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Pyro Core:
Installation
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Primitives
Inference
Distributions
Parameters
Neural Network
Optimization
Poutine (Effect handlers)
Miscellaneous Ops
Contributed Code:
Automatic Guide Generation
Automatic Name Generation
Bayesian Neural Networks
Generalised Linear Mixed Models
Gaussian Processes
Mini Pyro
Optimal Experiment Design
Tracking
Pyro
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W
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__call__() (Adam method)
(AutoCallable method)
(AutoContinuous method)
(AutoDelta method)
(AutoDiscreteParallel method)
(AutoGuide method)
(AutoGuideList method)
(Distribution method)
(Messenger method)
(PyroOptim method)
(TorchDistributionMixin method)
A
Adadelta() (in module pyro.optim.pytorch_optimizers)
Adagrad() (in module pyro.optim.pytorch_optimizers)
AdagradRMSProp() (in module pyro.optim.optim)
Adam (class in pyro.contrib.minipyro)
Adam() (in module pyro.optim.pytorch_optimizers)
Adamax() (in module pyro.optim.pytorch_optimizers)
AdamW() (in module pyro.optim.pytorch_optimizers)
add() (AutoGuideList method)
(LSH method)
(List method)
add_node() (Trace method)
all_escape() (in module pyro.poutine.util)
am_i_wrapped() (in module pyro.poutine.runtime)
apply_stack() (in module pyro.contrib.minipyro)
(in module pyro.poutine.runtime)
ApproxSet (class in pyro.contrib.tracking.hashing)
arg_constraints (AVFMultivariateNormal attribute)
(Delta attribute)
(Empirical attribute)
(GaussianScaleMixture attribute)
(MaskedMixture attribute)
(MixtureOfDiagNormalsSharedCovariance attribute)
(OMTMultivariateNormal attribute)
(VonMises attribute)
(VonMises3D attribute)
ASGD() (in module pyro.optim.pytorch_optimizers)
AutoCallable (class in pyro.contrib.autoguide)
AutoContinuous (class in pyro.contrib.autoguide)
AutoDelta (class in pyro.contrib.autoguide)
AutoDiagonalNormal (class in pyro.contrib.autoguide)
AutoDiscreteParallel (class in pyro.contrib.autoguide)
AutoGuide (class in pyro.contrib.autoguide)
autoguide() (Parameterized method)
AutoGuideList (class in pyro.contrib.autoguide)
AutoIAFNormal (class in pyro.contrib.autoguide)
AutoLaplaceApproximation (class in pyro.contrib.autoguide)
AutoLowRankMultivariateNormal (class in pyro.contrib.autoguide)
AutoMultivariateNormal (class in pyro.contrib.autoguide)
AutoRegressiveNN (class in pyro.nn.auto_reg_nn)
AVFMultivariateNormal (class in pyro.distributions)
B
BackwardSampleMessenger (class in pyro.infer.traceenum_elbo)
barber_agakov_ape() (in module pyro.contrib.oed.eig)
Bernoulli (class in pyro.distributions)
Beta (class in pyro.distributions)
bijective (PermuteTransform attribute)
Binary (class in pyro.contrib.gp.likelihoods)
Binomial (class in pyro.distributions)
block (class in pyro.contrib.minipyro)
block() (in module pyro.poutine)
BlockMessenger (class in pyro.poutine.block_messenger)
broadcast() (in module pyro.poutine)
BroadcastMessenger (class in pyro.poutine.broadcast_messenger)
Brownian (class in pyro.contrib.gp.kernels)
C
Categorical (class in pyro.distributions)
Cauchy (class in pyro.distributions)
Chi2 (class in pyro.distributions)
cleanup() (HMC method)
clear() (ParamStoreDict method)
clear_param_store() (in module pyro)
ClippedAdam() (in module pyro.optim.optim)
codomain (InverseAutoregressiveFlow attribute)
(InverseAutoregressiveFlowStable attribute)
(PermuteTransform attribute)
(PlanarFlow attribute)
Combination (class in pyro.contrib.gp.kernels)
