det.hpp

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#pragma once
 
#include <cmath>
#include <string>
#include <type_traits>
 
#include "NumCpp/Core/Internal/Error.hpp"
#include "NumCpp/Core/Internal/StaticAsserts.hpp"
#include "NumCpp/Core/Internal/TypeTraits.hpp"
#include "NumCpp/Core/Shape.hpp"
#include "NumCpp/Core/Types.hpp"
#include "NumCpp/NdArray.hpp"
 
namespace nc::linalg
{
    namespace detail
    {
        //============================================================================
        // Method Description:
        template<typename dtype>
        auto det(const NdArray<dtype>& inArray, uint32 order)
            -> std::conditional_t<std::is_integral_v<dtype>, int64, double>
        {
            STATIC_ASSERT_ARITHMETIC(dtype);
 
            using ReturnType = std::conditional_t<std::is_integral_v<dtype>, int64, double>;
 
            if (order == 1)
            {
                return static_cast<ReturnType>(inArray.front());
            }
 
            if (order == 2)
            {
                return static_cast<ReturnType>(inArray(0, 0)) * static_cast<ReturnType>(inArray(1, 1)) -
                       static_cast<ReturnType>(inArray(0, 1)) * static_cast<ReturnType>(inArray(1, 0));
            }
 
            if (order == 3)
            {
                const auto aei = static_cast<ReturnType>(inArray(0, 0)) * static_cast<ReturnType>(inArray(1, 1)) *
                                 static_cast<ReturnType>(inArray(2, 2));
                const auto bfg = static_cast<ReturnType>(inArray(0, 1)) * static_cast<ReturnType>(inArray(1, 2)) *
                                 static_cast<ReturnType>(inArray(2, 0));
                const auto cdh = static_cast<ReturnType>(inArray(0, 2)) * static_cast<ReturnType>(inArray(1, 0)) *
                                 static_cast<ReturnType>(inArray(2, 1));
                const auto ceg = static_cast<ReturnType>(inArray(0, 2)) * static_cast<ReturnType>(inArray(1, 1)) *
                                 static_cast<ReturnType>(inArray(2, 0));
                const auto bdi = static_cast<ReturnType>(inArray(0, 1)) * static_cast<ReturnType>(inArray(1, 0)) *
                                 static_cast<ReturnType>(inArray(2, 2));
                const auto afh = static_cast<ReturnType>(inArray(0, 0)) * static_cast<ReturnType>(inArray(1, 2)) *
                                 static_cast<ReturnType>(inArray(2, 1));
 
                return aei + bfg + cdh - ceg - bdi - afh;
            }
 
            ReturnType     determinant = 0;
            ReturnType     sign        = 1;
            NdArray<dtype> submat(order - 1);
 
            for (uint32 c = 0; c < order; ++c)
            {
                uint32 subi = 0;
                for (uint32 i = 1; i < order; ++i)
                {
                    uint32 subj = 0;
                    for (uint32 j = 0; j < order; ++j)
                    {
                        if (j == c)
                        {
                            continue;
                        }
 
                        submat(subi, subj++) = inArray(i, j);
                    }
                    ++subi;
                }
 
                determinant += (sign * static_cast<ReturnType>(inArray(0, c)) * det(submat, order - 1));
                sign *= -1;
            }
 
            return determinant;
        }
        auto det(const NdArray<dtype>& inArray, uint32 order) {…}
    } // namespace detail
    namespace detail {…}
 
    //============================================================================
    // Method Description:
    template<typename dtype>
    auto det(const NdArray<dtype>& inArray)
    {
        STATIC_ASSERT_ARITHMETIC(dtype);
 
        const Shape inShape = inArray.shape();
        if (!inShape.issquare())
        {
            THROW_INVALID_ARGUMENT_ERROR("input array must be square.");
        }
 
        return detail::det(inArray, inShape.rows);
    }
    auto det(const NdArray<dtype>& inArray) {…}
} // namespace nc::linalg