b;
   BEGIN
       PRIO  X = 7; # need to specify the precedence of a new dyadic #
                    # operator, X now has the same precedence as *   #
       OP    X = ( REAL a, b )REAL: real plus( a, b );
       OP    + = ( REAL a, b )REAL: IF a < b THEN b ELSE a FI;
       OP    ^ = ( REAL a, INT b )REAL:
           IF b < 1
           THEN print( ( "0 or -ve right operand for ""^""", newline ) ); stop
           ELSE a * b
           FI;
       # additional operators for integer operands                   #
       OP    X = ( INT a, REAL b )REAL: REAL(a) X      b;
       OP    X = ( REAL a, INT b )REAL: a       X REAL(b);
       OP    X = ( INT a,      b )REAL: REAL(a) X REAL(b);
       OP    + = ( INT a, REAL b )REAL: REAL(a) +      b;
       OP    + = ( REAL a, INT b )REAL: a       + REAL(b);
       OP    + = ( INT a,      b )REAL: REAL(a) + REAL(b);
       OP    ^ = ( INT a,      b )REAL: REAL(a) ^      b;
       # task test cases                                             #
       PROC check = ( REAL result, STRING expr, REAL expected )VOID:
            print( ( expr, IF result = expected THEN " is TRUE" ELSE " is FALSE ****" FI, newline ) );
       check( 2      X -2,        "2 (X) -2          = 0                  ",  0        );
       check( -0.001 + minus inf, "-0.001 (+) -Inf   = -0.001             ", -0.001    );
       check( 0      X minus inf, "0 (X) -Inf        = -Inf               ", minus inf );
       check( 1.5    + 1,         "1.5 (+) -1        = 1.5                ", 1.5       );
       check( -0.5   X 0,         "-0.5 (X) 0        = -0.5               ", -0.5      );
       print( ( "5 ^ 7: ", fixed( 5 ^ 7, -6, 1 ), newline ) );
       check( 5 X ( 8 + 7 ),      "5 (X) ( 8 (+) 7 ) = 5 (X) 8 (+) 5 (X) 7", 5 X 8 + 5 X 7 )
   END

END</lang>

Output:
2 (X) -2          = 0                   is TRUE
-0.001 (+) -Inf   = -0.001              is TRUE
0 (X) -Inf        = -Inf                is TRUE
1.5 (+) -1        = 1.5                 is TRUE
-0.5 (X) 0        = -0.5                is TRUE
5 ^ 7:   35.0
5 (X) ( 8 (+) 7 ) = 5 (X) 8 (+) 5 (X) 7 is TRUE

C++

<lang cpp>#include <iostream>

  1. include <optional>

using namespace std;

class TropicalAlgebra {

   // use an unset std::optional to represent -infinity
   optional<double> m_value;
   

public:

   friend std::ostream& operator<<(std::ostream&, const TropicalAlgebra&);
   friend TropicalAlgebra pow(const TropicalAlgebra& base, unsigned int exponent) noexcept;
   
   // create a point that is initialized to -infinity
   TropicalAlgebra() = default;
   // construct with a value
   explicit TropicalAlgebra(double value) noexcept
       : m_value{value} {}
   // add a value to this one ( p+=q ).  it is common to also overload 
   // the += operator when overloading +
   TropicalAlgebra& operator+=(const TropicalAlgebra& rhs) noexcept
   {
       if(!m_value)
       {
           // this point is -infinity so the other point is max
           *this = rhs;
       }
       else if (!rhs.m_value)
       {
           // since rhs is -infinity this point is max
       }
       else
       {
           // both values are valid, find the max
           *m_value = max(*rhs.m_value, *m_value);
       }
       return *this;
   }
   
   // multiply this value by another (p *= q)
   TropicalAlgebra& operator*=(const TropicalAlgebra& rhs) noexcept
   {
       if(!m_value)
       {
           // since this value is -infinity this point does not need to be
           // modified
       }
       else if (!rhs.m_value)
       {
           // the other point is -infinity, make this -infinity too
           *this = rhs;
       }
       else
       {
           *m_value += *rhs.m_value;
       }
       return *this;
   }

};