compute_log_prob() (Trace method)
compute_marginals() (in module pyro.contrib.tracking.assignment)
(TraceEnum_ELBO method)
compute_marginals_bp() (in module pyro.contrib.tracking.assignment)
compute_marginals_persistent() (in module pyro.contrib.tracking.assignment)
compute_marginals_persistent_bp() (in module pyro.contrib.tracking.assignment)
compute_marginals_sparse_bp() (in module pyro.contrib.tracking.assignment)
compute_score_parts() (Trace method)
CondIndepStackFrame (class in pyro.poutine.indep_messenger)
condition() (in module pyro.poutine)
conditional() (in module pyro.contrib.gp.util)
ConditionMessenger (class in pyro.poutine.condition_messenger)
config_enumerate() (in module pyro.infer.enum)
Constant (class in pyro.contrib.gp.kernels)
contract() (in module pyro.ops.einsum)
contract_expression() (in module pyro.ops.einsum)
copy() (Trace method)
Coregionalize (class in pyro.contrib.gp.kernels)
Cosine (class in pyro.contrib.gp.kernels)
CosineAnnealingLR() (in module pyro.optim.pytorch_optimizers)
CosineAnnealingWarmRestarts() (in module pyro.optim.pytorch_optimizers)
cov (EKFState attribute)
(Measurement attribute)
cov2pv() (DynamicModel method)
(Ncp method)
(Ncv method)
cov_pv (EKFState attribute)
create_mask() (in module pyro.nn.auto_reg_nn)
CyclicLR() (in module pyro.optim.pytorch_optimizers)
D
default_process_message() (in module pyro.poutine.runtime)
Delta (class in pyro.distributions)
diagnostics() (HMC method)
Dict (class in pyro.contrib.autoname.named)
differentiable_loss() (JitTrace_ELBO method)
(JitTraceEnum_ELBO method)
(JitTraceMeanField_ELBO method)
(TraceEnum_ELBO method)
(Trace_ELBO method)
DifferentiableDynamicModel (class in pyro.contrib.tracking.dynamic_models)
DifferentiableMeasurement (class in pyro.contrib.tracking.measurements)
dimension (DynamicModel attribute)
(EKFState attribute)
(Measurement attribute)
dimension_pv (DynamicModel attribute)
(EKFState attribute)
Dirichlet (class in pyro.distributions)
discrete_escape() (in module pyro.poutine.util)
Distribution (class in pyro.distributions)
do() (in module pyro.poutine)
donsker_varadhan_eig() (in module pyro.contrib.oed.eig)
DotProduct (class in pyro.contrib.gp.kernels)
DualAveraging (class in pyro.ops.dual_averaging)
dynamic_model (EKFState attribute)
DynamicModel (class in pyro.contrib.tracking.dynamic_models)
E
effectful() (in module pyro.poutine.runtime)
EKFDistribution (class in pyro.contrib.tracking.distributions)
EKFState (class in pyro.contrib.tracking.extended_kalman_filter)
ELBO (class in pyro.infer.elbo)
elbo() (in module pyro.contrib.minipyro)
Empirical (class in pyro.distributions)
empirical (Marginals attribute)
EmpiricalMarginal (class in pyro.infer.abstract_infer)
enable_validation() (in module pyro)
(in module pyro.poutine.util)
enum() (in module pyro.poutine)
enum_extend() (in module pyro.poutine.util)
enumerate_support() (Distribution method)
(Empirical method)
escape() (in module pyro.poutine)
EscapeMessenger (class in pyro.poutine.escape_messenger)
evaluate_loss() (SVI method)
event_dim (TorchDistributionMixin attribute)
event_shape (Empirical attribute)
EwmaLog (class in pyro.contrib.oed.eig)
expand() (Delta method)
(MaskedMixture method)
(MixtureOfDiagNormalsSharedCovariance method)
(VonMises method)
(VonMises3D method)
expand_by() (TorchDistributionMixin method)
Exponent (class in pyro.contrib.gp.kernels)
Exponential (class in pyro.contrib.gp.kernels)
(class in pyro.distributions)
ExponentialFamily (class in pyro.distributions)
ExponentialLR() (in module pyro.optim.pytorch_optimizers)
