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#ifndef PYTHONIC_NUMPY_RANDOM_NEGATIVE_BINOMIAL_HPP
#define PYTHONIC_NUMPY_RANDOM_NEGATIVE_BINOMIAL_HPP
#include "pythonic/include/numpy/random/negative_binomial.hpp"
#include "pythonic/include/numpy/random/generator.hpp"
#include "pythonic/types/ndarray.hpp"
#include "pythonic/types/NoneType.hpp"
#include "pythonic/types/tuple.hpp"
#include "pythonic/utils/functor.hpp"
#include <random>
#include <algorithm>
PYTHONIC_NS_BEGIN
namespace numpy
{
namespace random
{
template <class pS>
types::ndarray<double, pS> negative_binomial(double n, double p,
pS const &shape)
{
types::ndarray<double, pS> result{shape, types::none_type()};
std::gamma_distribution<double> distribution_gamma{n, (1 - p) / p};
std::generate(result.fbegin(), result.fend(), [&]() {
return std::poisson_distribution<long>{
(distribution_gamma(details::generator))}(details::generator);
});
return result;
}
auto negative_binomial(double n, double p, long size)
-> decltype(negative_binomial(n, p, types::array<long, 1>{{size}}))
{
return negative_binomial(n, p, types::array<long, 1>{{size}});
}
double negative_binomial(double n, double p, types::none_type d)
{
std::gamma_distribution<double> distribution_gamma{n, (1 - p) / p};
return std::poisson_distribution<long>{
(distribution_gamma(details::generator))}(details::generator);
}
}
}
PYTHONIC_NS_END
#endif