Automatic Differentiation
 
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◆ solve_newton_tol() [1/2]

template<typename F , typename T , typename... Args, require_eigen_vector_t< T > * = nullptr, require_all_st_arithmetic< Args... > * = nullptr>
Eigen::VectorXd stan::math::solve_newton_tol ( const F &  f,
const T &  x,
const double  scaling_step_size,
const double  function_tolerance,
const int64_t  max_num_steps,
std::ostream *const  msgs,
const Args &...  args 
)

Return the solution to the specified system of algebraic equations given an initial guess, and parameters and data, which get passed into the algebraic system.

Use the KINSOL solver from the SUNDIALS suite.

The user can also specify the scaled step size, the function tolerance, and the maximum number of steps.

This overload handles non-autodiff parameters.

Template Parameters
Ftype of equation system function.
Ttype of initial guess vector.
Argstypes of additional parameters to the equation system functor
Parameters
[in]fFunctor that evaluated the system of equations.
[in]xVector of starting values.
[in,out]msgsThe print stream for warning messages.
[in]scaling_step_sizeScaled-step stopping tolerance. If a Newton step is smaller than the scaling step tolerance, the code breaks, assuming the solver is no longer making significant progress (i.e. is stuck)
[in]function_tolerancedetermines whether roots are acceptable.
[in]max_num_stepsmaximum number of function evaluations.
[in]argsAdditional parameters to the equation system functor.
Returns
theta Vector of solutions to the system of equations.
Precondition
f returns finite values when passed any value of x and the given args.
Exceptions
<code>std::invalid_argument</code>if x has size zero.
<code>std::invalid_argument</code>if x has non-finite elements.
<code>std::invalid_argument</code>if scaled_step_size is strictly negative.
<code>std::invalid_argument</code>if function_tolerance is strictly negative.
<code>std::invalid_argument</code>if max_num_steps is not positive.
<code>std::domain_errorif solver exceeds max_num_steps.

Definition at line 59 of file solve_newton.hpp.