F
filter_states() (EKFDistribution method)
FisherSnedecor (class in pyro.distributions)
format_shapes() (Trace method)
forward() (AutoRegressiveNN method)
(Binary method)
(Brownian method)
(Constant method)
(Coregionalize method)
(Cosine method)
(DynamicModel method)
(Exponent method)
(Exponential method)
(GPLVM method)
(GPModel method)
(GPRegression method)
(Gaussian method)
(Kernel method)
(Likelihood method)
(Linear method)
(MaskedLinear method)
(Matern32 method)
(Matern52 method)
(MultiClass method)
(Ncp method)
(Ncv method)
(Periodic method)
(Poisson method)
(Polynomial method)
(Product method)
(RBF method)
(RationalQuadratic method)
(SparseGPRegression method)
(Sum method)
(VariationalGP method)
(VariationalSparseGP method)
(VerticalScaling method)
(Warping method)
(WhiteNoise method)
frame_num (EKFState attribute)
(Measurement attribute)
G
Gamma (class in pyro.distributions)
Gaussian (class in pyro.contrib.gp.likelihoods)
GaussianScaleMixture (class in pyro.distributions)
geodesic_difference() (DynamicModel method)
(Measurement method)
Geometric (class in pyro.distributions)
get_all_param_names() (ParamStoreDict method)
get_ESS() (Importance method)
get_log_normalizer() (Importance method)
get_normalized_weights() (Importance method)
get_param() (ParamStoreDict method)
get_param_store() (in module pyro)
(in module pyro.contrib.minipyro)
get_permutation() (AutoRegressiveNN method)
get_posterior() (AutoContinuous method)
(AutoDiagonalNormal method)
(AutoIAFNormal method)
(AutoLaplaceApproximation method)
(AutoLowRankMultivariateNormal method)
(AutoMultivariateNormal method)
get_state() (DualAveraging method)
(ParamStoreDict method)
(PyroOptim method)
get_step() (MixedMultiOptimizer method)
(MultiOptimizer method)
(Newton method)
get_trace() (trace method)
(TraceHandler method)
(TraceMessenger method)
GPLVM (class in pyro.contrib.gp.models.gplvm)
GPModel (class in pyro.contrib.gp.models.model)
GPRegression (class in pyro.contrib.gp.models.gpr)
guide() (GPLVM method)
(GPModel method)
(GPRegression method)
(SparseGPRegression method)
(VariationalGP method)
(VariationalSparseGP method)
Gumbel (class in pyro.distributions)
H
HalfCauchy (class in pyro.distributions)
HalfNormal (class in pyro.distributions)
has_enumerate_support (Distribution attribute)
(Empirical attribute)
has_rsample (Delta attribute)
(Distribution attribute)
(GaussianScaleMixture attribute)
(MaskedMixture attribute)
(MixtureOfDiagNormalsSharedCovariance attribute)
(Rejector attribute)
HiddenLayer (class in pyro.contrib.bnn.hidden_layer)
HMC (class in pyro.infer.mcmc)
I
identify_dense_edges() (in module pyro.poutine.trace_messenger)
Importance (class in pyro.infer.importance)
Independent (class in pyro.distributions)
independent() (TorchDistributionMixin method)
IndepMessenger (class in pyro.poutine.indep_messenger)
indices (IndepMessenger attribute)
infer_config() (in module pyro.poutine)
infer_discrete() (in module pyro.infer.discrete)
information_criterion() (TracePosterior method)
initial_trace (HMC attribute)
innovation() (EKFState method)
inv_permutation (PermuteTransform attribute)
inverse_mass_matrix (HMC attribute)
InverseAutoregressiveFlow (class in pyro.distributions)
InverseAutoregressiveFlowStable (class in pyro.distributions)
is_validation_enabled() (in module pyro.poutine.util)
Isotropy (class in pyro.contrib.gp.kernels)
items() (ParamStoreDict method)
iter_sample() (GPRegression method)
iter_stochastic_nodes() (Trace method)
J
jacobian() (DifferentiableDynamicModel method)
