columns_dot_product.hpp

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#ifndef STAN_MATH_OPENCL_REV_COLUMNS_DOT_PRODUCT_HPP
#define STAN_MATH_OPENCL_REV_COLUMNS_DOT_PRODUCT_HPP
#ifdef STAN_OPENCL
 
#include <stan/math/opencl/rev/adjoint_results.hpp>
#include <stan/math/opencl/kernel_generator.hpp>
#include <stan/math/rev/core.hpp>
#include <stan/math/rev/fun/adjoint_of.hpp>
#include <stan/math/rev/fun/value_of.hpp>
#include <stan/math/prim/fun/size_zero.hpp>
 
namespace stan {
namespace math {
 
template <
    typename T1, typename T2, require_any_var_t<T1, T2>* = nullptr,
    require_all_nonscalar_prim_or_rev_kernel_expression_t<T1, T2>* = nullptr>
inline var_value<matrix_cl<double>> columns_dot_product(T1&& v1, T2&& v2) {
  check_matching_sizes("columns_dot_product(OpenCL)", "v1", v1, "v2", v2);
 
  if (size_zero(v1, v2)) {
    return var_value<matrix_cl<double>>(constant(0.0, 1, v1.cols()));
  }
 
  arena_t<T1> v1_arena;
  arena_t<T2> v2_arena;
  if ((std::is_rvalue_reference<T1&&>::value && is_matrix_cl<T2>::value)
      || is_var<T1>::value) {
    v1_arena = std::forward<T1>(v1);
  }
  if ((std::is_rvalue_reference<T2&&>::value && is_matrix_cl<T2>::value)
      || is_var<T2>::value) {
    v2_arena = std::forward<T2>(v2);
  }
 
  matrix_cl<double> res_val;
  results(v1_arena, v2_arena, res_val) = expressions(
      calc_if<((std::is_lvalue_reference<T1>::value || !is_matrix_cl<T1>::value)
               && !is_var<T1>::value)>(value_of(v1)),
      calc_if<((std::is_lvalue_reference<T2>::value || !is_matrix_cl<T2>::value)
               && !is_var<T2>::value)>(value_of(v2)),
      colwise_sum(elt_multiply(value_of(v1), value_of(v2))));
  while (res_val.rows() > 1) {
    res_val = colwise_sum(res_val).eval();
  }
 
  return make_callback_var(
      res_val,
      [v1_arena, v2_arena](const vari_value<matrix_cl<double>>& res) mutable {
        auto v1_deriv
            = elt_multiply(colwise_broadcast(res.adj()), value_of(v2_arena));
        auto v2_deriv
            = elt_multiply(colwise_broadcast(res.adj()), value_of(v1_arena));
        adjoint_results(v1_arena, v2_arena) += expressions(v1_deriv, v2_deriv);
      });
}
 
}  // namespace math
}  // namespace stan
 
#endif
#endif