Pyro Documentation

Pyro Core:

• Getting Started
• Primitives
  • get_param_store()
  • clear_param_store()
  • param()
  • sample()
  • factor()
  • deterministic()
  • subsample()
  • plate
  • plate_stack()
  • module()
  • random_module()
  • barrier()
  • enable_validation()
  • validation_enabled()
  • trace()
• Inference
  • SVI
  • ELBO
  • Importance
  • Reweighted Wake-Sleep
  • Sequential Monte Carlo
  • Stein Methods
  • Likelihood free methods
  • Discrete Inference
  • Prediction utilities
  • MCMC
  • Automatic Guide Generation
  • Reparameterizers
  • Inference utilities
• Distributions
  • PyTorch Distributions
  • Pyro Distributions
  • Transforms
  • TransformModules
  • Transform Factories
  • Constraints
• Parameters
  • ParamStore
• Neural Networks
  • Pyro Modules
  • AutoRegressiveNN
  • DenseNN
  • ConditionalAutoRegressiveNN
  • ConditionalDenseNN
• Optimization
  • Pyro Optimizers
  • PyTorch Optimizers
  • Higher-Order Optimizers
• Poutine (Effect handlers)
  • Handlers
  • Trace
  • Runtime
  • Utilities
  • Messengers
• Miscellaneous Ops
  • Utilities for HMC
  • Newton Optimizers
  • Special Functions
  • Tensor Utilities
  • Tensor Indexing
  • Tensor Contraction
  • Gaussian Contraction
  • Statistical Utilities
  • Streaming Statistics
  • State Space Model and GP Utilities
• Settings
  • Default Settings
  • Settings Interface
  • get()
  • set()
  • context()
  • register()
• Testing Utilities
  • Goodness of Fit Testing
  • multinomial_goodness_of_fit()
  • unif01_goodness_of_fit()
  • exp_goodness_of_fit()
  • density_goodness_of_fit()
  • vector_density_goodness_of_fit()
  • auto_goodness_of_fit()

Contributed Code:

• Automatic Name Generation
  • scope()
  • name_count()
  • autoname()
  • sample()
  • Named Data Structures
  • Scoping
• Bayesian Neural Networks
  • HiddenLayer
• Causal Effect VAE
  • CEVAE Class
  • CEVAE Components
  • Utilities
• Easy Custom Guides
  • EasyGuide
  • easy_guide
  • Group
• Epidemiology
  • Base Compartmental Model
  • Example Models
  • Distributions
• Pyro Examples
  • Datasets
  • Utilities
• Forecasting
  • Forecaster Interface
  • Evaluation
• Funsor-based Pyro
  • Primitives
  • Effect handlers
  • Inference algorithms
• Gaussian Processes
  • Parameterized
  • Models
  • Kernels
  • Likelihoods
  • Parameterized
  • Util
• Minipyro
  • Mini Pyro
  • Adam
  • JitTrace_ELBO
  • Messenger
  • PlateMessenger
  • SVI
  • Trace_ELBO()
  • apply_stack()
  • block
  • elbo()
  • get_param_store()
  • param()
  • plate()
  • replay
  • sample()
  • seed
  • trace
• Biological Sequence Models with MuE
  • Example MuE Models
  • State Arrangers for Parameterizing MuEs
  • Missing or Variable Length Data HMM
  • Biosequence Dataset Loading
• Optimal Experiment Design
  • Expected Information Gain
  • Generalised Linear Mixed Models
• Random Variables
  • Random Variable
• Time Series
  • Abstract Models
  • Gaussian Processes
  • Linear Gaussian State Space Models
• Tracking
  • Data Association
  • Distributions
  • Dynamic Models
  • Extended Kalman Filter
  • Hashing
  • Measurements
• Zuko in Pyro
  • ZukoToPyro

Indices and tables

• Index

• Search Page