(DifferentiableMeasurement method)
(Ncp method)
(Ncv method)
(PositionMeasurement method)
JitTrace_ELBO (class in pyro.infer.trace_elbo)
JitTraceEnum_ELBO (class in pyro.infer.traceenum_elbo)
JitTraceGraph_ELBO (class in pyro.infer.tracegraph_elbo)
JitTraceMeanField_ELBO (class in pyro.infer.trace_mean_field_elbo)
K
Kernel (class in pyro.contrib.gp.kernels)
keys() (ParamStoreDict method)
L
LambdaLR() (in module pyro.optim.pytorch_optimizers)
Laplace (class in pyro.distributions)
laplace_approximation() (AutoLaplaceApproximation method)
lift() (in module pyro.poutine)
LiftMessenger (class in pyro.poutine.lift_messenger)
Likelihood (class in pyro.contrib.gp.likelihoods)
Linear (class in pyro.contrib.gp.kernels)
List (class in pyro.contrib.autoname.named)
load() (ParamStoreDict method)
(PyroOptim method)
log_abs_det_jacobian() (InverseAutoregressiveFlow method)
(InverseAutoregressiveFlowStable method)
(PermuteTransform method)
(PlanarFlow method)
log_likelihood_of_update() (EKFState method)
log_prob() (Delta method)
(Distribution method)
(EKFDistribution method)
(Empirical method)
(GaussianScaleMixture method)
(MaskedMixture method)
(MixtureOfDiagNormalsSharedCovariance method)
(Rejector method)
(RelaxedBernoulliStraightThrough method)
(RelaxedOneHotCategoricalStraightThrough method)
(VonMises method)
(VonMises3D method)
log_prob_sum() (Trace method)
log_weights (Empirical attribute)
LogisticNormal (class in pyro.distributions)
LogNormal (class in pyro.distributions)
logsumexp() (in module pyro.infer.importance)
(in module pyro.infer.renyi_elbo)
loss() (RenyiELBO method)
(TraceEnum_ELBO method)
(TraceGraph_ELBO method)
(TraceMeanField_ELBO method)
(Trace_ELBO method)
loss_and_grads() (JitTrace_ELBO method)
(JitTraceEnum_ELBO method)
(JitTraceGraph_ELBO method)
(JitTraceMeanField_ELBO method)
(RenyiELBO method)
(TraceEnum_ELBO method)
(TraceGraph_ELBO method)
(Trace_ELBO method)
loss_and_surrogate_loss() (JitTrace_ELBO method)
LowRankMultivariateNormal (class in pyro.distributions)
LSH (class in pyro.contrib.tracking.hashing)
M
marginal() (MCMC method)
(TracePosterior method)
(TracePredictive method)
MarginalAssignment (class in pyro.contrib.tracking.assignment)
MarginalAssignmentPersistent (class in pyro.contrib.tracking.assignment)
MarginalAssignmentSparse (class in pyro.contrib.tracking.assignment)
Marginals (class in pyro.infer.abstract_infer)
markov() (in module pyro.poutine)
mask() (in module pyro.poutine)
(TorchDistributionMixin method)
MaskedLinear (class in pyro.nn.auto_reg_nn)
MaskedMixture (class in pyro.distributions)
match() (ParamStoreDict method)
Matern32 (class in pyro.contrib.gp.kernels)
Matern52 (class in pyro.contrib.gp.kernels)
mc_extend() (in module pyro.poutine.util)
MCMC (class in pyro.infer.mcmc)
mean (Delta attribute)
(EKFState attribute)
(Empirical attribute)
(MaskedMixture attribute)
(Measurement attribute)
mean2pv() (DynamicModel method)
(Ncp method)
(Ncv method)
mean_pv (EKFState attribute)
Measurement (class in pyro.contrib.tracking.measurements)
median() (AutoContinuous method)
(AutoDelta method)
(AutoGuide method)
(AutoGuideList method)
merge_points() (in module pyro.contrib.tracking.hashing)
Messenger (class in pyro.contrib.minipyro)
(class in pyro.poutine.messenger)
MixedMultiOptimizer (class in pyro.optim.multi)
MixtureOfDiagNormalsSharedCovariance (class in pyro.distributions)
mode (Parameterized attribute)
model() (GPLVM method)
(GPModel method)
(GPRegression method)
(SparseGPRegression method)
