Index

A

Actuator (class in neuromancer.psl.nonautonomous) add() (in module neuromancer.arg), [1] add_missing_parameters() (neuromancer.psl.base.EmulatorBase method) (neuromancer.psl.base.ODE_NonAutonomous method) Agent (class in neuromancer.dynamics.physics) AggregateLoss (class in neuromancer.loss), [1] Animator (class in neuromancer.plot)

APLU (class in neuromancer.modules.activations) argmax() (neuromancer.slim.butterfly.permutation.Permutation method) (neuromancer.slim.butterfly.permutation.PermutationFactor method) ArgParser (class in neuromancer.arg), [1] arma() (in module neuromancer.psl.signals) AugmentedLagrangeLoss (class in neuromancer.loss), [1] Autoignition (class in neuromancer.psl.autonomous)

B

Backend (class in neuromancer.psl.base) backends (neuromancer.psl.base.Backend attribute) backward() (neuromancer.slim.butterfly.butterfly_multiply.ButterflyFactorMult static method) (neuromancer.slim.butterfly.butterfly_multiply.ButterflyMult static method) (neuromancer.slim.butterfly.butterfly_multiply.ButterflyMultInplace static method) (neuromancer.slim.butterfly.butterfly_multiply.ButterflyMultUntied static method) (neuromancer.slim.butterfly.complex_utils.ComplexMatmulNp static method) (neuromancer.slim.butterfly.complex_utils.ComplexMul static method) (neuromancer.slim.butterfly.complex_utils.Conjugate static method) (neuromancer.slim.butterfly.permutation_multiply.PermutationFactorEvenOddMult static method) (neuromancer.slim.butterfly.permutation_multiply.PermutationFactorReverseMult static method) (neuromancer.slim.linear.IdentityGradReLU static method) BarrierLoss (class in neuromancer.loss), [1] BasicLogger (class in neuromancer.loggers), [1] BasisLinear (class in neuromancer.modules.blocks) batch_tensor() (in module neuromancer.dataset), [1] begin_epoch() (neuromancer.callbacks.Callback method), [1] begin_eval() (neuromancer.callbacks.Callback method), [1] begin_test() (neuromancer.callbacks.Callback method), [1] begin_train() (neuromancer.callbacks.Callback method), [1] beta() (in module neuromancer.psl.signals) beta_walk_max_step() (in module neuromancer.psl.signals) beta_walk_mean() (in module neuromancer.psl.signals) BilinearTorch (class in neuromancer.modules.blocks) bitreversal_permutation() (in module neuromancer.slim.butterfly.utils) Block (class in neuromancer.modules.blocks) block_eval() (neuromancer.modules.blocks.BasisLinear method) (neuromancer.modules.blocks.BilinearTorch method) (neuromancer.modules.blocks.Block method) (neuromancer.modules.blocks.Dropout method) (neuromancer.modules.blocks.InputConvexNN method) (neuromancer.modules.blocks.Linear method) (neuromancer.modules.blocks.MLP method) (neuromancer.modules.blocks.MLP_bounds method) (neuromancer.modules.blocks.MLPDropout method) (neuromancer.modules.blocks.Poly2 method) (neuromancer.modules.blocks.PosDef method) (neuromancer.modules.blocks.PytorchRNN method) (neuromancer.modules.blocks.ResMLP method) (neuromancer.modules.blocks.RNN method)

BLU (class in neuromancer.modules.activations) Boids (class in neuromancer.psl.coupled_systems) bound_methods (neuromancer.modules.blocks.MLP_bounds attribute) BoundedNormLinear (class in neuromancer.slim.linear) bounds_clamp() (in module neuromancer.modules.functions) bounds_scaling() (in module neuromancer.modules.functions) Brusselator1D (class in neuromancer.psl.autonomous) BrusselatorHybrid (class in neuromancer.dynamics.ode) BrusselatorParam (class in neuromancer.dynamics.ode) build_graphs() (neuromancer.dataset.GraphDataset method), [1] build_T() (neuromancer.slim.linear.SchurDecompositionLinear method) BuildingEnvelope (class in neuromancer.psl.building_envelope) Butterfly (class in neuromancer.slim.butterfly.butterfly) butterfly_mult() (in module neuromancer.slim.butterfly.butterfly_multiply) butterfly_mult_factors() (in module neuromancer.slim.butterfly.butterfly_multiply) butterfly_mult_torch() (in module neuromancer.slim.butterfly.butterfly_multiply) butterfly_mult_untied() (in module neuromancer.slim.butterfly.butterfly_multiply) butterfly_mult_untied_torch() (in module neuromancer.slim.butterfly.butterfly_multiply) ButterflyFactorMult (class in neuromancer.slim.butterfly.butterfly_multiply) ButterflyLinear (class in neuromancer.slim.linear) ButterflyMult (class in neuromancer.slim.butterfly.butterfly_multiply) ButterflyMultInplace (class in neuromancer.slim.butterfly.butterfly_multiply) ButterflyMultUntied (class in neuromancer.slim.butterfly.butterfly_multiply)

