c inferpy.contextmanager ,

inferpy.contextmanager.data_model,31 inferpy.contextmanager.evidence,31 inferpy.contextmanager.randvar_registry, 31

d

inferpy.datasets,32 inferpy.datasets.mnist,32

i

inferpy,163 inferpy.inference,34 inferpy.inference.inference,33 inferpy.inference.variational,33 inferpy.inference.variational.loss_functions, 33 inferpy.inference.variational.loss_functions.elbo, 32 inferpy.inference.variational.svi,33 inferpy.inference.variational.vi,33

m

inferpy.models,98 inferpy.models.parameter,34 inferpy.models.prob_model,34 inferpy.models.random_variable,35

q

inferpy.queries,161 inferpy.queries.query,160

u

inferpy.util,163 inferpy.util.interceptor,161 inferpy.util.iterables,162 inferpy.util.name,162 inferpy.util.runtime,162 inferpy.util.session,163 inferpy.util.tf_graph,163

A

Autoregressive()(in module inferpy.models),98

Autoregressive() (in module in- ferpy.models.random_variable),35

B

BatchReshape()(in module inferpy.models),99

BatchReshape() (in module in- ferpy.models.random_variable),36

Bernoulli()(in module inferpy.models),99

Bernoulli() (in module in- ferpy.models.random_variable),36

Beta()(in module inferpy.models),100

Beta() (in module inferpy.models.random_variable),

37

Binomial()(in module inferpy.models),101

Binomial() (in module in- ferpy.models.random_variable),38

Blockwise()(in module inferpy.models),101

Blockwise() (in module in- ferpy.models.random_variable),39

build_in_session() (in- ferpy.models.random_variable.RandomVariable method),80

C

Categorical()(in module inferpy.models),102

Categorical() (in module in- ferpy.models.random_variable),39

Cauchy()(in module inferpy.models),103

Cauchy() (in module in- ferpy.models.random_variable),40

Chi()(in module inferpy.models),104

Chi()(in module inferpy.models.random_variable),41

Chi2()(in module inferpy.models),104

Chi2() (in module inferpy.models.random_variable),

41

Chi2WithAbsDf()(in module inferpy.models),105

Chi2WithAbsDf() (in module in- ferpy.models.random_variable),42

clear_session()(in module inferpy.util),163

clear_session() (in module inferpy.util.session),

163

compile() (inferpy.inference.inference.Inference method),34

compile()(inferpy.inference.SVI method),34

compile() (inferpy.inference.variational.svi.SVI method),33

compile() (inferpy.inference.variational.vi.VI method),33

compile()(inferpy.inference.VI method),34

ConditionalDistribution() (in module in- ferpy.models),108

ConditionalDistribution() (in module in- ferpy.models.random_variable),42 ConditionalTransformedDistribution()(in module inferpy.models),147 ConditionalTransformedDistribution()(in module inferpy.models.random_variable),43 copy()(inferpy.models.random_variable.RandomVariable method),80 create_input_data_tensor() (in- ferpy.inference.SVI method),34 create_input_data_tensor() (in- ferpy.inference.variational.svi.SVI method), 33