(VariationalGP method)
(VariationalSparseGP method)
module() (in module pyro)
module_from_param_with_module_name() (in module pyro.params.param_store)
MultiClass (class in pyro.contrib.gp.likelihoods)
Multinomial (class in pyro.distributions)
MultiOptimizer (class in pyro.optim.multi)
MultiStepLR() (in module pyro.optim.pytorch_optimizers)
MultivariateNormal (class in pyro.distributions)
N
naive_rainforth_eig() (in module pyro.contrib.oed.eig)
name_count() (in module pyro.contrib.autoname)
(in module pyro.contrib.autoname.scoping)
NameCountMessenger (class in pyro.contrib.autoname.scoping)
named_parameters() (ParamStoreDict method)
Ncp (class in pyro.contrib.tracking.dynamic_models)
NcpContinuous (class in pyro.contrib.tracking.dynamic_models)
NcpDiscrete (class in pyro.contrib.tracking.dynamic_models)
Ncv (class in pyro.contrib.tracking.dynamic_models)
NcvContinuous (class in pyro.contrib.tracking.dynamic_models)
NcvDiscrete (class in pyro.contrib.tracking.dynamic_models)
nearby() (LSH method)
NegativeBinomial (class in pyro.distributions)
Newton (class in pyro.optim.multi)
newton_step() (in module pyro.ops.newton)
newton_step_1d() (in module pyro.ops.newton)
newton_step_2d() (in module pyro.ops.newton)
newton_step_3d() (in module pyro.ops.newton)
next_context() (IndepMessenger method)
node_dict_factory (Trace attribute)
NonlocalExit
nonreparam_stochastic_nodes (Trace attribute)
Normal (class in pyro.distributions)
num_process_noise_parameters (DynamicModel attribute)
num_steps (HMC attribute)
NUTS (class in pyro.infer.mcmc)
O
Object (class in pyro.contrib.autoname.named)
observation_nodes (Trace attribute)
OMTMultivariateNormal (class in pyro.distributions)
OneHotCategorical (class in pyro.distributions)
P
pack_tensors() (Trace method)
param() (in module pyro)
(in module pyro.contrib.minipyro)
param_() (Object method)
param_name() (ParamStoreDict method)
param_nodes (Trace attribute)
param_with_module_name() (in module pyro.params.param_store)
Parameterized (class in pyro.contrib.gp.parameterized)
ParamStoreDict (class in pyro.params.param_store)
Pareto (class in pyro.distributions)
Periodic (class in pyro.contrib.gp.kernels)
PermuteTransform (class in pyro.distributions)
PlanarFlow (class in pyro.distributions)
plate (class in pyro)
plate() (in module pyro.contrib.minipyro)
PlateMessenger (class in pyro.contrib.minipyro)
Poisson (class in pyro.contrib.gp.likelihoods)
(class in pyro.distributions)
Polynomial (class in pyro.contrib.gp.kernels)
PositionMeasurement (class in pyro.contrib.tracking.measurements)
postprocess_message() (Messenger method)
(trace method)
predict() (EKFState method)
process_message() (block method)
(Messenger method)
(PlateMessenger method)
(replay method)
process_noise_cov() (DynamicModel method)
(Ncp method)
(NcpContinuous method)
(NcpDiscrete method)
(Ncv method)
(NcvContinuous method)
(NcvDiscrete method)
process_noise_dist() (DynamicModel method)
Product (class in pyro.contrib.gp.kernels)
prune_subsample_sites() (in module pyro.poutine.util)
pyro.contrib.autoguide (module)
pyro.contrib.autoname (module)
pyro.contrib.autoname.named (module)
pyro.contrib.autoname.scoping (module)
pyro.contrib.bnn (module)
pyro.contrib.bnn.hidden_layer (module)
pyro.contrib.glmm (module)
pyro.contrib.gp (module)
pyro.contrib.gp.kernels (module)
pyro.contrib.gp.likelihoods (module)
pyro.contrib.gp.models.gplvm (module)
pyro.contrib.gp.models.gpr (module)
pyro.contrib.gp.models.model (module)
pyro.contrib.gp.models.sgpr (module)
pyro.contrib.gp.models.vgp (module)