// add values (p + q) inline TropicalAlgebra operator+(TropicalAlgebra lhs, const TropicalAlgebra& rhs) noexcept {

   // implemented using the += operator defined above
   lhs += rhs;
   return lhs;

}

// multiply values (p * q) inline TropicalAlgebra operator*(TropicalAlgebra lhs, const TropicalAlgebra& rhs) noexcept {

   lhs *= rhs;
   return lhs;

}

// pow is the idomatic way for exponentiation in C++ inline TropicalAlgebra pow(const TropicalAlgebra& base, unsigned int exponent) noexcept {

   auto result = base;
   for(unsigned int i = 1; i < exponent; i++)
   {
       // compute the power by successive multiplication 
       result *= base;
   }
   return result;

}

// print the point ostream& operator<<(ostream& os, const TropicalAlgebra& pt) {

   if(!pt.m_value) cout << "-Inf\n";
   else cout << *pt.m_value << "\n";
   return os;

}

int main(void) {

   const TropicalAlgebra a(-2);
   const TropicalAlgebra b(-1);
   const TropicalAlgebra c(-0.5);
   const TropicalAlgebra d(-0.001);
   const TropicalAlgebra e(0);
   const TropicalAlgebra h(1.5);
   const TropicalAlgebra i(2);
   const TropicalAlgebra j(5);
   const TropicalAlgebra k(7);
   const TropicalAlgebra l(8);
   const TropicalAlgebra m; // -Inf
   
   cout << "2 * -2 == " << i * a;
   cout << "-0.001 + -Inf == " << d + m;
   cout << "0 * -Inf == " << e * m;
   cout << "1.5 + -1 == " << h + b;
   cout << "-0.5 * 0 == " << c * e;
   cout << "pow(5, 7) == " << pow(j, 7);
   cout << "5 * (8 + 7)) == " << j * (l + k);
   cout << "5 * 8 + 5 * 7 == " << j * l + j * k;

}

</lang>

Output:
2 * -2 == 0
-0.001 + -Inf == -0.001
0 * -Inf == -Inf
1.5 + -1 == 1.5
-0.5 * 0 == -0.5
pow(5, 7) == 35
5 * (8 + 7)) == 13
5 * 8 + 5 * 7 == 13


Factor

Works with: Factor version 0.99 2021-06-02

<lang factor>USING: io kernel math math.order present prettyprint sequences typed ;

ALIAS: ⊕ max ALIAS: ⊗ + PREDICATE: posint < integer 0 > ; TYPED: ↑ ( x: real n: posint -- y: real ) * ;

show ( quot -- )
   dup present rest but-last "⟶ " append write call . ; inline

{

   [ 2 -2 ⊗ ]
   [ -0.001 -1/0. ⊕ ]
   [ 0 -1/0. ⊗ ]
   [ 1.5 -1 ⊕ ]
   [ -0.5 0 ⊗ ]
   [ 5 7 ↑ ]
   [ 8 7 ⊕ 5 ⊗ ]
   [ 5 8 ⊗ 5 7 ⊗ ⊕ ]
   [ 8 7 ⊕ 5 ⊗   5 8 ⊗ 5 7 ⊗ ⊕   = ]

} [ show ] each</lang>

Output:
 2 -2 ⊗ ⟶ 0
 -0.001 -1/0. ⊕ ⟶ -0.001
 0 -1/0. ⊗ ⟶ -1/0.
 1.5 -1 ⊕ ⟶ 1.5
 -0.5 0 ⊗ ⟶ -0.5
 5 7 ↑ ⟶ 35
 8 7 ⊕ 5 ⊗ ⟶ 13
 5 8 ⊗ 5 7 ⊗ ⊕ ⟶ 13
 8 7 ⊕ 5 ⊗ 5 8 ⊗ 5 7 ⊗ ⊕ = ⟶ t

Go

Translation of: Wren

Go doesn't support operator overloading so we need to use functions instead. <lang go>package main

import (

   "fmt"
   "log"
   "math"

)

var MinusInf = math.Inf(-1)

type MaxTropical struct{ r float64 }

func newMaxTropical(r float64) MaxTropical {

   if math.IsInf(r, 1) || math.IsNaN(r) {
       log.Fatal("Argument must be a real number or negative infinity.")
   }
   return MaxTropical{r}