D

datamodel() (in module in- ferpy.contextmanager.data_model),31

datamodel()(in module inferpy.models),98

Deterministic()(in module inferpy.models),105

Deterministic() (in module in- ferpy.models.random_variable),44

Dirichlet()(in module inferpy.models),107

Dirichlet() (in module in- ferpy.models.random_variable),44

DirichletMultinomial() (in module in- ferpy.models),107

DirichletMultinomial() (in module in- ferpy.models.random_variable),45

Distribution()(in module inferpy.models),109

ferpy.models.random_variable),46

E

ELBO() (in module in- ferpy.inference.variational.loss_functions),

33

ELBO() (in module in- ferpy.inference.variational.loss_functions.elbo),

32

Empirical()(in module inferpy.models),109

Empirical() (in module in- ferpy.models.random_variable),46

expand_model() (in- ferpy.models.prob_model.ProbModel method),

35

Exponential()(in module inferpy.models),110

Exponential() (in module in- ferpy.models.random_variable),48

ExpRelaxedOneHotCategorical() (in module inferpy.models),143

ExpRelaxedOneHotCategorical() (in module inferpy.models.random_variable),47

F

FiniteDiscrete()(in module inferpy.models),111

FiniteDiscrete() (in module in- ferpy.models.random_variable),48

fit()(in module inferpy.contextmanager.data_model),

31

fit()(inferpy.models.prob_model.ProbModel method),

35

flatten_result() (in module in- ferpy.queries.query),161

G

Gamma()(in module inferpy.models),111

Gamma()(in module inferpy.models.random_variable),

49

GammaGamma()(in module inferpy.models),112

GammaGamma() (in module in- ferpy.models.random_variable),50

GaussianProcess()(in module inferpy.models),113

GaussianProcess() (in module in- ferpy.models.random_variable),51

GaussianProcessRegressionModel()(in mod- ule inferpy.models),114

GaussianProcessRegressionModel()(in mod- ule inferpy.models.random_variable),52

generate()(in module inferpy.util.name),162

Geometric()(in module inferpy.models),115

Geometric() (in module in- ferpy.models.random_variable),53

get_empty_graph() (in module in- ferpy.util.tf_graph),163

get_graph() (in module in- ferpy.contextmanager.randvar_registry),

31

get_graph()(in module inferpy.util.tf_graph),163

get_plate_size()(in module inferpy.util.iterables),

162

get_sample_shape() (in module in- ferpy.contextmanager.data_model),31

get_session()(in module inferpy.util),163

get_session()(in module inferpy.util.session),163

get_shape()(in module inferpy.util.iterables),162

get_var_parameters() (in module in- ferpy.contextmanager.randvar_registry),

31

get_variable() (in module in- ferpy.contextmanager.randvar_registry),

31

get_variable_or_parameter() (in module in- ferpy.contextmanager.randvar_registry),31 GLOBAL_HIDDEN (in- ferpy.models.random_variable.Kind attribute), 62 GLOBAL_OBSERVED (in- ferpy.models.random_variable.Kind attribute), 62

Gumbel()(in module inferpy.models),116

Gumbel() (in module in- ferpy.models.random_variable),54

H

HalfCauchy()(in module inferpy.models),117

HalfCauchy() (in module in- ferpy.models.random_variable),54

HalfNormal()(in module inferpy.models),117

HalfNormal() (in module in- ferpy.models.random_variable),55

HiddenMarkovModel() (in module inferpy.models),

118

HiddenMarkovModel() (in module in- ferpy.models.random_variable),56

Horseshoe()(in module inferpy.models),119

Horseshoe() (in module in- ferpy.models.random_variable),57

I

Independent()(in module inferpy.models),119

Independent() (in module in- ferpy.models.random_variable),57

Inference(class in inferpy.inference.inference),33

inferpy(module),163

inferpy.contextmanager(module),32

inferpy.contextmanager.data_model (mod- ule),31

inferpy.contextmanager.evidence (module), 31 inferpy.contextmanager.randvar_registry (module),31 inferpy.datasets(module),32 inferpy.datasets.mnist(module),32 inferpy.inference(module),34 inferpy.inference.inference(module),33 inferpy.inference.variational(module),33 inferpy.inference.variational.loss_functions (module),33 inferpy.inference.variational.loss_functions.elbo (module),32 inferpy.inference.variational.svi (mod- ule),33 inferpy.inference.variational.vi (mod- ule),33 inferpy.models(module),98 inferpy.models.parameter(module),34 inferpy.models.prob_model(module),34 inferpy.models.random_variable (module), 35 inferpy.queries(module),161 inferpy.queries.query(module),160 inferpy.util(module),163 inferpy.util.interceptor(module),161 inferpy.util.iterables(module),162 inferpy.util.name(module),162 inferpy.util.runtime(module),162 inferpy.util.session(module),163 inferpy.util.tf_graph(module),163