pyro.contrib.gp.models.vsgp (module)
pyro.contrib.gp.parameterized (module)
pyro.contrib.gp.util (module)
pyro.contrib.minipyro (module)
pyro.contrib.oed (module)
pyro.contrib.oed.eig (module)
pyro.contrib.tracking (module)
pyro.contrib.tracking.assignment (module)
pyro.contrib.tracking.distributions (module)
pyro.contrib.tracking.dynamic_models (module)
pyro.contrib.tracking.extended_kalman_filter (module)
pyro.contrib.tracking.hashing (module)
pyro.contrib.tracking.measurements (module)
pyro.distributions.torch (module)
pyro.infer.abstract_infer (module)
pyro.infer.discrete (module)
pyro.infer.elbo (module)
pyro.infer.importance (module)
pyro.infer.renyi_elbo (module)
pyro.infer.svi (module)
pyro.infer.trace_elbo (module)
pyro.infer.trace_mean_field_elbo (module)
pyro.infer.traceenum_elbo (module)
pyro.infer.tracegraph_elbo (module)
pyro.nn.auto_reg_nn (module)
pyro.ops.dual_averaging (module)
pyro.ops.einsum (module)
pyro.ops.integrator (module)
pyro.ops.newton (module)
pyro.optim.lr_scheduler (module)
pyro.optim.multi (module)
pyro.optim.optim (module)
pyro.optim.pytorch_optimizers (module)
pyro.params.param_store (module)
pyro.poutine.block_messenger (module)
pyro.poutine.broadcast_messenger (module)
pyro.poutine.condition_messenger (module)
pyro.poutine.escape_messenger (module)
pyro.poutine.handlers (module)
pyro.poutine.indep_messenger (module)
pyro.poutine.lift_messenger (module)
pyro.poutine.messenger (module)
pyro.poutine.replay_messenger (module)
pyro.poutine.runtime (module)
pyro.poutine.scale_messenger (module)
pyro.poutine.trace_messenger (module)
pyro.poutine.util (module)
PyroLRScheduler (class in pyro.optim.lr_scheduler)
PyroMultiOptimizer (class in pyro.optim.multi)
PyroOptim (class in pyro.optim.optim)
Q
quantiles() (AutoContinuous method)
queue() (in module pyro.poutine)
R
random_module() (in module pyro)
RationalQuadratic (class in pyro.contrib.gp.kernels)
RBF (class in pyro.contrib.gp.kernels)
ReduceLROnPlateau() (in module pyro.optim.pytorch_optimizers)
register() (pyro.poutine.messenger.Messenger class method)
Rejector (class in pyro.distributions)
RelaxedBernoulli (class in pyro.distributions)
RelaxedBernoulliStraightThrough (class in pyro.distributions)
RelaxedOneHotCategorical (class in pyro.distributions)
RelaxedOneHotCategoricalStraightThrough (class in pyro.distributions)
remove() (LSH method)
RenyiELBO (class in pyro.infer.renyi_elbo)
reparameterized_nodes (Trace attribute)
replace_param() (ParamStoreDict method)
replay (class in pyro.contrib.minipyro)
replay() (in module pyro.poutine)
ReplayMessenger (class in pyro.poutine.replay_messenger)
reset() (DualAveraging method)
reset_parameters() (PlanarFlow method)
reset_stack() (NonlocalExit method)
reshape() (TorchDistributionMixin method)
RMSprop() (in module pyro.optim.pytorch_optimizers)
Rprop() (in module pyro.optim.pytorch_optimizers)
rsample() (AVFMultivariateNormal method)
(Delta method)
(GaussianScaleMixture method)
(MaskedMixture method)
(MixtureOfDiagNormalsSharedCovariance method)
(OMTMultivariateNormal method)
(Rejector method)
(RelaxedBernoulliStraightThrough method)
(RelaxedOneHotCategoricalStraightThrough method)
run() (SVI method)
(TracePosterior method)
S
sample() (Distribution method)
(Empirical method)
(HMC method)
(MaskedMixture method)
(NUTS method)
(in module pyro)
(in module pyro.contrib.minipyro)
sample_() (Object method)
sample_latent() (AutoContinuous method)
(AutoGuide method)
sample_mask_indices() (in module pyro.nn.auto_reg_nn)