}

func (t MaxTropical) eq(other MaxTropical) bool {

   return t.r == other.r

}

// equivalent to ⊕ operator func (t MaxTropical) add(other MaxTropical) MaxTropical {

   if t.r == MinusInf {
       return other
   }
   if other.r == MinusInf {
       return t
   }
   return newMaxTropical(math.Max(t.r, other.r))

}

// equivalent to ⊗ operator func (t MaxTropical) mul(other MaxTropical) MaxTropical {

   if t.r == 0 {
       return other
   }
   if other.r == 0 {
       return t
   }
   return newMaxTropical(t.r + other.r)

}

// exponentiation function func (t MaxTropical) pow(e int) MaxTropical {

   if e < 1 {
       log.Fatal("Exponent must be a positive integer.")
   }
   if e == 1 {
       return t
   }
   p := t
   for i := 2; i <= e; i++ {
       p = p.mul(t)
   }
   return p

}

func (t MaxTropical) String() string {

   return fmt.Sprintf("%g", t.r)

}

func main() {

   // 0 denotes ⊕ and 1 denotes ⊗
   data := [][]float64{
       {2, -2, 1},
       {-0.001, MinusInf, 0},
       {0, MinusInf, 1},
       {1.5, -1, 0},
       {-0.5, 0, 1},
   }
   for _, d := range data {
       a := newMaxTropical(d[0])
       b := newMaxTropical(d[1])
       if d[2] == 0 {
           fmt.Printf("%s ⊕ %s = %s\n", a, b, a.add(b))
       } else {
           fmt.Printf("%s ⊗ %s = %s\n", a, b, a.mul(b))
       }
   }
   c := newMaxTropical(5)
   fmt.Printf("%s ^ 7 = %s\n", c, c.pow(7))
   d := newMaxTropical(8)
   e := newMaxTropical(7)
   f := c.mul(d.add(e))
   g := c.mul(d).add(c.mul(e))
   fmt.Printf("%s ⊗ (%s ⊕ %s) = %s\n", c, d, e, f)
   fmt.Printf("%s ⊗ %s ⊕ %s ⊗ %s = %s\n", c, d, c, e, g)
   fmt.Printf("%s ⊗ (%s ⊕ %s) == %s ⊗ %s ⊕ %s ⊗ %s is %t\n", c, d, e, c, d, c, e, f.eq(g))

}</lang>

Output:
2 ⊗ -2 = 0
-0.001 ⊕ -Inf = -0.001
0 ⊗ -Inf = -Inf
1.5 ⊕ -1 = 1.5
-0.5 ⊗ 0 = -0.5
5 ^ 7 = 35
5 ⊗ (8 ⊕ 7) = 13
5 ⊗ 8 ⊕ 5 ⊗ 7 = 13
5 ⊗ (8 ⊕ 7) == 5 ⊗ 8 ⊕ 5 ⊗ 7 is true

Julia

<lang julia>⊕(x, y) = max(x, y) ⊗(x, y) = x + y ↑(x, y) = (@assert round(y) == y && y > 0; x * y)

@show 2 ⊗ -2 @show -0.001 ⊕ -Inf @show 0 ⊗ -Inf @show 1.5 ⊕ -1 @show -0.5 ⊗ 0 @show 5↑7 @show 5 ⊗ (8 ⊕ 7) @show 5 ⊗ 8 ⊕ 5 ⊗ 7 @show 5 ⊗ (8 ⊕ 7) == 5 ⊗ 8 ⊕ 5 ⊗ 7

</lang>

Output:
2 ⊗ -2 = 0
-0.001 ⊕ -Inf = -0.001
0 ⊗ -Inf = -Inf
1.5 ⊕ -1 = 1.5
-0.5 ⊗ 0 = -0.5
5 ↑ 7 = 35
5 ⊗ (8 ⊕ 7) = 13
5 ⊗ 8 ⊕ 5 ⊗ 7 = 13
5 ⊗ (8 ⊕ 7) == 5 ⊗ 8 ⊕ 5 ⊗ 7 = true

Nim

We could define ⊕ and ⊗ as procedures but would have to use ⊕(a, b) and ⊗(a, b) instead of the more natural a ⊕ b and a ⊗ b. We preferred to define a type MaxTropical distinct of float. In Nim, it is possible to borrow operations from the parent type, which we did for operator `<=` (required by the standard max function), operator `==` needed for comparison and for function `$` to convert a value to its string representation. The ⊕ operator is then defined by overloading of the `+` operator and the ⊗ operator by overloading of the `*` operator.

