Index

_

_adaptive_odeint() (in module torchdyn.numerics.odeint) _autograd_func() (torchdyn.core.MultipleShootingProblem method) (torchdyn.core.ODEProblem method) _fixed_odeint() (in module torchdyn.numerics.odeint)

_gather_odefunc_adjoint() (in module torchdyn.numerics.sensitivity) _gather_odefunc_interp_adjoint() (in module torchdyn.numerics.sensitivity) _jagged_fixed_odeint() (in module torchdyn.numerics.odeint) _prep_integration() (torchdyn.core.NeuralODE method) _shifted_fixed_odeint() (in module torchdyn.numerics.odeint)

A

adapt_step() (in module torchdyn.numerics.utils)

Augmenter (class in torchdyn.nn) autograd_trace() (in module torchdyn.models.cnf)

C

Chebychev (class in torchdyn.nn) check_event() (torchdyn.numerics.utils.EventCallback method) (torchdyn.numerics.utils.StochasticEventCallback method)

CNF (class in torchdyn.models.cnf) ConservativeLinearSNF (class in torchdyn.models.energy) CoupledFourierSystem (class in torchdyn.numerics.systems)

D

DataControl (class in torchdyn.nn) DEFunc (class in torchdyn.core)

dense_output() (in module torchdyn.numerics.utils) DepthCat (class in torchdyn.nn)

E

evaluate() (torchdyn.numerics.interpolators.Interpolator method)

EventCallback (class in torchdyn.numerics.utils) EventState (class in torchdyn.numerics.utils)

F

fit() (torchdyn.numerics.interpolators.FourthOrder method) (torchdyn.numerics.interpolators.Interpolator method) forward() (torchdyn.core.DEFunc method) (torchdyn.core.MultipleShootingProblem method) (torchdyn.core.NeuralODE method) (torchdyn.core.NeuralSDE method) (torchdyn.core.ODEProblem method) (torchdyn.models.cnf.CNF method) (torchdyn.models.energy.ConservativeLinearSNF method) (torchdyn.models.energy.GNF method) (torchdyn.models.energy.HNN method) (torchdyn.models.energy.LNN method) (torchdyn.nn.Augmenter method) (torchdyn.nn.Chebychev method) (torchdyn.nn.DataControl method) (torchdyn.nn.DepthCat method) (torchdyn.nn.Fourier method) (torchdyn.nn.GalConv2d method) (torchdyn.nn.GalLinear method) (torchdyn.nn.GaussianRBF method) (torchdyn.nn.MultiquadRBF method) (torchdyn.nn.Polynomial method) (torchdyn.nn.VanillaRBF method) (torchdyn.numerics.systems.CoupledFourierSystem method) (torchdyn.numerics.systems.FourierSystem method) (torchdyn.numerics.systems.Lorenz method) (torchdyn.numerics.systems.LTISystem method) (torchdyn.numerics.systems.MatMulBoundedSystem method) (torchdyn.numerics.systems.MatMulSystem method) (torchdyn.numerics.systems.ODEProblem2 method) (torchdyn.numerics.systems.ODEProblem3 method) (torchdyn.numerics.systems.ODEProblem4 method) (torchdyn.numerics.systems.SineSystem method) (torchdyn.numerics.systems.StiffFourierSystem method) (torchdyn.numerics.systems.VanDerPol method) (torchdyn.numerics.utils.WrapFunc method)

Fourier (class in torchdyn.nn) FourierSystem (class in torchdyn.numerics.systems) FourthOrder (class in torchdyn.numerics.interpolators)

G

GalConv2d (class in torchdyn.nn) GalLinear (class in torchdyn.nn)

GaussianRBF (class in torchdyn.nn) generic_odeint() (in module torchdyn.numerics.sensitivity) GNF (class in torchdyn.models.energy)

H

hairer_norm() (in module torchdyn.numerics.utils)

HNN (class in torchdyn.models.energy) hutch_trace() (in module torchdyn.models.cnf)

I

init_step() (in module torchdyn.numerics.utils)

initialize() (torchdyn.numerics.utils.StochasticEventCallback method) Interpolator (class in torchdyn.numerics.interpolators)

J

jump_map() (torchdyn.numerics.utils.EventCallback method) (torchdyn.numerics.utils.StochasticEventCallback method)

L

Linear (class in torchdyn.numerics.interpolators) LNN (class in torchdyn.models.energy)

log() (torchdyn.numerics.utils.RootLogger method) Lorenz (class in torchdyn.numerics.systems) LTISystem (class in torchdyn.numerics.systems)