sample_posterior() (TraceEnum_ELBO method)
sample_size (Empirical attribute)
save() (ParamStoreDict method)
(PyroOptim method)
scale() (in module pyro.poutine)
ScaleMessenger (class in pyro.poutine.scale_messenger)
scope() (in module pyro.contrib.autoname)
(in module pyro.contrib.autoname.scoping)
ScopeMessenger (class in pyro.contrib.autoname.scoping)
score_parts() (Distribution method)
(Rejector method)
set_constraint() (Parameterized method)
set_data() (GPModel method)
set_epoch() (PyroLRScheduler method)
set_mode() (Parameterized method)
set_prior() (Parameterized method)
set_state() (ParamStoreDict method)
(PyroOptim method)
setdefault() (ParamStoreDict method)
setup() (HMC method)
SGD() (in module pyro.optim.pytorch_optimizers)
shape() (TorchDistributionMixin method)
site_is_subsample() (in module pyro.poutine.util)
SparseAdam() (in module pyro.optim.pytorch_optimizers)
SparseGPRegression (class in pyro.contrib.gp.models.sgpr)
step() (DualAveraging method)
(MixedMultiOptimizer method)
(MultiOptimizer method)
(PyroMultiOptimizer method)
(SVI method)
,
[1]
step_size (HMC attribute)
StepLR() (in module pyro.optim.pytorch_optimizers)
stochastic_nodes (Trace attribute)
StudentT (class in pyro.distributions)
Sum (class in pyro.contrib.gp.kernels)
support (Delta attribute)
(Empirical attribute)
(MaskedMixture attribute)
(VonMises attribute)
(VonMises3D attribute)
support() (Marginals method)
SVI (class in pyro.contrib.minipyro)
(class in pyro.infer.svi)
symbolize_dims() (Trace method)
T
time (EKFState attribute)
(Measurement attribute)
to_event() (TorchDistributionMixin method)
TorchDistribution (class in pyro.distributions)
TorchDistributionMixin (class in pyro.distributions.torch_distribution)
TorchMultiOptimizer (class in pyro.optim.multi)
trace (class in pyro.contrib.minipyro)
Trace (class in pyro.poutine)
trace (TraceHandler attribute)
trace() (in module pyro.ops.jit)
(in module pyro.poutine)
Trace_ELBO (class in pyro.infer.trace_elbo)
TraceEnum_ELBO (class in pyro.infer.traceenum_elbo)
TraceGraph_ELBO (class in pyro.infer.tracegraph_elbo)
TraceHandler (class in pyro.poutine.trace_messenger)
TraceMeanField_ELBO (class in pyro.infer.trace_mean_field_elbo)
TraceMessenger (class in pyro.poutine.trace_messenger)
TracePosterior (class in pyro.infer.abstract_infer)
TracePredictive (class in pyro.infer.abstract_infer)
train() (in module pyro.contrib.gp.util)
TransformedDistribution (class in pyro.distributions)
Transforming (class in pyro.contrib.gp.kernels)
TransformModule (class in pyro.distributions)
try_add() (ApproxSet method)
U
u_hat() (PlanarFlow method)
ubersum() (in module pyro.ops.contract)
Uniform (class in pyro.distributions)
unregister() (pyro.poutine.messenger.Messenger class method)
update() (EKFState method)
user_param_name() (in module pyro.params.param_store)
V
validation_enabled() (in module pyro)
values() (ParamStoreDict method)
variance (Delta attribute)
(Empirical attribute)
(MaskedMixture attribute)
VariationalGP (class in pyro.contrib.gp.models.vgp)
VariationalSparseGP (class in pyro.contrib.gp.models.vsgp)
vectorized (CondIndepStackFrame attribute)
velocity_verlet() (in module pyro.ops.integrator)
VerticalScaling (class in pyro.contrib.gp.kernels)
vi_ape() (in module pyro.contrib.oed.eig)
VonMises (class in pyro.distributions)
VonMises3D (class in pyro.distributions)
W
Warping (class in pyro.contrib.gp.kernels)
Weibull (class in pyro.distributions)
WhiteNoise (class in pyro.contrib.gp.kernels)
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