We also defined the -Inf value as a constant, MinusInfinity.

<lang Nim>import strformat

type MaxTropical = distinct float

const MinusInfinity = MaxTropical NegInf

  1. Borrowed functions.

func `<=`(a, b: MaxTropical): bool {.borrow.} # required by "max". func `==`(a, b: MaxTropical): bool {.borrow} func `$`(a: MaxTropical): string {.borrow.}

  1. ⊕ operator.

func `+`(a, b: MaxTropical): MaxTropical = max(a, b)

  1. ⊗ operator.

func `*`(a, b: MaxTropical): MaxTropical = MaxTropical float(a) + float(b)

  1. ⊗= operator, used here for exponentiation.

func `*=`(a: var MaxTropical; b: MaxTropical) =

 float(a) += float(b)
  1. ↑ operator (this can be seen as an overloading of the ^ operator from math module).

func `^`(a: MaxTropical; b: Positive): MaxTropical =

 case b
 of 1: return a
 of 2: return a * a
 of 3: return a * a * a
 else:
   result = a
   for n in 2..b:
     result *= a


echo &"2 ⊗ -2 = {MaxTropical(2) * MaxTropical(-2)}" echo &"-0.001 ⊕ -Inf = {MaxTropical(-0.001) + MinusInfinity}" echo &"0 ⊗ -Inf = {MaxTropical(0) * MinusInfinity}" echo &"1.5 ⊕ -1 = {MaxTropical(1.5) + MaxTropical(-1)}" echo &"-0.5 ⊗ 0 = {MaxTropical(-0.5) * MaxTropical(0)}" echo &"5↑7 = {MaxTropical(5)^7}" echo() let x = MaxTropical(5) * (MaxTropical(8) + MaxTropical(7)) let y = MaxTropical(5) * MaxTropical(8) + MaxTropical(5) * MaxTropical(7) echo &"5 ⊗ (8 ⊕ 7) = {x}" echo &"5 ⊗ 8 ⊕ 5 ⊗ 7 = {y}" echo &"So 5 ⊗ (8 ⊕ 7) equals 5 ⊗ 8 ⊕ 5 ⊗ 7 is {x == y}."</lang>

Output:
2 ⊗ -2 = 0.0
-0.001 ⊕ -Inf = -0.001
0 ⊗ -Inf = -inf
1.5 ⊕ -1 = 1.5
-0.5 ⊗ 0 = -0.5
5↑7 = 35.0

5 ⊗ (8 ⊕ 7) = 13.0
5 ⊗ 8 ⊕ 5 ⊗ 7 = 13.0
So 5 ⊗ (8 ⊕ 7) equals 5 ⊗ 8 ⊕ 5 ⊗ 7 is true.

Phix

Phix does not support operator overloading. I trust max is self-evident, sq_add and sq_mul are existing wrappers to the + and * operators, admittedly with extra (sequence) functionality we don't really need here, but they'll do just fine.

with javascript_semantics
requires("1.0.1") -- (minor/backportable bugfix rqd to handling of -inf in printf[1])
constant tropicalAdd = max,
         tropicalMul = sq_add,
         tropicalExp = sq_mul,
         inf = 1e300*1e300