C

calculate_constraints() (neuromancer.loss.AggregateLoss method), [1] (neuromancer.loss.BarrierLoss method), [1] calculate_objectives() (neuromancer.loss.AggregateLoss method), [1] Callback (class in neuromancer.callbacks), [1] cast_backend() (in module neuromancer.psl.base) cat() (neuromancer.system.System method) cdf_qz() (neuromancer.slim.linear.L0Linear method) change_backend() (neuromancer.psl.base.EmulatorBase method) check_for_group() (neuromancer.arg.ArgParser method), [1] check_keys() (neuromancer.constraint.Variable method), [1] ChuaCircuit (class in neuromancer.psl.autonomous) cl_simulate() (in module neuromancer.plot) clean_up() (neuromancer.loggers.BasicLogger method), [1] (neuromancer.loggers.MLFlowLogger method), [1] collate_fn() (neuromancer.dataset.DictDataset method), [1] (neuromancer.dataset.GraphDataset static method), [1] (neuromancer.dataset.SequenceDataset method), [1] (neuromancer.dataset.StaticDataset method), [1]

complex_matmul_torch() (in module neuromancer.slim.butterfly.complex_utils) complex_mul_numpy() (in module neuromancer.slim.butterfly.complex_utils) complex_mul_torch() (in module neuromancer.slim.butterfly.complex_utils) ComplexMatmulNp (class in neuromancer.slim.butterfly.complex_utils) ComplexMul (class in neuromancer.slim.butterfly.complex_utils) con_values() (neuromancer.modules.solvers.IterativeSolver method) con_viol_energy() (neuromancer.modules.solvers.GradientProjection method) Conjugate (class in neuromancer.slim.butterfly.complex_utils) conjugate_torch() (in module neuromancer.slim.butterfly.complex_utils) Constraint (class in neuromancer.constraint), [1] Coupled_NonAutonomous (class in neuromancer.psl.coupled_systems) Coupled_ODE (class in neuromancer.psl.coupled_systems) coupling_physics() (neuromancer.dynamics.ode.GeneralNetworkedODE method) CSTR (class in neuromancer.psl.nonautonomous) CSTR_Param (class in neuromancer.dynamics.ode) ctrl_loss() (in module neuromancer.arg), [1] cupy2torch() (in module neuromancer.slim.butterfly.complex_utils)

D

DampedSkewSymmetricLinear (class in neuromancer.slim.linear) data() (in module neuromancer.arg), [1] DeltaTemp (class in neuromancer.dynamics.physics) DeltaTempSwitch (class in neuromancer.dynamics.physics) denormalize() (in module neuromancer.psl.norms) (neuromancer.psl.base.EmulatorBase method) denormalize_01() (in module neuromancer.dataset), [1] denormalize_11() (in module neuromancer.dataset), [1] destandardize() (in module neuromancer.dataset), [1]

device (neuromancer.slim.linear.LinearBase property) DictDataset (class in neuromancer.dataset), [1] DiffEqIntegrator (class in neuromancer.dynamics.integrators) display_name (neuromancer.constraint.Variable property), [1] DoublePendulum (class in neuromancer.psl.autonomous) download() (in module neuromancer.psl.base) Dropout (class in neuromancer.modules.blocks) Duffing (class in neuromancer.psl.autonomous) DuffingControl (class in neuromancer.psl.nonautonomous) DuffingParam (class in neuromancer.dynamics.ode)

E

effective_W() (neuromancer.slim.linear.ButterflyLinear method) (neuromancer.slim.linear.DampedSkewSymmetricLinear method) (neuromancer.slim.linear.GershgorinLinear method) (neuromancer.slim.linear.L0Linear method) (neuromancer.slim.linear.LassoLinear method) (neuromancer.slim.linear.LassoLinearRELU method) (neuromancer.slim.linear.LeftStochasticLinear method) (neuromancer.slim.linear.Linear method) (neuromancer.slim.linear.LinearBase method) (neuromancer.slim.linear.NonNegativeLinear method) (neuromancer.slim.linear.OrthogonalLinear method) (neuromancer.slim.linear.PerronFrobeniusLinear method) (neuromancer.slim.linear.PowerBoundLinear method) (neuromancer.slim.linear.PSDLinear method) (neuromancer.slim.linear.RightStochasticLinear method) (neuromancer.slim.linear.SchurDecompositionLinear method) (neuromancer.slim.linear.SkewSymmetricLinear method) (neuromancer.slim.linear.SpectralLinear method) (neuromancer.slim.linear.SplitLinear method) (neuromancer.slim.linear.SquareLinear method) (neuromancer.slim.linear.StableSplitLinear method) (neuromancer.slim.linear.SVDLinear method) (neuromancer.slim.linear.SymmetricLinear method) (neuromancer.slim.linear.SymplecticLinear method) (neuromancer.slim.linear.TrivialNullSpaceLinear method) eig() (neuromancer.slim.linear.LinearBase method) eig_v_estimate() (neuromancer.slim.linear.PowerBoundLinear method) EmulatorBase (class in neuromancer.psl.base) end_batch() (neuromancer.callbacks.Callback method), [1] end_epoch() (neuromancer.callbacks.Callback method), [1] end_eval() (neuromancer.callbacks.Callback method), [1] end_test() (neuromancer.callbacks.Callback method), [1] end_train() (neuromancer.callbacks.Callback method), [1] Eq (class in neuromancer.constraint), [1] equations() (neuromancer.psl.autonomous.Autoignition method) (neuromancer.psl.autonomous.Brusselator1D method) (neuromancer.psl.autonomous.ChuaCircuit method) (neuromancer.psl.autonomous.DoublePendulum method) (neuromancer.psl.autonomous.Duffing method) (neuromancer.psl.autonomous.LorenzSystem method) (neuromancer.psl.autonomous.LotkaVolterra method) (neuromancer.psl.autonomous.Pendulum method) (neuromancer.psl.autonomous.RosslerAttractor method) (neuromancer.psl.autonomous.ThomasAttractor method) (neuromancer.psl.autonomous.UniversalOscillator method) (neuromancer.psl.autonomous.VanDerPol method) (neuromancer.psl.base.ODE_Autonomous method) (neuromancer.psl.base.ODE_NonAutonomous method) (neuromancer.psl.building_envelope.BuildingEnvelope method) (neuromancer.psl.coupled_systems.Boids method) (neuromancer.psl.coupled_systems.Coupled_NonAutonomous method) (neuromancer.psl.coupled_systems.Coupled_ODE method) (neuromancer.psl.coupled_systems.Gravitational_System method) (neuromancer.psl.coupled_systems.RC_Network method) (neuromancer.psl.nonautonomous.Actuator method) (neuromancer.psl.nonautonomous.CSTR method) (neuromancer.psl.nonautonomous.DuffingControl method) (neuromancer.psl.nonautonomous.HindmarshRose method) (neuromancer.psl.nonautonomous.InvPendulum method) (neuromancer.psl.nonautonomous.IverSimple method) (neuromancer.psl.nonautonomous.LorenzControl method) (neuromancer.psl.nonautonomous.SEIR_population method) (neuromancer.psl.nonautonomous.SwingEquation method) (neuromancer.psl.nonautonomous.Tank method) (neuromancer.psl.nonautonomous.ThomasAttractorControl method) (neuromancer.psl.nonautonomous.TwoTank method) (neuromancer.psl.nonautonomous.VanDerPolControl method)

