Index

_

__init__() (torchflows.architectures.AffineGlow method) (torchflows.architectures.CouplingLRS method) (torchflows.architectures.CouplingRQNSF method) (torchflows.architectures.DeepDiffeomorphicBijection method) (torchflows.architectures.FFJORD method) (torchflows.architectures.IAF method) (torchflows.architectures.InverseAutoregressiveLRS method) (torchflows.architectures.InverseAutoregressiveRQNSF method) (torchflows.architectures.InverseRealNVP method) (torchflows.architectures.InvertibleResNet method) (torchflows.architectures.MAF method) (torchflows.architectures.MaskedAutoregressiveLRS method) (torchflows.architectures.MaskedAutoregressiveRQNSF method) (torchflows.architectures.MultiscaleLRSNSF method) (torchflows.architectures.MultiscaleNICE method) (torchflows.architectures.MultiscaleRealNVP method) (torchflows.architectures.MultiscaleRQNSF method) (torchflows.architectures.NICE method) (torchflows.architectures.OTFlow method) (torchflows.architectures.PlanarFlow method) (torchflows.architectures.ProximalResFlow method) (torchflows.architectures.RadialFlow method) (torchflows.architectures.RealNVP method) (torchflows.architectures.ResFlow method) (torchflows.architectures.RNODE method) (torchflows.architectures.ShiftGlow method) (torchflows.architectures.SylvesterFlow method) (torchflows.architectures.UMNNMAF method) (torchflows.base_distributions.gaussian.DenseGaussian method) (torchflows.base_distributions.gaussian.DiagonalGaussian method) (torchflows.base_distributions.mixture.DenseGaussianMixture method) (torchflows.base_distributions.mixture.DiagonalGaussianMixture method) (torchflows.bijections.base.Bijection method) (torchflows.bijections.base.BijectiveComposition method) (torchflows.bijections.continuous.base.ContinuousBijection method) (torchflows.bijections.finite.autoregressive.layers_base.CouplingBijection method) (torchflows.bijections.finite.autoregressive.layers_base.InverseMaskedAutoregressiveBijection method) (torchflows.bijections.finite.autoregressive.layers_base.MaskedAutoregressiveBijection method) (torchflows.bijections.finite.multiscale.architectures.DeepDenseSigmoidGlow method) (torchflows.bijections.finite.multiscale.architectures.DeepSigmoidGlow method) (torchflows.bijections.finite.multiscale.architectures.DenseSigmoidGlow method) (torchflows.bijections.finite.multiscale.architectures.LRSGlow method) (torchflows.bijections.finite.multiscale.architectures.MultiscaleDeepDenseSigmoid method) (torchflows.bijections.finite.multiscale.architectures.MultiscaleDeepSigmoid method) (torchflows.bijections.finite.multiscale.architectures.MultiscaleDenseSigmoid method) (torchflows.bijections.finite.multiscale.architectures.RQSGlow method) (torchflows.bijections.finite.multiscale.base.MultiscaleBijection method) (torchflows.flows.Flow method) (torchflows.flows.FlowMixture method)

A

Affine (class in torchflows.bijections.finite.autoregressive.transformers.linear.affine)

AffineGlow (class in torchflows.architectures)

B

BaseFlow (class in torchflows.flows)

Bijection (class in torchflows.bijections.base) BijectiveComposition (class in torchflows.bijections.base)

C

CombinedConditioner (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) ConditionerTransform (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) Constant (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) ContinuousBijection (class in torchflows.bijections.continuous.base)

Coupling (class in torchflows.bijections.finite.autoregressive.conditioning.coupling_masks) CouplingBijection (class in torchflows.bijections.finite.autoregressive.layers_base) CouplingLRS (class in torchflows.architectures) CouplingRQNSF (class in torchflows.architectures)

D

DeepDenseSigmoid (class in torchflows.bijections.finite.autoregressive.transformers.combination.sigmoid) DeepDenseSigmoidGlow (class in torchflows.bijections.finite.multiscale.architectures) DeepDiffeomorphicBijection (class in torchflows.architectures) DeepSigmoid (class in torchflows.bijections.finite.autoregressive.transformers.combination.sigmoid) DeepSigmoidGlow (class in torchflows.bijections.finite.multiscale.architectures)

DenseGaussian (class in torchflows.base_distributions.gaussian) DenseGaussianMixture (class in torchflows.base_distributions.mixture) DenseSigmoid (class in torchflows.bijections.finite.autoregressive.transformers.combination.sigmoid) DenseSigmoidGlow (class in torchflows.bijections.finite.multiscale.architectures) DiagonalGaussian (class in torchflows.base_distributions.gaussian) DiagonalGaussianMixture (class in torchflows.base_distributions.mixture)