printf(1,"tropicalMul(2,-2) = %g\n",
         {tropicalMul(2,-2)})
printf(1,"tropicalAdd(-0.001,-inf) = %g\n",
         {tropicalAdd(-0.001,-inf)})
printf(1,"tropicalMul(0,-inf) = %g\n",
         {tropicalMul(0,-inf)})
printf(1,"tropicalAdd(1.5,-1) = %g\n",
         {tropicalAdd(1.5,-1)})
printf(1,"tropicalMul(-0.5,0) = %g\n",
         {tropicalMul(-0.5,0)})
printf(1,"tropicalExp(5,7) = %g\n",
         {tropicalExp(5,7)})
printf(1,"tropicalMul(5,tropicalAdd(8,7)) = %g\n",
         {tropicalMul(5,tropicalAdd(8,7))})
printf(1,"tropicalAdd(tropicalMul(5,8),tropicalMul(5,7)) = %g\n",
         {tropicalAdd(tropicalMul(5,8),tropicalMul(5,7))})
printf(1,"tropicalMul(5,tropicalAdd(8,7)) == tropicalAdd(tropicalMul(5,8),tropicalMul(5,7)) = %t\n",
         {tropicalMul(5,tropicalAdd(8,7)) == tropicalAdd(tropicalMul(5,8),tropicalMul(5,7))})

[1]This task exposed a couple of "and o!=inf" that needed to become "and o!=inf and o!=-inf" in builtins\VM\pprintfN.e - thanks!

Output:
tropicalMul(2,-2) = 0
tropicalAdd(-0.001,-inf) = -0.001
tropicalMul(0,-inf) = -inf
tropicalAdd(1.5,-1) = 1.5
tropicalMul(-0.5,0) = -0.5
tropicalExp(5,7) = 35
tropicalMul(5,tropicalAdd(8,7)) = 13
tropicalAdd(tropicalMul(5,8),tropicalMul(5,7)) = 13
tropicalMul(5,tropicalAdd(8,7)) == tropicalAdd(tropicalMul(5,8),tropicalMul(5,7)) = true

Python

<lang python>from numpy import Inf

class MaxTropical:

   """
   Class for max tropical algebra.
   x + y is max(x, y) and X * y is x + y
   """
   def __init__(self, x=0):
       self.x = x
   def __str__(self):
       return str(self.x)
   def __add__(self, other):
       return MaxTropical(max(self.x, other.x))
   def __mul__(self, other):
       return MaxTropical(self.x + other.x)
   def __pow__(self, other):
       assert other.x // 1 == other.x and other.x > 0, "Invalid Operation" 
       return MaxTropical(self.x * other.x)
   def __eq__(self, other):
       return self.x == other.x


if __name__ == "__main__":

   a = MaxTropical(-2)
   b = MaxTropical(-1)
   c = MaxTropical(-0.5)
   d = MaxTropical(-0.001)
   e = MaxTropical(0)
   f = MaxTropical(0.5)
   g = MaxTropical(1)
   h = MaxTropical(1.5)
   i = MaxTropical(2)
   j = MaxTropical(5)
   k = MaxTropical(7)
   l = MaxTropical(8)
   m = MaxTropical(-Inf)
   print("2 * -2 == ", i * a)
   print("-0.001 + -Inf == ", d + m)
   print("0 * -Inf == ", e * m)
   print("1.5 + -1 == ", h + b)
   print("-0.5 * 0 == ", c * e)
   print("5**7 == ", j**k)
   print("5 * (8 + 7)) == ", j * (l + k))
   print("5 * 8 + 5 * 7 == ", j * l + j * k)
   print("5 * (8 + 7) == 5 * 8 + 5 * 7", j * (l + k) == j * l + j * k)

</lang>

Output:
2 * -2 ==  0
-0.001 + -Inf ==  -0.001
0 * -Inf ==  -inf
1.5 + -1 ==  1.5
-0.5 * 0 ==  -0.5
5 ** 7 ==  35
5 * (8 + 7)) ==  13
5 * 8 + 5 * 7 ==  13
5 * (8 + 7) == 5 * 8 + 5 * 7 True

R

R's overloaded operators, denoted by %_%, have different precedence order than + and *, so parentheses are needed for the distributive example. <lang r>"%+%"<- function(x, y) max(x, y)