EquationWrapper (class in neuromancer.psl.base) Euler (class in neuromancer.dynamics.integrators) Euler_Trap (class in neuromancer.dynamics.integrators) eval() (neuromancer.plot.Visualizer method) (neuromancer.plot.VisualizerClosedLoop method) (neuromancer.plot.VisualizerDobleIntegrator method) (neuromancer.plot.VisualizerOpen method) (neuromancer.plot.VisualizerTrajectories method) (neuromancer.plot.VisualizerUncertaintyOpen method) evaluate() (neuromancer.trainer.Trainer method), [1] extra_repr() (neuromancer.slim.butterfly.butterfly.Butterfly method) (neuromancer.slim.butterfly.permutation.Permutation method) (neuromancer.slim.butterfly.permutation.PermutationFactor method)

F

FileEmulator (class in neuromancer.psl.file_emulator) find_mat() (neuromancer.plot.Animator method) find_nearest() (neuromancer.psl.file_emulator.FileEmulator method) FixedPermutation (class in neuromancer.slim.butterfly.permutation) forward() (neuromancer.constraint.Constraint method), [1] (neuromancer.constraint.Eq method), [1] (neuromancer.constraint.GT method), [1] (neuromancer.constraint.Loss method), [1] (neuromancer.constraint.LT method), [1] (neuromancer.constraint.Objective method), [1] (neuromancer.constraint.Variable method), [1] (neuromancer.dynamics.integrators.Integrator method) (neuromancer.dynamics.ode.ODESystem method) (neuromancer.dynamics.ode.SSM method) (neuromancer.dynamics.physics.Agent method) (neuromancer.dynamics.physics.Interaction method) (neuromancer.loss.AggregateLoss method), [1] (neuromancer.loss.AugmentedLagrangeLoss method), [1] (neuromancer.loss.PenaltyLoss method), [1] (neuromancer.modules.activations.APLU method) (neuromancer.modules.activations.BLU method) (neuromancer.modules.activations.PELU method) (neuromancer.modules.activations.PReLU method) (neuromancer.modules.activations.RectifiedSoftExp method) (neuromancer.modules.activations.SmoothedReLU method) (neuromancer.modules.activations.SoftExponential method) (neuromancer.modules.blocks.Block method) (neuromancer.modules.blocks.InteractionEmbeddingMLP method) (neuromancer.modules.blocks.InterpolateAddMultiply method) (neuromancer.modules.rnn.RNN method) (neuromancer.modules.rnn.RNNCell method) (neuromancer.modules.solvers.GradientProjection method) (neuromancer.modules.solvers.IterativeSolver method) (neuromancer.modules.solvers.Solver method) (neuromancer.problem.Problem method) (neuromancer.psl.base.ODE_Autonomous method) (neuromancer.psl.base.ODE_NonAutonomous method) (neuromancer.psl.building_envelope.BuildingEnvelope method) (neuromancer.slim.butterfly.butterfly.Butterfly method) (neuromancer.slim.butterfly.butterfly_multiply.ButterflyFactorMult static method) (neuromancer.slim.butterfly.butterfly_multiply.ButterflyMult static method) (neuromancer.slim.butterfly.butterfly_multiply.ButterflyMultInplace static method) (neuromancer.slim.butterfly.butterfly_multiply.ButterflyMultUntied static method) (neuromancer.slim.butterfly.complex_utils.ComplexMatmulNp static method) (neuromancer.slim.butterfly.complex_utils.ComplexMul static method) (neuromancer.slim.butterfly.complex_utils.Conjugate static method) (neuromancer.slim.butterfly.permutation.FixedPermutation method) (neuromancer.slim.butterfly.permutation.Permutation method) (neuromancer.slim.butterfly.permutation.PermutationFactor method) (neuromancer.slim.butterfly.permutation_multiply.PermutationFactorEvenOddMult static method) (neuromancer.slim.butterfly.permutation_multiply.PermutationFactorReverseMult static method) (neuromancer.slim.linear.ButterflyLinear method) (neuromancer.slim.linear.IdentityGradReLU static method) (neuromancer.slim.linear.LassoLinear method) (neuromancer.slim.linear.Linear method) (neuromancer.slim.linear.LinearBase method) (neuromancer.slim.linear.OrthogonalLinear method) (neuromancer.slim.linear.SpectralLinear method) (neuromancer.slim.rnn.RNN method) (neuromancer.slim.rnn.RNNCell method) (neuromancer.system.MovingHorizon method) (neuromancer.system.Node method) (neuromancer.system.System method)

freeze() (in module neuromancer.arg), [1]