init() (in module in- ferpy.contextmanager.randvar_registry),

31

InverseGamma()(in module inferpy.models),120

InverseGamma() (in module in- ferpy.models.random_variable),58

InverseGaussian()(in module inferpy.models),121

InverseGaussian() (in module in- ferpy.models.random_variable),59

is_active() (in module in- ferpy.contextmanager.data_model),31

is_building_graph() (in module in- ferpy.contextmanager.randvar_registry),

31

is_default() (in module in- ferpy.contextmanager.randvar_registry),

31

J

JointDistribution() (in module inferpy.models),

121

JointDistribution() (in module in- ferpy.models.random_variable),59

JointDistributionCoroutine() (in module in- ferpy.models),122

JointDistributionCoroutine() (in module in- ferpy.models.random_variable),60

JointDistributionNamed() (in module in- ferpy.models),123

JointDistributionNamed() (in module in- ferpy.models.random_variable),60

JointDistributionSequential() (in module inferpy.models),123

JointDistributionSequential() (in module inferpy.models.random_variable),61

K

Kind(class in inferpy.models.random_variable),61

Kumaraswamy()(in module inferpy.models),124

Kumaraswamy() (in module in- ferpy.models.random_variable),62

L

Laplace()(in module inferpy.models),124

Laplace() (in module in- ferpy.models.random_variable),63

LinearGaussianStateSpaceModel() (in mod- ule inferpy.models),125

LinearGaussianStateSpaceModel() (in mod- ule inferpy.models.random_variable),64

LKJ()(in module inferpy.models),126

LKJ()(in module inferpy.models.random_variable),62

load_data()(in module inferpy.datasets.mnist),32

LOCAL_HIDDEN(inferpy.models.random_variable.Kind attribute),62 LOCAL_OBSERVED (in- ferpy.models.random_variable.Kind attribute), 62 log_prob() (inferpy.inference.inference.Inference method),34 log_prob() (inferpy.inference.variational.vi.VI method),33

log_prob()(inferpy.inference.VI method),34

log_prob()(inferpy.queries.Query method),161

log_prob() (inferpy.queries.query.Query method),

160

Logistic()(in module inferpy.models),127

Logistic() (in module in- ferpy.models.random_variable),65

LogNormal()(in module inferpy.models),127

LogNormal() (in module in- ferpy.models.random_variable),65

losses() (inferpy.inference.variational.vi.VI prop- erty),33

M

Mixture()(in module inferpy.models),128

Mixture() (in module in- ferpy.models.random_variable),66

MixtureSameFamily() (in module inferpy.models),

129

MixtureSameFamily() (in module in- ferpy.models.random_variable),67

Multinomial()(in module inferpy.models),130

Multinomial() (in module in- ferpy.models.random_variable),68

MultivariateNormalDiag() (in module in- ferpy.models),132

MultivariateNormalDiag() (in module in- ferpy.models.random_variable),69 MultivariateNormalDiagPlusLowRank() (in module inferpy.models),133 MultivariateNormalDiagPlusLowRank() (in module inferpy.models.random_variable),70 MultivariateNormalDiagWithSoftplusScale()

(in module inferpy.models),133

MultivariateNormalDiagWithSoftplusScale()

(in module inferpy.models.random_variable),

71 MultivariateNormalFullCovariance() (in module inferpy.models),134 MultivariateNormalFullCovariance() (in module inferpy.models.random_variable),72 MultivariateNormalLinearOperator() (in module inferpy.models),135 MultivariateNormalLinearOperator() (in module inferpy.models.random_variable),72

MultivariateNormalTriL() (in module in- ferpy.models),136

MultivariateNormalTriL() (in module in- ferpy.models.random_variable),73 MultivariateStudentTLinearOperator()(in module inferpy.models),131 MultivariateStudentTLinearOperator()(in module inferpy.models.random_variable),74

N

NegativeBinomial() (in module inferpy.models),

137

NegativeBinomial() (in module in- ferpy.models.random_variable),75

new_session()(in module inferpy.util.session),163

Normal()(in module inferpy.models),138

Normal() (in module in- ferpy.models.random_variable),76

O

observe() (in module in- ferpy.contextmanager.evidence),31

OneHotCategorical() (in module inferpy.models),

138

OneHotCategorical() (in module in- ferpy.models.random_variable),76

P

Parameter(class in inferpy.models),98

Parameter(class in inferpy.models.parameter),34

parameters() (inferpy.inference.inference.Inference method),34

parameters() (inferpy.inference.variational.vi.VI method),33

parameters()(inferpy.inference.VI method),34

parameters()(inferpy.queries.Query method),161

parameters()(inferpy.queries.query.Query method),

160

Pareto()(in module inferpy.models),139

Pareto() (in module in- ferpy.models.random_variable),77

plot_digits()(in module inferpy.datasets.mnist),32

plot_graph()(inferpy.models.prob_model.ProbModel method),35

Poisson()(in module inferpy.models),140

Poisson() (in module in- ferpy.models.random_variable),78 PoissonLogNormalQuadratureCompound()(in module inferpy.models),141 PoissonLogNormalQuadratureCompound()(in module inferpy.models.random_variable),78 posterior() (inferpy.models.prob_model.ProbModel method),35 posterior_predictive() (in- ferpy.models.prob_model.ProbModel method), 35 prior() (inferpy.models.prob_model.ProbModel method),35