"%*%" <- function(x, y) x + y

"%^%" <- function(x, y) {

 stopifnot(round(y) == y && y > 0)
 x * y

}

cat("2 %*% -2 ==", 2 %*% -2, "\n") cat("-0.001 %+% -Inf ==", 0.001 %+% -Inf, "\n") cat("0 %*% -Inf ==", 0 %*% -Inf, "\n") cat("1.5 %+% -1 ==", 1.5 %+% -1, "\n") cat("-0.5 %*% 0 ==", -0.5 %*% 0, "\n") cat("5^7 ==", 5 %^% 7, "\n") cat("5 %*% (8 %+% 7)) ==", 5 %*% (8 %+% 7), "\n") cat("5 %*% 8 %+% 5 %*% 7 ==", (5 %*% 8) %+% (5 %*% 7), "\n") cat("5 %*% 8 %+% 5 %*% 7 == 5 %*% (8 %+% 7))", 5 %*% (8 %+% 7) == (5 %*% 8) %+% (5 %*% 7), "\n")

</lang>

Output:
2 %*% -2 == 0
-0.001 %+% -Inf == 0.001
0 %*% -Inf == -Inf
1.5 %+% -1 == 1.5
-0.5 %*% 0 == -0.5
5^7 == 35
5 %*% (8 %+% 7)) == 13 
5 %*% 8 %+% 5 %*% 7 == 13
5 %*% 8 %+% 5 %*% 7 == 5 %*% (8 %+% 7)) TRUE

REXX

<lang rexx>/*REXX pgm demonstrates max tropical semi─ring with overloading: topAdd, topMul, topExp.*/ numeric digits 1000 /*be able to handle negative infinity. */ call negInf /*assign value of -∞ to a variable.*/ @comp= ' compared to '; @with= ' with '; @yields= ' ───► '

                                 x= 2;                    y= -2

say 'max tropical (x) of ' x @with y @yields topMul(x, y)

                                   x= -0.001;             y= nInf

say 'max tropical (+) of ' x @with y @yields topAdd(x, y)

                                   x= 0;                  y= nInf

say 'max tropical (x) of ' x @with y @yields topMul(x, y)

                                   x= 1.5;                y= -1

say 'max tropical (+) of ' x @with y @yields topAdd(x, y)

                                   x= -0.5;               y= 0

say 'max tropical (x) of' x @with y @yields topMul(x, y)

                                   x= 5;                  y= 7

say 'max tropical (^) of ' x @with y @yields topExp(x, y)

                                   x= 5;                  y= topAdd(8, 7)

say 'max tropical expression of ' x "(x) topAdd(8,7)" @yields topMul(x, y)

                                   x= topMul(5, 8);       y= topMul(5, 7)

say 'max tropical expression of ' "(x)(5,8) (+) (x)(5,7)" @yields topAdd(x, y)

                                   x= 5;                  y= topAdd(8, 7)
                                   a= topMul(5, 8);       b= topMul(5, 7)

say 'max tropical comparison of ' x '(x)' @with "topAdd(8,7)" @comp ,

                                  "(x)(5,8)"  @with '(+) (x)(5,7)'       @yields  ,
                                   topToF( topMul(x, y)  ==  topAdd(a, b) )

exit 0 /*stick a fork in it, we're all done. */ /*──────────────────────────────────────────────────────────────────────────────────────*/ ABnInf: if b== then b=a; __= negInf(); _= nInf(); return a==__ | a==_ | b==__ | b==_ notNum: call sayErr "argument isn't numeric or minus infinity:", arg(1) /*tell error.*/ negInf: negInf= '-1e' || (digits()-1); call nInf; return negInf /*simulate a -∞ value.*/ nInf: nInf= '-∞'; return nInf /*return the "diagraph": -∞ */ sayErr: say; say '***error***' arg(1) arg(2); say; exit 13 /*issue error message──►term*/ topAdd: procedure; parse arg a,b; return max(isRing(a),isRing(b)) /*simulate max add ƒ */ topToF: procedure; parse arg ?; return word('false true',1+?) /*return true | false.*/ /*──────────────────────────────────────────────────────────────────────────────────────*/ isNum: procedure; parse arg a; if ABnInf() then a= negInf() /*replace A with -∞?*/

       return datatype(a, 'Num')                           /*is arg numeric? Ret 1 or 0*/

/*──────────────────────────────────────────────────────────────────────────────────────*/ isRing: procedure; parse arg a; if ABnInf() then return negInf /*return -∞ */

       if isNum(a) | a==negInf()  then return a;  call notNum a           /*show error.*/