G

GeneralNetworkedODE (class in neuromancer.dynamics.ode) GershgorinLinear (class in neuromancer.slim.linear) get_batch() (neuromancer.psl.file_emulator.FileEmulator method) get_C() (neuromancer.psl.coupled_systems.RC_Network method) get_colors() (in module neuromancer.plot) (in module neuromancer.psl.plot) get_D() (neuromancer.psl.building_envelope.BuildingEnvelope method) get_D_obs() (neuromancer.psl.building_envelope.BuildingEnvelope method) get_eps() (neuromancer.slim.linear.L0Linear method) get_full_batch() (neuromancer.dataset.SequenceDataset method), [1] (neuromancer.dataset.StaticDataset method), [1] get_full_sequence() (neuromancer.dataset.SequenceDataset method), [1] get_loss() (in module neuromancer.loss), [1] get_q() (neuromancer.psl.building_envelope.BuildingEnvelope method) (neuromancer.psl.building_envelope.LinearBuildingEnvelope method) get_R() (neuromancer.psl.base.ODE_NonAutonomous method) (neuromancer.psl.building_envelope.BuildingEnvelope method) get_resistances() (neuromancer.psl.coupled_systems.RC_Network method) get_sequence_dataloaders() (in module neuromancer.dataset), [1] get_simulation_args() (neuromancer.psl.base.ODE_NonAutonomous method) (neuromancer.psl.building_envelope.BuildingEnvelope method) get_static_dataloaders() (in module neuromancer.dataset), [1] get_U() (neuromancer.psl.base.ODE_NonAutonomous method) (neuromancer.psl.building_envelope.BuildingEnvelope method) (neuromancer.psl.building_envelope.LinearBuildingEnvelope method) (neuromancer.psl.coupled_systems.RC_Network method) (neuromancer.psl.nonautonomous.Actuator method) (neuromancer.psl.nonautonomous.CSTR method) (neuromancer.psl.nonautonomous.DuffingControl method) (neuromancer.psl.nonautonomous.HindmarshRose method) (neuromancer.psl.nonautonomous.InvPendulum method) (neuromancer.psl.nonautonomous.IverSimple method) (neuromancer.psl.nonautonomous.LorenzControl method) (neuromancer.psl.nonautonomous.SEIR_population method) (neuromancer.psl.nonautonomous.SwingEquation method) (neuromancer.psl.nonautonomous.Tank method) (neuromancer.psl.nonautonomous.ThomasAttractorControl method) (neuromancer.psl.nonautonomous.TwoTank method) (neuromancer.psl.nonautonomous.VanDerPolControl method)

get_value() (neuromancer.constraint.Variable method), [1] get_x0() (neuromancer.psl.base.EmulatorBase method) (neuromancer.psl.coupled_systems.Boids method) (neuromancer.psl.coupled_systems.Gravitational_System method) (neuromancer.psl.coupled_systems.RC_Network method) (neuromancer.psl.nonautonomous.CSTR method) (neuromancer.psl.nonautonomous.Tank method) (neuromancer.psl.nonautonomous.TwoTank method) get_xy() (neuromancer.psl.building_envelope.BuildingEnvelope method) grad() (in module neuromancer.psl.base) (neuromancer.constraint.Constraint method), [1] (neuromancer.constraint.Loss method), [1] (neuromancer.constraint.Objective method), [1] (neuromancer.constraint.Variable method), [1] gradient() (in module neuromancer.gradients), [1] GradientProjection (class in neuromancer.modules.solvers) graph() (neuromancer.problem.Problem method) (neuromancer.system.System method) GraphDataset (class in neuromancer.dataset), [1] Gravitational_System (class in neuromancer.psl.coupled_systems) group() (neuromancer.arg.ArgParser method), [1] GT (class in neuromancer.constraint), [1]

H

HindmarshRose (class in neuromancer.psl.nonautonomous)

Hprod() (in module neuromancer.slim.linear) HVACConnection (class in neuromancer.dynamics.physics)

I

IdentityGradReLU (class in neuromancer.slim.linear) IdentityInitLinear (class in neuromancer.slim.linear) IdentityLinear (class in neuromancer.slim.linear) init() (neuromancer.system.System method) InputConvexNN (class in neuromancer.modules.blocks) integrate() (neuromancer.dynamics.integrators.DiffEqIntegrator method) (neuromancer.dynamics.integrators.Euler method) (neuromancer.dynamics.integrators.Euler_Trap method) (neuromancer.dynamics.integrators.Integrator method) (neuromancer.dynamics.integrators.LeapFrog method) (neuromancer.dynamics.integrators.Luther method) (neuromancer.dynamics.integrators.MultiStep_PredictorCorrector method) (neuromancer.dynamics.integrators.RK2 method) (neuromancer.dynamics.integrators.RK4 method) (neuromancer.dynamics.integrators.RK4_Trap method) (neuromancer.dynamics.integrators.Runge_Kutta_Fehlberg method) (neuromancer.dynamics.integrators.Yoshida4 method) Integrator (class in neuromancer.dynamics.integrators)

interact() (neuromancer.dynamics.physics.DeltaTemp method) (neuromancer.dynamics.physics.DeltaTempSwitch method) (neuromancer.dynamics.physics.HVACConnection method) (neuromancer.dynamics.physics.Interaction method) Interaction (class in neuromancer.dynamics.physics) InteractionEmbeddingMLP (class in neuromancer.modules.blocks) InterpolateAddMultiply (class in neuromancer.modules.blocks) Interpolation (class in neuromancer.dynamics.interpolation) interpolation() (neuromancer.dynamics.interpolation.Interpolation method) (neuromancer.dynamics.interpolation.LinInterp_Offline method) (neuromancer.dynamics.interpolation.LinInterp_Online method) intrinsic() (neuromancer.dynamics.physics.Agent method) (neuromancer.dynamics.physics.RCNode method) (neuromancer.dynamics.physics.SourceSink method) intrinsic_physics() (neuromancer.dynamics.ode.GeneralNetworkedODE method) inverse_transform() (neuromancer.psl.norms.StandardScaler method) InvPendulum (class in neuromancer.psl.nonautonomous) IterativeSolver (class in neuromancer.modules.solvers) IverSimple (class in neuromancer.psl.nonautonomous)

J

jacobian() (in module neuromancer.gradients), [1]

