1#ifndef STAN_MATH_OPENCL_PRIM_GUMBEL_CDF_HPP
2#define STAN_MATH_OPENCL_PRIM_GUMBEL_CDF_HPP
30 typename T_y_cl,
typename T_loc_cl,
typename T_scale_cl,
32 T_scale_cl>* =
nullptr,
33 require_any_not_stan_scalar_t<T_y_cl, T_loc_cl, T_scale_cl>* =
nullptr>
36 const T_scale_cl&
beta) {
37 static constexpr const char* function =
"gumbel_cdf(OpenCL)";
43 mu,
"Scale parameter",
beta);
54 const auto& mu_val =
value_of(mu_col);
55 const auto& beta_val =
value_of(beta_col);
58 =
check_cl(function,
"Random variable", y_val,
"not NaN");
59 auto y_not_nan_expr = !isnan(y_val);
61 =
check_cl(function,
"Location parameter", mu_val,
"finite");
62 auto mu_finite_expr =
isfinite(mu_val);
63 auto check_beta_positive
64 =
check_cl(function,
"Scale parameter", beta_val,
"positive");
65 auto beta_positive_expr = 0.0 < beta_val;
67 auto scaled_diff =
elt_divide(y_val - mu_val, beta_val);
68 auto exp_m_scaled_diff =
exp(-scaled_diff);
69 auto cdf_n =
exp(-exp_m_scaled_diff);
71 auto rep_deriv =
elt_divide(
exp(-scaled_diff - exp_m_scaled_diff),
79 results(check_y_not_nan, check_mu_finite, check_beta_positive, cdf_cl,
80 mu_deriv_cl, beta_deriv_cl)
82 y_not_nan_expr, mu_finite_expr, beta_positive_expr, cdf_expr,
90 auto mu_deriv = -y_deriv;
95 results(y_deriv_cl, mu_deriv_cl, beta_deriv_cl)
103 partials<0>(ops_partials) = std::move(y_deriv_cl);
106 partials<1>(ops_partials) = std::move(mu_deriv_cl);
109 partials<2>(ops_partials) = std::move(beta_deriv_cl);
111 return ops_partials.build(cdf);
Represents an arithmetic matrix on the OpenCL device.
elt_multiply_< as_operation_cl_t< T_a >, as_operation_cl_t< T_b > > elt_multiply(T_a &&a, T_b &&b)
isfinite_< as_operation_cl_t< T > > isfinite(T &&a)
auto check_cl(const char *function, const char *var_name, T &&y, const char *must_be)
Constructs a check on opencl matrix or expression.
results_cl< T_results... > results(T_results &&... results)
Deduces types for constructing results_cl object.
auto as_column_vector_or_scalar(T &&a)
as_column_vector_or_scalar of a kernel generator expression.
auto colwise_prod(T &&a)
Column wise product - reduction of a kernel generator expression.
elt_divide_< as_operation_cl_t< T_a >, as_operation_cl_t< T_b > > elt_divide(T_a &&a, T_b &&b)
calc_if_< true, as_operation_cl_t< T > > calc_if(T &&a)
expressions_cl< T_expressions... > expressions(T_expressions &&... expressions)
Deduces types for constructing expressions_cl object.
return_type_t< T_y_cl, T_loc_cl, T_scale_cl > gumbel_cdf(const T_y_cl &y, const T_loc_cl &mu, const T_scale_cl &beta)
Returns the gumbel cumulative distribution function for the given location, and scale.
auto from_matrix_cl(const T &src)
Copies the source matrix that is stored on the OpenCL device to the destination Eigen matrix.
require_all_t< is_prim_or_rev_kernel_expression< std::decay_t< Types > >... > require_all_prim_or_rev_kernel_expression_t
Require type satisfies is_prim_or_rev_kernel_expression.
typename return_type< Ts... >::type return_type_t
Convenience type for the return type of the specified template parameters.
value_type_t< T > prod(const T &m)
Calculates product of given kernel generator expression elements.
T value_of(const fvar< T > &v)
Return the value of the specified variable.
T1 static_select(T1 &&a, T2 &&b)
Returns one of the arguments that can be of different type, depending on the compile time condition.
void check_consistent_sizes(const char *)
Trivial no input case, this function is a no-op.
int64_t max_size(const T1 &x1, const Ts &... xs)
Calculate the size of the largest input.
fvar< T > beta(const fvar< T > &x1, const fvar< T > &x2)
Return fvar with the beta function applied to the specified arguments and its gradient.
auto make_partials_propagator(Ops &&... ops)
Construct an partials_propagator.
fvar< T > exp(const fvar< T > &x)
typename partials_return_type< Args... >::type partials_return_t
The lgamma implementation in stan-math is based on either the reentrant safe lgamma_r implementation ...
bool isnan(const stan::math::var &a)
Checks if the given number is NaN.
Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...
Extends std::true_type when instantiated with zero or more template parameters, all of which extend t...