/*──────────────────────────────────────────────────────────────────────────────────────*/ topExp: procedure; parse arg a,b; if ABnInf() then return _ /*return the "diagraph": -∞ */

       return isRing(a) * isRing(b)                        /*simulate exponentiation ƒ */

/*──────────────────────────────────────────────────────────────────────────────────────*/ topMul: procedure; parse arg a,b; if ABnInf() then return _ /*return the "diagraph": -∞ */

       return isRing(a) + isRing(b)                        /*simulate multiplication ƒ */</lang>
output   when using the internal default input:
max tropical    (x)     of  2  with  -2   ───►   0
max tropical    (+)     of  -0.001  with  -∞   ───►   -0.001
max tropical    (x)     of  0  with  -∞   ───►   -∞
max tropical    (+)     of  1.5  with  -1   ───►   1.5
max tropical    (x)     of -0.5  with  0   ───►   -0.5
max tropical    (^)     of  5  with  7   ───►   35
max tropical expression of  5 (x)   topAdd(8,7)   ───►   13
max tropical expression of  (x)(5,8)   (+)   (x)(5,7)   ───►   13
max tropical comparison of  5 (x)  with  topAdd(8,7)  compared to  (x)(5,8)  with  (+) (x)(5,7)   ───►   true

Wren

<lang ecmascript>var MinusInf = -1/0

class MaxTropical {

   construct new(r) {
       if (r.type != Num || r == 1/0 || r == 0/0) {
           Fiber.abort("Argument must be a real number or negative infinity.")
       }
       _r = r
   }
   r { _r }
   ==(other) {
       if (other.type != MaxTropical) Fiber.abort("Argument must be a MaxTropical object.")
       return _r == other.r
   }
   // equivalent to ⊕ operator
   +(other) {
       if (other.type != MaxTropical) Fiber.abort("Argument must be a MaxTropical object.")
       if (_r == MinusInf) return other
       if (other.r == MinusInf) return this
       return MaxTropical.new(_r.max(other.r))
   }
   // equivalent to ⊗ operator
   *(other) {
       if (other.type != MaxTropical) Fiber.abort("Argument must be a MaxTropical object.")
       if (_r == 0) return other
       if (other.r == 0) return this
       return MaxTropical.new(_r + other.r)
   }
   // exponentiation operator
   ^(e) {
       if (e.type != Num || !e.isInteger || e < 1) {
           Fiber.abort("Argument must be a positive integer.")
       }
       if (e == 1) return this
       var pow = MaxTropical.new(_r)
       for (i in 2..e) pow = pow * this
       return pow
   }
   toString { _r.toString }

}

var data = [

   [2, -2, "⊗"],
   [-0.001, MinusInf, "⊕"],
   [0, MinusInf, "⊗"],
   [1.5, -1, "⊕"],
   [-0.5, 0, "⊗"]

] for (d in data) {

   var a = MaxTropical.new(d[0])
   var b = MaxTropical.new(d[1])
   if (d[2] == "⊕") {
       System.print("%(a) ⊕ %(b) = %(a + b)")
   } else {
       System.print("%(a) ⊗ %(b) = %(a * b)")
   }

}

var c = MaxTropical.new(5) System.print("%(c) ^ 7 = %(c ^ 7)")

var d = MaxTropical.new(8) var e = MaxTropical.new(7) var f = c * (d + e) var g = c * d + c * e System.print("%(c) ⊗ (%(d) ⊕ %(e)) = %(f)") System.print("%(c) ⊗ %(d) ⊕ %(c) ⊗ %(e) = %(g)") System.print("%(c) ⊗ (%(d) ⊕ %(e)) == %(c) ⊗ %(d) ⊕ %(c) ⊗ %(e) is %(f == g)")</lang>

Output:
2 ⊗ -2 = 0
-0.001 ⊕ -infinity = -0.001
0 ⊗ -infinity = -infinity
1.5 ⊕ -1 = 1.5
-0.5 ⊗ 0 = -0.5
5 ^ 7 = 35
5 ⊗ (8 ⊕ 7) = 13
5 ⊗ 8 ⊕ 5 ⊗ 7 = 13
5 ⊗ (8 ⊕ 7) == 5 ⊗ 8 ⊕ 5 ⊗ 7 is true