K

key (neuromancer.constraint.Variable property), [1]

keys (neuromancer.constraint.Variable property), [1]

L

L0Linear (class in neuromancer.slim.linear) LassoLinear (class in neuromancer.slim.linear) LassoLinearRELU (class in neuromancer.slim.linear) LeapFrog (class in neuromancer.dynamics.integrators) LeftStochasticLinear (class in neuromancer.slim.linear) lin() (in module neuromancer.arg), [1] Linear (class in neuromancer.modules.blocks) (class in neuromancer.slim.linear) LinearBase (class in neuromancer.slim.linear) LinearBuildingEnvelope (class in neuromancer.psl.building_envelope) LinInterp_Offline (class in neuromancer.dynamics.interpolation) LinInterp_Online (class in neuromancer.dynamics.interpolation) log() (in module neuromancer.arg), [1] log_artifacts() (neuromancer.loggers.BasicLogger method), [1] (neuromancer.loggers.MLFlowLogger method), [1] log_metrics() (neuromancer.loggers.BasicLogger method), [1] (neuromancer.loggers.MLFlowLogger method), [1]

log_parameters() (neuromancer.loggers.BasicLogger method), [1] (neuromancer.loggers.MLFlowLogger method), [1] log_weights() (neuromancer.loggers.BasicLogger method), [1] (neuromancer.loggers.MLFlowLogger method), [1] LorenzControl (class in neuromancer.dynamics.ode) (class in neuromancer.psl.nonautonomous) LorenzParam (class in neuromancer.dynamics.ode) LorenzSystem (class in neuromancer.psl.autonomous) Loss (class in neuromancer.constraint), [1] loss() (in module neuromancer.arg), [1] LotkaVolterra (class in neuromancer.psl.autonomous) LotkaVolterraHybrid (class in neuromancer.dynamics.ode) LotkaVolterraParam (class in neuromancer.dynamics.ode) LT (class in neuromancer.constraint), [1] Luther (class in neuromancer.dynamics.integrators)

M

make_4_body() (neuromancer.psl.coupled_systems.Gravitational_System static method) make_5_room() (neuromancer.psl.coupled_systems.RC_Network static method) make_and_save() (neuromancer.plot.Animator method) make_graph() (neuromancer.constraint.Variable method), [1] make_map() (neuromancer.dataset.GraphDataset method), [1] make_norm() (in module neuromancer.dynamics.integrators) map_from_agents() (in module neuromancer.dynamics.physics) mass_idx (neuromancer.psl.coupled_systems.Gravitational_System attribute) message_passing() (neuromancer.psl.coupled_systems.Boids method) (neuromancer.psl.coupled_systems.Coupled_NonAutonomous method) (neuromancer.psl.coupled_systems.Coupled_ODE method) (neuromancer.psl.coupled_systems.Gravitational_System method) (neuromancer.psl.coupled_systems.RC_Network method) minimize() (neuromancer.constraint.Variable method), [1] MLFlowLogger (class in neuromancer.loggers), [1] MLP (class in neuromancer.modules.blocks) MLP_bounds (class in neuromancer.modules.blocks) MLPDropout (class in neuromancer.modules.blocks) module neuromancer neuromancer.activations neuromancer.arg, [1] neuromancer.blocks neuromancer.callbacks, [1] neuromancer.constraint, [1] neuromancer.dataset, [1] neuromancer.dynamics, [1] neuromancer.dynamics.integrators neuromancer.dynamics.interpolation neuromancer.dynamics.ode neuromancer.dynamics.physics neuromancer.gradients, [1] neuromancer.loggers, [1] neuromancer.loss, [1] neuromancer.modules neuromancer.modules.activations neuromancer.modules.blocks neuromancer.modules.functions neuromancer.modules.rnn neuromancer.modules.solvers neuromancer.plot neuromancer.problem neuromancer.psl neuromancer.psl.autonomous neuromancer.psl.base neuromancer.psl.building_envelope neuromancer.psl.coupled_systems neuromancer.psl.file_emulator neuromancer.psl.nonautonomous neuromancer.psl.norms neuromancer.psl.perturb neuromancer.psl.plot neuromancer.psl.signals neuromancer.psl.system_emulator neuromancer.rnn neuromancer.slim neuromancer.slim.butterfly neuromancer.slim.butterfly.benchmark neuromancer.slim.butterfly.butterfly neuromancer.slim.butterfly.butterfly_multiply neuromancer.slim.butterfly.complex_utils neuromancer.slim.butterfly.permutation neuromancer.slim.butterfly.permutation_multiply neuromancer.slim.butterfly.utils neuromancer.slim.linear neuromancer.slim.rnn neuromancer.solvers neuromancer.system neuromancer.trainer, [1]

move_batch_to_device() (in module neuromancer.trainer), [1] MovingHorizon (class in neuromancer.system) mT (neuromancer.constraint.Variable property), [1] multidim() (in module neuromancer.psl.coupled_systems) MultiStep_PredictorCorrector (class in neuromancer.dynamics.integrators)