ProbModel(class in inferpy.models.prob_model),34

probmodel()(in module inferpy.models),98

probmodel()(in module inferpy.models.prob_model),

35

Q

QuantizedDistribution() (in module in- ferpy.models),141

QuantizedDistribution() (in module in- ferpy.models.random_variable),79

Query(class in inferpy.queries),161

Query(class in inferpy.queries.query),160

R

RandomVariable (class in in- ferpy.models.random_variable),80

register_parameter() (in module in- ferpy.contextmanager.randvar_registry),

31

register_variable() (in module in- ferpy.contextmanager.randvar_registry),

32

RelaxedBernoulli() (in module inferpy.models),

142

RelaxedBernoulli() (in module in- ferpy.models.random_variable),80

RelaxedOneHotCategorical() (in module in- ferpy.models),144

RelaxedOneHotCategorical() (in module in- ferpy.models.random_variable),81

restart_default() (in module in- ferpy.contextmanager.randvar_registry),

32

runner_scope() (in module inferpy.util.runtime),

162

S

Sample()(in module inferpy.models),144

Sample() (in module in- ferpy.models.random_variable),82

sample() (inferpy.inference.inference.Inference method),34

sample()(inferpy.inference.variational.vi.VI method),

33

sample()(inferpy.inference.VI method),34

sample()(inferpy.queries.Query method),161

sample()(inferpy.queries.query.Query method),161

set_session()(in module inferpy.util),163

set_session()(in module inferpy.util.session),163

set_tf_run()(in module inferpy.util),163

set_tf_run()(in module inferpy.util.runtime),162

set_values() (in module inferpy.util.interceptor),

161

set_values_condition() (in module in- ferpy.util.interceptor),162

SinhArcsinh()(in module inferpy.models),145

SinhArcsinh() (in module in- ferpy.models.random_variable),82

StudentT()(in module inferpy.models),146

StudentT() (in module in- ferpy.models.random_variable),83

StudentTProcess()(in module inferpy.models),146

StudentTProcess() (in module in- ferpy.models.random_variable),84

sum_log_prob() (in- ferpy.inference.inference.Inference method),

34

sum_log_prob() (inferpy.queries.Query method),

161

sum_log_prob() (inferpy.queries.query.Query method),161

SVI(class in inferpy.inference),34

SVI(class in inferpy.inference.variational.svi),33

swap_session()(in module inferpy.util.session),163

T

tf_run_allowed()(in module inferpy.util),163

tf_run_allowed() (in module inferpy.util.runtime),

162

tf_run_ignored()(in module inferpy.util),163

tf_run_ignored() (in module inferpy.util.runtime),

162

TransformedDistribution() (in module in- ferpy.models),148

TransformedDistribution() (in module in- ferpy.models.random_variable),85

Triangular()(in module inferpy.models),149

Triangular() (in module in- ferpy.models.random_variable),86

TruncatedNormal()(in module inferpy.models),150

TruncatedNormal() (in module in- ferpy.models.random_variable),86

try_run()(in module inferpy.util.runtime),162

type()(inferpy.models.random_variable.RandomVariable property),80

U

Uniform()(in module inferpy.models),150

Uniform() (in module in- ferpy.models.random_variable),87

update() (inferpy.inference.inference.Inference method),34

update()(inferpy.inference.SVI method),34

update() (inferpy.inference.variational.svi.SVI method),33

update() (inferpy.inference.variational.vi.VI method),

33

update()(inferpy.inference.VI method),34

update() (inferpy.models.prob_model.ProbModel method),35

update_graph() (in module in- ferpy.contextmanager.randvar_registry),

32

V

VariationalGaussianProcess() (in module in- ferpy.models),151

VariationalGaussianProcess() (in module in- ferpy.models.random_variable),88

VectorDeterministic() (in module in- ferpy.models),106

VectorDeterministic() (in module in- ferpy.models.random_variable),89

VectorDiffeomixture() (in module in- ferpy.models),152

VectorDiffeomixture() (in module in- ferpy.models.random_variable),90

VectorExponentialDiag() (in module in- ferpy.models),154

VectorExponentialDiag() (in module in- ferpy.models.random_variable),91

VectorLaplaceDiag() (in module inferpy.models),

155

VectorLaplaceDiag() (in module in- ferpy.models.random_variable),92

VectorSinhArcsinhDiag() (in module in- ferpy.models),156

VectorSinhArcsinhDiag() (in module in- ferpy.models.random_variable),93

VI(class in inferpy.inference),34

VI(class in inferpy.inference.variational.vi),33

VonMises()(in module inferpy.models),157

VonMises() (in module in- ferpy.models.random_variable),94

VonMisesFisher()(in module inferpy.models),158

VonMisesFisher() (in module in- ferpy.models.random_variable),95

W

Wishart()(in module inferpy.models),158

Wishart() (in module in- ferpy.models.random_variable),96

Z

Zipf()(in module inferpy.models),159

Zipf() (in module inferpy.models.random_variable),

In document InferPy Documentation (Page 171-178)