M

make_norm() (in module torchdyn.numerics.utils) MatMulBoundedSystem (class in torchdyn.numerics.systems) MatMulSystem (class in torchdyn.numerics.systems) module torchdyn torchdyn.core torchdyn.datasets torchdyn.models.cnf torchdyn.models.energy torchdyn.nn torchdyn.numerics.interpolators torchdyn.numerics.odeint torchdyn.numerics.sensitivity torchdyn.numerics.solvers torchdyn.numerics.systems torchdyn.numerics.utils torchdyn.utils

MultipleShootingLayer (class in torchdyn.core) MultipleShootingProblem (class in torchdyn.core) MultiquadRBF (class in torchdyn.nn)

N

NeuralDE (in module torchdyn.core)

NeuralODE (class in torchdyn.core) NeuralSDE (class in torchdyn.core)

O

odeint() (in module torchdyn.numerics.odeint) (torchdyn.core.MultipleShootingProblem method) (torchdyn.core.ODEProblem method) odeint_hybrid() (in module torchdyn.numerics.odeint) odeint_mshooting() (in module torchdyn.numerics.odeint)

odeint_symplectic() (in module torchdyn.numerics.odeint) ODEProblem (class in torchdyn.core) ODEProblem2 (class in torchdyn.numerics.systems) ODEProblem3 (class in torchdyn.numerics.systems) ODEProblem4 (class in torchdyn.numerics.systems)

P

permanent_log() (torchdyn.numerics.utils.RootLogger method) plot_2d_boundary() (in module torchdyn.utils) plot_2D_depth_trajectory() (in module torchdyn.utils) plot_2d_flows() (in module torchdyn.utils) plot_2D_space_depth() (in module torchdyn.utils)

plot_2D_state_space() (in module torchdyn.utils) plot_3D_dataset() (in module torchdyn.utils) plot_static_vector_field() (in module torchdyn.utils) plot_traj_vf_1D() (in module torchdyn.utils) Polynomial (class in torchdyn.nn)

R

randomize_parameters() (torchdyn.numerics.systems.CoupledFourierSystem method) (torchdyn.numerics.systems.FourierSystem method) (torchdyn.numerics.systems.LTISystem method) (torchdyn.numerics.systems.MatMulBoundedSystem method) (torchdyn.numerics.systems.MatMulSystem method) (torchdyn.numerics.systems.StiffFourierSystem method)

RootLogger (class in torchdyn.numerics.utils)

S

SDEProblem (class in torchdyn.core) SineSystem (class in torchdyn.numerics.systems) StiffFourierSystem (class in torchdyn.numerics.systems)

StochasticEventCallback (class in torchdyn.numerics.utils) str_to_interp() (in module torchdyn.numerics.interpolators) sync_device_dtype() (torchdyn.numerics.interpolators.Interpolator method)

T

ThirdHermite (class in torchdyn.numerics.interpolators) torchdyn module torchdyn.core module torchdyn.datasets module torchdyn.models.cnf module torchdyn.models.energy module torchdyn.nn module torchdyn.numerics.interpolators module torchdyn.numerics.odeint module torchdyn.numerics.sensitivity module torchdyn.numerics.solvers module torchdyn.numerics.systems module torchdyn.numerics.utils module torchdyn.utils module

training (torchdyn.nn.Augmenter attribute) (torchdyn.nn.Chebychev attribute) (torchdyn.nn.DataControl attribute) (torchdyn.nn.DepthCat attribute) (torchdyn.nn.Fourier attribute) (torchdyn.nn.GalConv2d attribute) (torchdyn.nn.GalLinear attribute) (torchdyn.nn.GaussianRBF attribute) (torchdyn.nn.MultiquadRBF attribute) (torchdyn.nn.Polynomial attribute) (torchdyn.nn.VanillaRBF attribute) (torchdyn.numerics.systems.CoupledFourierSystem attribute) (torchdyn.numerics.systems.FourierSystem attribute) (torchdyn.numerics.systems.Lorenz attribute) (torchdyn.numerics.systems.LTISystem attribute) (torchdyn.numerics.systems.MatMulBoundedSystem attribute) (torchdyn.numerics.systems.MatMulSystem attribute) (torchdyn.numerics.systems.ODEProblem2 attribute) (torchdyn.numerics.systems.ODEProblem3 attribute) (torchdyn.numerics.systems.ODEProblem4 attribute) (torchdyn.numerics.systems.SineSystem attribute) (torchdyn.numerics.systems.StiffFourierSystem attribute) (torchdyn.numerics.systems.VanDerPol attribute) (torchdyn.numerics.utils.EventCallback attribute) (torchdyn.numerics.utils.StochasticEventCallback attribute) (torchdyn.numerics.utils.WrapFunc attribute)

V

VanDerPol (class in torchdyn.numerics.systems)

VanillaRBF (class in torchdyn.nn)

W

WrapFunc (class in torchdyn.numerics.utils)