Automatic Differentiation
 
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fdim.hpp
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1#ifndef STAN_MATH_OPENCL_REV_FDIM_HPP
2#define STAN_MATH_OPENCL_REV_FDIM_HPP
3#ifdef STAN_OPENCL
4
15
16namespace stan {
17namespace math {
18
57template <typename T_a, typename T_b,
58 require_all_prim_or_rev_kernel_expression_t<T_a, T_b>* = nullptr,
59 require_any_var_t<T_a, T_b>* = nullptr,
60 require_any_not_stan_scalar_t<T_a, T_b>* = nullptr>
61inline var_value<matrix_cl<double>> fdim(T_a&& a, T_b&& b) {
62 using std::isnan;
63 const arena_t<T_a>& a_arena = std::forward<T_a>(a);
64 const arena_t<T_b>& b_arena = std::forward<T_b>(b);
65
66 matrix_cl<double> res_val = fdim(value_of(a_arena), value_of(b_arena));
67
68 return make_callback_var(
69 res_val,
70 [a_arena, b_arena](const vari_value<matrix_cl<double>>& res) mutable {
71 auto nan_check
72 = select(isnan(value_of(a_arena)) || isnan(value_of(b_arena)),
73 NOT_A_NUMBER, 0.0);
74 auto a_is_max = value_of(a_arena) > value_of(b_arena);
75 auto a_deriv = select(a_is_max, res.adj(), nan_check);
76 auto b_deriv = select(a_is_max, -res.adj(), nan_check);
77
78 adjoint_results(a_arena, b_arena) += expressions(a_deriv, b_deriv);
79 });
80}
81
82} // namespace math
83} // namespace stan
84
85#endif
86#endif
Represents an arithmetic matrix on the OpenCL device.
Definition matrix_cl.hpp:47
select_< as_operation_cl_t< T_condition >, as_operation_cl_t< T_then >, as_operation_cl_t< T_else > > select(T_condition &&condition, T_then &&then, T_else &&els)
Selection operation on kernel generator expressions.
Definition select.hpp:148
expressions_cl< T_expressions... > expressions(T_expressions &&... expressions)
Deduces types for constructing expressions_cl object.
fvar< T > fdim(const fvar< T > &x, const fvar< T > &y)
Return the positive difference of the specified values (C++11).
Definition fdim.hpp:21
static constexpr double NOT_A_NUMBER
(Quiet) not-a-number value.
Definition constants.hpp:56
adjoint_results_cl< T_results... > adjoint_results(T_results &&... results)
Deduces types for constructing adjoint_results_cl object.
var_value< plain_type_t< T > > make_callback_var(T &&value, F &&functor)
Creates a new var initialized with a callback_vari with a given value and reverse-pass callback funct...
T value_of(const fvar< T > &v)
Return the value of the specified variable.
Definition value_of.hpp:18
typename internal::arena_type_impl< std::decay_t< T > >::type arena_t
Determines a type that can be used in place of T that does any dynamic allocations on the AD stack.
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.
Definition std_isnan.hpp:18