E

ElementwiseConditionerTransform (class in torchflows.bijections.finite.autoregressive.conditioning.transforms)

F

FeedForward (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) FFJORD (class in torchflows.architectures) fit() (torchflows.flows.BaseFlow method) Flow (class in torchflows.flows)

FlowMixture (class in torchflows.flows) forward() (torchflows.bijections.base.Bijection method) (torchflows.bijections.continuous.base.ContinuousBijection method) forward_with_log_prob() (torchflows.flows.Flow method)

G

GraphicalCoupling (class in torchflows.bijections.finite.autoregressive.conditioning.coupling_masks)

H

HalfSplit (class in torchflows.bijections.finite.autoregressive.conditioning.coupling_masks)

I

IAF (class in torchflows.architectures) inverse() (torchflows.bijections.base.Bijection method) (torchflows.bijections.continuous.base.ContinuousBijection method) InverseAffine (class in torchflows.bijections.finite.autoregressive.transformers.linear.affine) InverseAutoregressiveLRS (class in torchflows.architectures)

InverseAutoregressiveRQNSF (class in torchflows.architectures) InverseMaskedAutoregressiveBijection (class in torchflows.bijections.finite.autoregressive.layers_base) InverseRealNVP (class in torchflows.architectures) invert() (in module torchflows.bijections.base) Invertible1x1ConvolutionTransformer (class in torchflows.bijections.finite.autoregressive.transformers.linear.convolution) InvertibleResNet (class in torchflows.architectures)

L

Linear (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) (class in torchflows.bijections.finite.autoregressive.transformers.spline.linear) LinearMADE (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) LinearRational (class in torchflows.bijections.finite.autoregressive.transformers.spline.linear_rational)

log_prob() (torchflows.flows.Flow method) (torchflows.flows.FlowMixture method) LRSGlow (class in torchflows.bijections.finite.multiscale.architectures) LUTransformer (class in torchflows.bijections.finite.autoregressive.transformers.linear.matrix)

M

MADE (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) MAF (class in torchflows.architectures) make_coupling() (in module torchflows.bijections.finite.autoregressive.conditioning.coupling_masks) MaskedAutoregressiveBijection (class in torchflows.bijections.finite.autoregressive.layers_base) MaskedAutoregressiveLRS (class in torchflows.architectures) MaskedAutoregressiveRQNSF (class in torchflows.architectures) MultiscaleBijection (class in torchflows.bijections.finite.multiscale.base)

MultiscaleDeepDenseSigmoid (class in torchflows.bijections.finite.multiscale.architectures) MultiscaleDeepSigmoid (class in torchflows.bijections.finite.multiscale.architectures) MultiscaleDenseSigmoid (class in torchflows.bijections.finite.multiscale.architectures) MultiscaleLRSNSF (class in torchflows.architectures) MultiscaleNICE (class in torchflows.architectures) MultiscaleRealNVP (class in torchflows.architectures) MultiscaleRQNSF (class in torchflows.architectures)

N

NICE (class in torchflows.architectures)

O

OTFlow (class in torchflows.architectures)

P

PartialCoupling (class in torchflows.bijections.finite.autoregressive.conditioning.coupling_masks)

PlanarFlow (class in torchflows.architectures) ProximalResFlow (class in torchflows.architectures)

R

RadialFlow (class in torchflows.architectures) RationalQuadratic (class in torchflows.bijections.finite.autoregressive.transformers.spline.rational_quadratic) RealNVP (class in torchflows.architectures) regularization() (torchflows.flows.BaseFlow method) RegularizedCombinedConditioner (class in torchflows.bijections.finite.autoregressive.conditioning.transforms)

RegularizedGraphicalConditioner (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) ResFlow (class in torchflows.architectures) ResidualFeedForward (class in torchflows.bijections.finite.autoregressive.conditioning.transforms) RNODE (class in torchflows.architectures) RQSGlow (class in torchflows.bijections.finite.multiscale.architectures)

S

sample() (torchflows.flows.Flow method) (torchflows.flows.FlowMixture method) Shift (class in torchflows.bijections.finite.autoregressive.transformers.linear.affine)

ShiftGlow (class in torchflows.architectures) Sigmoid (class in torchflows.bijections.finite.autoregressive.transformers.combination.sigmoid) SylvesterFlow (class in torchflows.architectures)

T

TensorConditionerTransform (class in torchflows.bijections.finite.autoregressive.conditioning.transforms)

U

UMNNMAF (class in torchflows.architectures)

UnconstrainedMonotonicNeuralNetwork (class in torchflows.bijections.finite.autoregressive.transformers.integration.unconstrained_monotonic_neural_network)

V

variational_fit() (torchflows.flows.BaseFlow method)