NEML2 1.4.0
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Newton.h
1// Copyright 2024, UChicago Argonne, LLC
2// All Rights Reserved
3// Software Name: NEML2 -- the New Engineering material Model Library, version 2
4// By: Argonne National Laboratory
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24
25#pragma once
26
27#include "neml2/solvers/NonlinearSolver.h"
28#include "neml2/misc/math.h"
29
30namespace neml2
31{
38class Newton : public NonlinearSolver
39{
40public:
42
43 Newton(const OptionSet & options);
44
45 virtual std::tuple<bool, size_t> solve(NonlinearSystem & system, Tensor & x) override;
46
47protected:
49 virtual void prepare(const NonlinearSystem & /*system*/, const Tensor & /*x*/) {}
50
62 virtual bool converged(size_t itr, const torch::Tensor & nR, const torch::Tensor & nR0) const;
63
65 virtual void update(NonlinearSystem & system, Tensor & x);
66
68 virtual void final_update(NonlinearSystem & system, Tensor & x);
69
72};
73} // namespace neml2
The wrapper (decorator) for cross-referencing unresolved values at parse time.
Definition CrossRef.h:56
The nonlinear solver solves a nonlinear system of equations.
Definition Newton.h:39
virtual void prepare(const NonlinearSystem &, const Tensor &)
Prepare solver internal data before the iterative update.
Definition Newton.h:49
virtual std::tuple< bool, size_t > solve(NonlinearSystem &system, Tensor &x) override
Solve the given nonlinear system.
Definition Newton.cxx:48
virtual void update(NonlinearSystem &system, Tensor &x)
Update trial solution.
Definition Newton.cxx:111
virtual Tensor solve_direction(const NonlinearSystem &system)
Find the current update direction.
Definition Newton.cxx:127
virtual void final_update(NonlinearSystem &system, Tensor &x)
Do a final update to track AD function graph.
Definition Newton.cxx:120
virtual bool converged(size_t itr, const torch::Tensor &nR, const torch::Tensor &nR0) const
Check for convergence. The current iteration is said to be converged if the residual norm is below th...
Definition Newton.cxx:98
static OptionSet expected_options()
Definition Newton.cxx:34
Newton(const OptionSet &options)
Definition Newton.cxx:42
The nonlinear solver solves a nonlinear system of equations.
Definition NonlinearSolver.h:37
Definition of a nonlinear system of equations.
Definition NonlinearSystem.h:37
A custom map-like data structure. The keys are strings, and the values can be nonhomogeneously typed.
Definition OptionSet.h:100
Definition Tensor.h:32
Definition CrossRef.cxx:30