N

nd_walk() (in module neuromancer.psl.signals) neuromancer module neuromancer.activations module neuromancer.arg module, [1] neuromancer.blocks module neuromancer.callbacks module, [1] neuromancer.constraint module, [1] neuromancer.dataset module, [1] neuromancer.dynamics module, [1] neuromancer.dynamics.integrators module neuromancer.dynamics.interpolation module neuromancer.dynamics.ode module neuromancer.dynamics.physics module neuromancer.gradients module, [1] neuromancer.loggers module, [1] neuromancer.loss module, [1] neuromancer.modules module neuromancer.modules.activations module neuromancer.modules.blocks module neuromancer.modules.functions module neuromancer.modules.rnn module neuromancer.modules.solvers module neuromancer.plot module neuromancer.problem module neuromancer.psl module neuromancer.psl.autonomous module neuromancer.psl.base module neuromancer.psl.building_envelope module neuromancer.psl.coupled_systems module

neuromancer.psl.file_emulator module neuromancer.psl.nonautonomous module neuromancer.psl.norms module neuromancer.psl.perturb module neuromancer.psl.plot module neuromancer.psl.signals module neuromancer.psl.system_emulator module neuromancer.rnn module neuromancer.slim module neuromancer.slim.butterfly module neuromancer.slim.butterfly.benchmark module neuromancer.slim.butterfly.butterfly module neuromancer.slim.butterfly.butterfly_multiply module neuromancer.slim.butterfly.complex_utils module neuromancer.slim.butterfly.permutation module neuromancer.slim.butterfly.permutation_multiply module neuromancer.slim.butterfly.utils module neuromancer.slim.linear module neuromancer.slim.rnn module neuromancer.solvers module neuromancer.system module neuromancer.trainer module, [1] newton_step() (neuromancer.modules.solvers.IterativeSolver method) Node (class in neuromancer.system) noise() (in module neuromancer.psl.signals) NonNegativeLinear (class in neuromancer.slim.linear) normalize() (in module neuromancer.psl.norms) (neuromancer.psl.base.EmulatorBase method) normalize_01() (in module neuromancer.dataset), [1] normalize_11() (in module neuromancer.dataset), [1] normalize_data() (in module neuromancer.dataset), [1] normalize_max() (neuromancer.psl.coupled_systems.Boids method) np_softmax() (in module neuromancer.psl.signals) num_steps (neuromancer.modules.solvers.IterativeSolver property) numpy_backend (neuromancer.psl.base.Backend attribute)

O

Objective (class in neuromancer.constraint), [1] ODE_Autonomous (class in neuromancer.psl.base) ode_equations() (neuromancer.dynamics.ode.BrusselatorHybrid method) (neuromancer.dynamics.ode.BrusselatorParam method) (neuromancer.dynamics.ode.CSTR_Param method) (neuromancer.dynamics.ode.DuffingParam method) (neuromancer.dynamics.ode.GeneralNetworkedODE method) (neuromancer.dynamics.ode.LorenzControl method) (neuromancer.dynamics.ode.LorenzParam method) (neuromancer.dynamics.ode.LotkaVolterraHybrid method) (neuromancer.dynamics.ode.LotkaVolterraParam method) (neuromancer.dynamics.ode.ODESystem method) (neuromancer.dynamics.ode.TwoTankParam method) (neuromancer.dynamics.ode.VanDerPolControl method)

ODE_NonAutonomous (class in neuromancer.psl.base) ODESystem (class in neuromancer.dynamics.ode) opt() (in module neuromancer.arg), [1] orthogonal_error() (neuromancer.slim.linear.SVDLinear method) OrthogonalLinear (class in neuromancer.slim.linear)

P

params (neuromancer.psl.autonomous.Autoignition property) (neuromancer.psl.autonomous.Brusselator1D property) (neuromancer.psl.autonomous.ChuaCircuit property) (neuromancer.psl.autonomous.DoublePendulum property) (neuromancer.psl.autonomous.Duffing property) (neuromancer.psl.autonomous.LorenzSystem property) (neuromancer.psl.autonomous.LotkaVolterra property) (neuromancer.psl.autonomous.Pendulum property) (neuromancer.psl.autonomous.RosslerAttractor property) (neuromancer.psl.autonomous.ThomasAttractor property) (neuromancer.psl.autonomous.UniversalOscillator property) (neuromancer.psl.autonomous.VanDerPol property) (neuromancer.psl.base.EmulatorBase property) (neuromancer.psl.building_envelope.BuildingEnvelope property) (neuromancer.psl.coupled_systems.Coupled_NonAutonomous property) (neuromancer.psl.coupled_systems.Coupled_ODE property) (neuromancer.psl.file_emulator.FileEmulator property) (neuromancer.psl.nonautonomous.Actuator property) (neuromancer.psl.nonautonomous.CSTR property) (neuromancer.psl.nonautonomous.DuffingControl property) (neuromancer.psl.nonautonomous.HindmarshRose property) (neuromancer.psl.nonautonomous.InvPendulum property) (neuromancer.psl.nonautonomous.IverSimple property) (neuromancer.psl.nonautonomous.LorenzControl property) (neuromancer.psl.nonautonomous.SEIR_population property) (neuromancer.psl.nonautonomous.SwingEquation property) (neuromancer.psl.nonautonomous.Tank property) (neuromancer.psl.nonautonomous.ThomasAttractorControl property) (neuromancer.psl.nonautonomous.TwoTank property) (neuromancer.psl.nonautonomous.VanDerPolControl property) parse_arg_groups() (neuromancer.arg.ArgParser method), [1] path (neuromancer.psl.building_envelope.BuildingEnvelope property) (neuromancer.psl.file_emulator.FileEmulator property) PELU (class in neuromancer.modules.activations) PenaltyLoss (class in neuromancer.loss), [1] Pendulum (class in neuromancer.psl.autonomous) Periodic() (in module neuromancer.psl.perturb) periodic() (in module neuromancer.psl.signals) Permutation (class in neuromancer.slim.butterfly.permutation) permutation_mult() (in module neuromancer.slim.butterfly.permutation_multiply) permutation_mult_factors() (in module neuromancer.slim.butterfly.permutation_multiply) permutation_mult_single() (in module neuromancer.slim.butterfly.permutation_multiply) permutation_mult_single_factor() (in module neuromancer.slim.butterfly.permutation_multiply)

