How to resolve the algorithm Monads/List monad step by step in the C++ programming language

Published on 7 June 2024 03:52 AM

How to resolve the algorithm Monads/List monad step by step in the C++ programming language

Table of Contents

Problem Statement

A Monad is a combination of a data-type with two helper functions written for that type. The data-type can be of any kind which can contain values of some other type – common examples are lists, records, sum-types, even functions or IO streams. The two special functions, mathematically known as eta and mu, but usually given more expressive names like 'pure', 'return', or 'yield' and 'bind', abstract away some boilerplate needed for pipe-lining or enchaining sequences of computations on values held in the containing data-type. The bind operator in the List monad enchains computations which return their values wrapped in lists. One application of this is the representation of indeterminacy, with returned lists representing a set of possible values. An empty list can be returned to express incomputability, or computational failure. A sequence of two list monad computations (enchained with the use of bind) can be understood as the computation of a cartesian product. The natural implementation of bind for the List monad is a composition of concat and map, which, used with a function which returns its value as a (possibly empty) list, provides for filtering in addition to transformation or mapping.

Demonstrate in your programming language the following:

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Step by Step solution about How to resolve the algorithm Monads/List monad step by step in the C++ programming language

The provided C++ code demonstrates a concise and powerful approach to functional programming using the list monad and function composition techniques.

  1. List Monad and Bind Operator:

    • The std::vector class is utilized as a list monad.
    • The >> operator is defined as the bind function, which allows for sequential application of functions to a list monad. When applying f to a monad containing x, the result is a new monad containing f(x).
  2. Pure Function:

    • The Pure function wraps a value in a one-element list monad.
  3. Monadic Functions:

    • Double: Multiplies each item in the list monad by 2.
    • Increment: Increments each item in the list monad.
    • NiceNumber: Converts each item in the list monad to a string.
  4. UpperSequence Function:

    • Given a starting value, this function returns a list monad containing a sequence of numbers up to a specified maximum value.
  5. Monadic Composition Example:

    • The code showcases how to apply multiple functions sequentially to a list monad:
    auto listMonad = vector<int> {2, 3, 4} >> Increment >> Double >> NiceNumber;

    This line applies the Increment, Double, and NiceNumber functions to the list {2, 3, 4} using the monadic bind >>.

  6. Finding Pythagorean Triples:

    • The code demonstrates how to apply the list monad to find Pythagorean triples (where x^2 + y^2 = z^2).
    • It creates three list monads for x, y, and z and uses the bind operator to combine them and check if they satisfy the Pythagorean condition.
    • The final result is a list of Pythagorean triples.
  7. Printing Functions:

    • PrintVector prints the elements of a vector.
    • PrintTriples prints the Pythagorean triples in a structured format.

Overall, the code showcases a clear and expressive way to apply functional programming techniques in C++ by utilizing a list monad and function composition to achieve complex operations in a concise and elegant manner.

Source code in the cpp programming language

#include <iostream>
#include <vector>

using namespace std;

// std::vector can be a list monad.  Use the >> operator as the bind function
template <typename T>
auto operator>>(const vector<T>& monad, auto f)
{
    // Declare a vector of the same type that the function f returns
    vector<remove_reference_t<decltype(f(monad.front()).front())>> result;
    for(auto& item : monad)
    {
        // Apply the function f to each item in the monad. f will return a
        // new list monad containing 0 or more items. 
        const auto r = f(item);
        // Concatenate the results of f with previous results
        result.insert(result.end(), begin(r), end(r));
    }
    
    return result;
}

// The Pure function returns a vector containing one item, t
auto Pure(auto t)
{
    return vector{t};
}

// A function to double items in the list monad
auto Double(int i)
{
    return Pure(2 * i);
}

// A function to increment items
auto Increment(int i)
{
    return Pure(i + 1);
}

// A function to convert items to a string
auto NiceNumber(int i)
{
    return Pure(to_string(i) + " is a nice number\n");
}

// A function to map an item to a sequence ending at max value
// for example: 497 -> {497, 498, 499, 500}
auto UpperSequence = [](auto startingVal)
{
    const int MaxValue = 500;
    vector<decltype(startingVal)> sequence;
    while(startingVal <= MaxValue) 
        sequence.push_back(startingVal++);
    return sequence;
};

// Print contents of a vector
void PrintVector(const auto& vec)
{
    cout << " ";
    for(auto value : vec)
    {
        cout << value << " ";
    }
    cout << "\n";
}

// Print the Pythagorean triples
void PrintTriples(const auto& vec)
{
    cout << "Pythagorean triples:\n";
    for(auto it = vec.begin(); it != vec.end();)
    {
        auto x = *it++;
        auto y = *it++;
        auto z = *it++;
        
        cout << x << ", " << y << ", " << z << "\n";
    }
    cout << "\n";
}

int main()
{
    // Apply Increment, Double, and NiceNumber to {2, 3, 4} using the monadic bind 
    auto listMonad = 
        vector<int> {2, 3, 4} >> 
        Increment >> 
        Double >>
        NiceNumber;
        
    PrintVector(listMonad);
    
    // Find Pythagorean triples using the list monad.  The 'x' monad list goes
    // from 1 to the max; the 'y' goes from the current 'x' to the max; and 'z'
    // goes from the current 'y' to the max.  The last bind returns the triplet
    // if it is Pythagorean, otherwise it returns an empty list monad.
    auto pythagoreanTriples = UpperSequence(1) >> 
        [](int x){return UpperSequence(x) >>
        [x](int y){return UpperSequence(y) >>
        [x, y](int z){return (x*x + y*y == z*z) ? vector{x, y, z} : vector<int>{};};};};
    
    PrintTriples(pythagoreanTriples);
}


  

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