exponential.hpp

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#pragma once
 
#include <algorithm>
#include <random>
 
#include "NumCpp/Core/Internal/StaticAsserts.hpp"
#include "NumCpp/Core/Shape.hpp"
#include "NumCpp/NdArray.hpp"
#include "NumCpp/Random/generator.hpp"
 
namespace nc::random
{
    namespace detail
    {
        //============================================================================
        // Method Description:
        template<typename dtype, typename GeneratorType = std::mt19937>
        dtype exponential(GeneratorType& generator, dtype inScaleValue = 1)
        {
            STATIC_ASSERT_ARITHMETIC(dtype);
 
            std::exponential_distribution<dtype> dist(inScaleValue);
            return dist(generator);
        }
 
        //============================================================================
        // Method Description:
        template<typename dtype, typename GeneratorType = std::mt19937>
        NdArray<dtype> exponential(GeneratorType& generator, const Shape& inShape, dtype inScaleValue = 1)
        {
            STATIC_ASSERT_ARITHMETIC(dtype);
 
            NdArray<dtype> returnArray(inShape);
 
            std::exponential_distribution<dtype> dist(inScaleValue);
 
            std::for_each(returnArray.begin(),
                          returnArray.end(),
                          [&generator, &dist](dtype& value) -> void { value = dist(generator); });
 
            return returnArray;
        }
    } // namespace detail
 
    //============================================================================
    // Method Description:
    template<typename dtype>
    dtype exponential(dtype inScaleValue = 1)
    {
        return detail::exponential(generator_, inScaleValue);
    }
 
    //============================================================================
    // Method Description:
    template<typename dtype>
    NdArray<dtype> exponential(const Shape& inShape, dtype inScaleValue = 1)
    {
        return detail::exponential(generator_, inShape, inScaleValue);
    }
} // namespace nc::random