permutation_mult_single_factor_torch() (in module neuromancer.slim.butterfly.permutation_multiply) permutation_mult_torch() (in module neuromancer.slim.butterfly.permutation_multiply) PermutationFactor (class in neuromancer.slim.butterfly.permutation) PermutationFactorEvenOddMult (class in neuromancer.slim.butterfly.permutation_multiply) PermutationFactorReverseMult (class in neuromancer.slim.butterfly.permutation_multiply) PerronFrobeniusLinear (class in neuromancer.slim.linear) plot_cl() (in module neuromancer.plot) plot_cl_train() (in module neuromancer.plot) plot_loss_DPC() (in module neuromancer.plot) plot_loss_mpp() (in module neuromancer.plot) plot_matrices() (in module neuromancer.plot) plot_matrix() (neuromancer.plot.VisualizerClosedLoop method) (neuromancer.plot.VisualizerOpen method) plot_model_graph() (in module neuromancer.plot) plot_policy() (in module neuromancer.plot) plot_policy_train() (in module neuromancer.plot) plot_solution_mpp() (in module neuromancer.plot) plot_traj() (in module neuromancer.plot) (neuromancer.plot.VisualizerOpen method) (neuromancer.plot.VisualizerUncertaintyOpen method) plot_trajectories() (in module neuromancer.plot) pltCL() (in module neuromancer.plot) (in module neuromancer.psl.plot) pltCorrelate() (in module neuromancer.plot) (in module neuromancer.psl.plot) pltOL() (in module neuromancer.plot) (in module neuromancer.psl.plot) pltPhase() (in module neuromancer.plot) (in module neuromancer.psl.plot) pltRecurrence() (in module neuromancer.plot) (in module neuromancer.psl.plot) policy() (in module neuromancer.arg), [1] Poly2 (class in neuromancer.modules.blocks) pos_idx (neuromancer.psl.coupled_systems.Boids attribute) (neuromancer.psl.coupled_systems.Gravitational_System attribute) PosDef (class in neuromancer.modules.blocks) PowerBoundLinear (class in neuromancer.slim.linear) prbs() (in module neuromancer.psl.signals) PReLU (class in neuromancer.modules.activations) Problem (class in neuromancer.problem) problem (in module neuromancer) PSDLinear (class in neuromancer.slim.linear) PytorchRNN (class in neuromancer.modules.blocks)

Q

quantile_concrete() (neuromancer.slim.linear.L0Linear method)

R

random_walk() (in module neuromancer.psl.perturb) RandomWalk() (in module neuromancer.psl.perturb) RC_Network (class in neuromancer.psl.coupled_systems) RCNode (class in neuromancer.dynamics.physics) read_file() (in module neuromancer.dataset), [1] (in module neuromancer.psl.file_emulator) real_to_complex() (in module neuromancer.slim.butterfly.complex_utils) RectifiedSoftExp (class in neuromancer.modules.activations) reg_error() (neuromancer.dynamics.integrators.Integrator method) (neuromancer.modules.activations.APLU method) (neuromancer.modules.blocks.BasisLinear method) (neuromancer.modules.blocks.BilinearTorch method) (neuromancer.modules.blocks.InteractionEmbeddingMLP method) (neuromancer.modules.blocks.Linear method) (neuromancer.modules.blocks.MLP method) (neuromancer.modules.blocks.MLPDropout method) (neuromancer.modules.blocks.PytorchRNN method) (neuromancer.modules.blocks.RNN method) (neuromancer.modules.rnn.RNN method) (neuromancer.modules.rnn.RNNCell method) (neuromancer.slim.linear.BoundedNormLinear method) (neuromancer.slim.linear.L0Linear method) (neuromancer.slim.linear.LassoLinear method) (neuromancer.slim.linear.LassoLinearRELU method) (neuromancer.slim.linear.LinearBase method) (neuromancer.slim.linear.PowerBoundLinear method) (neuromancer.slim.linear.SchurDecompositionLinear method) (neuromancer.slim.linear.SVDLinear method) (neuromancer.slim.rnn.RNN method) (neuromancer.slim.rnn.RNNCell method)

relu_clamp() (in module neuromancer.modules.blocks) reset() (neuromancer.modules.blocks.RNN method) reset_parameters() (neuromancer.slim.butterfly.butterfly.Butterfly method) ResMLP (class in neuromancer.modules.blocks) restore_random_state() (neuromancer.psl.base.EmulatorBase method) retrieve_data() (neuromancer.psl.file_emulator.FileEmulator method) RightStochasticLinear (class in neuromancer.slim.linear) RK2 (class in neuromancer.dynamics.integrators) RK4 (class in neuromancer.dynamics.integrators) RK4_Trap (class in neuromancer.dynamics.integrators) rms_norm() (in module neuromancer.dynamics.integrators) RNN (class in neuromancer.modules.blocks) (class in neuromancer.modules.rnn) (class in neuromancer.slim.rnn) RNNCell (class in neuromancer.modules.rnn) (class in neuromancer.slim.rnn) RosslerAttractor (class in neuromancer.psl.autonomous) Runge_Kutta_Fehlberg (class in neuromancer.dynamics.integrators)

S

save_random_state() (neuromancer.psl.base.EmulatorBase method) Sawtooth() (in module neuromancer.psl.perturb) SchurDecompositionLinear (class in neuromancer.slim.linear) SEIR_population (class in neuromancer.psl.nonautonomous) SequenceDataset (class in neuromancer.dataset), [1] set_model_dropout_mode() (in module neuromancer.modules.blocks) set_params() (neuromancer.psl.base.EmulatorBase method) set_stats() (neuromancer.psl.base.EmulatorBase method) show() (neuromancer.constraint.Variable method), [1] (neuromancer.problem.Problem method) (neuromancer.psl.base.EmulatorBase method) (neuromancer.system.System method) shuffle() (neuromancer.dataset.GraphDataset method), [1] Sigma() (neuromancer.slim.linear.SpectralLinear method) sigmoid_scale() (in module neuromancer.modules.blocks) simulate() (neuromancer.psl.base.EmulatorBase method) (neuromancer.psl.base.ODE_Autonomous method) (neuromancer.psl.base.ODE_NonAutonomous method) (neuromancer.psl.building_envelope.BuildingEnvelope method) (neuromancer.psl.coupled_systems.Boids method) (neuromancer.psl.coupled_systems.Gravitational_System method) (neuromancer.psl.file_emulator.FileEmulator method) sines() (in module neuromancer.psl.signals) SkewSymmetricLinear (class in neuromancer.slim.linear) SmoothedReLU (class in neuromancer.modules.activations) soft_exp() (in module neuromancer.modules.activations) SoftExponential (class in neuromancer.modules.activations) Solver (class in neuromancer.modules.solvers)

SourceSink (class in neuromancer.dynamics.physics) SpectralLinear (class in neuromancer.slim.linear) spline() (in module neuromancer.psl.signals) SplineSignal() (in module neuromancer.psl.perturb) split_sequence_data() (in module neuromancer.dataset), [1] split_static_data() (in module neuromancer.dataset), [1] SplitLinear (class in neuromancer.slim.linear) SquareLinear (class in neuromancer.slim.linear) SSM (class in neuromancer.dynamics.ode) ssm() (in module neuromancer.arg), [1] StableSplitLinear (class in neuromancer.slim.linear) standardize() (in module neuromancer.dataset), [1] StandardScaler (class in neuromancer.psl.norms) StaticDataset (class in neuromancer.dataset), [1] Step() (in module neuromancer.psl.perturb) step() (in module neuromancer.psl.signals) (neuromancer.problem.Problem method) Steps() (in module neuromancer.psl.perturb) SVDLinear (class in neuromancer.slim.linear) SVDLinearLearnBounds (class in neuromancer.slim.linear) SwingEquation (class in neuromancer.psl.nonautonomous) SymmetricLinear (class in neuromancer.slim.linear) SymmetricSpectralLinear (class in neuromancer.slim.linear) SymmetricSVDLinear (class in neuromancer.slim.linear) SymplecticLinear (class in neuromancer.slim.linear) System (class in neuromancer.system) system_to_psl() (in module neuromancer.psl.system_emulator) systems (neuromancer.psl.building_envelope.BuildingEnvelope attribute)

T

T (neuromancer.constraint.Variable property), [1] T_dist_idx (neuromancer.psl.building_envelope.BuildingEnvelope attribute) Tank (class in neuromancer.psl.nonautonomous) test() (neuromancer.trainer.Trainer method), [1] test_complex_mm() (in module neuromancer.slim.butterfly.complex_utils) test_complex_mul() (in module neuromancer.slim.butterfly.complex_utils) ThomasAttractor (class in neuromancer.psl.autonomous) ThomasAttractorControl (class in neuromancer.psl.nonautonomous) torch2cupy() (in module neuromancer.slim.butterfly.complex_utils) torch2numpy() (in module neuromancer.slim.butterfly.complex_utils) torch_backend (neuromancer.psl.base.Backend attribute) train() (neuromancer.trainer.Trainer method), [1]

train_output() (neuromancer.plot.Visualizer method) (neuromancer.plot.VisualizerDobleIntegrator method) (neuromancer.plot.VisualizerOpen method) train_plot() (neuromancer.plot.Visualizer method) (neuromancer.plot.VisualizerOpen method) Trainer (class in neuromancer.trainer), [1] training (neuromancer.constraint.Variable attribute) trajectory_movie() (in module neuromancer.plot) transform() (neuromancer.psl.norms.StandardScaler method) TrivialNullSpaceLinear (class in neuromancer.slim.linear) TwoTank (class in neuromancer.psl.nonautonomous) TwoTankParam (class in neuromancer.dynamics.ode)

U

u_fun() (neuromancer.psl.nonautonomous.LorenzControl method) umax (neuromancer.psl.building_envelope.BuildingEnvelope property) (neuromancer.psl.building_envelope.LinearBuildingEnvelope property) (neuromancer.psl.nonautonomous.TwoTank property) umin (neuromancer.psl.building_envelope.BuildingEnvelope property) (neuromancer.psl.building_envelope.LinearBuildingEnvelope property) (neuromancer.psl.nonautonomous.TwoTank property)

Umultiply() (neuromancer.slim.linear.SpectralLinear method) unbatch_tensor() (in module neuromancer.dataset), [1] UniversalOscillator (class in neuromancer.psl.autonomous) unpack (neuromancer.constraint.Variable attribute), [1] update_name() (neuromancer.constraint.Constraint method), [1] url (neuromancer.psl.building_envelope.BuildingEnvelope property) (neuromancer.psl.file_emulator.FileEmulator property)

V

value (neuromancer.constraint.Variable property), [1] VanDerPol (class in neuromancer.psl.autonomous) VanDerPolControl (class in neuromancer.dynamics.ode) (class in neuromancer.psl.nonautonomous) Variable (class in neuromancer.constraint), [1] variable() (in module neuromancer.constraint), [1] variable_names (neuromancer.constraint.Constraint property), [1] (neuromancer.constraint.Objective property), [1]

vel_idx (neuromancer.psl.coupled_systems.Boids attribute) (neuromancer.psl.coupled_systems.Gravitational_System attribute) Visualizer (class in neuromancer.plot) VisualizerClosedLoop (class in neuromancer.plot) VisualizerDobleIntegrator (class in neuromancer.plot) VisualizerOpen (class in neuromancer.plot) VisualizerTrajectories (class in neuromancer.plot) VisualizerUncertaintyOpen (class in neuromancer.plot) Vmultiply() (neuromancer.slim.linear.SpectralLinear method)

W

walk() (in module neuromancer.psl.signals)

white_noise() (in module neuromancer.psl.perturb) WhiteNoise() (in module neuromancer.psl.perturb)

Y

Yoshida4 (class in neuromancer.dynamics.integrators)