.. role:: hidden :class: hidden-section qpytorch.models =================================== QPyTorch models are ported from GPyTorch excepted those :hlmod:`highlighted`. .. automodule:: qpytorch.models .. currentmodule:: qpytorch.models Models for Exact Inference ----------------------------- :hidden:`ExactGP` ~~~~~~~~~~~~~~~~~ .. autoclass:: ExactGP :members: :hlmod:`ExactQEP` ~~~~~~~~~~~~~~~~~ .. autoclass:: ExactQEP :members: Models for Approximate Inference ----------------------------------- :hidden:`ApproximateGP` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: ApproximateGP :members: :hlmod:`ApproximateQEP` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: ApproximateQEP :members: Deep Probabilistic Models ----------------------------------- :hidden:`deep_gps.DeepGP` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: gpytorch.models.deep_gps.DeepGP :members: :hidden:`deep_gps.DeepGPLayer` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: gpytorch.models.deep_gps.DeepGPLayer :members: :hlmod:`deep_qeps.DeepQEP` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: qpytorch.models.deep_qeps.DeepQEP :members: :hlmod:`deep_qeps.DeepQEPLayer` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: qpytorch.models.deep_qeps.DeepQEPLayer :members: Gaussian Process Latent Variable Models (GPLVM) ------------------------------------------------------- :hidden:`gplvm.BayesianGPLVM` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: gpytorch.models.gplvm.BayesianGPLVM :members: :hidden:`gplvm.PointLatentVariable` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: gpytorch.models.gplvm.PointLatentVariable :members: :hidden:`gplvm.MAPLatentVariable` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: gpytorch.models.gplvm.MAPLatentVariable :members: :hidden:`gplvm.VariationalLatentVariable` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: gpytorch.models.gplvm.VariationalLatentVariable :members: :hlmod:`Q-Exponential Process Latent Variable Models (QEPLVM)` --------------------------------------------------------------- :hlmod:`qeplvm.BayesianQEPLVM` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: qpytorch.models.qeplvm.BayesianQEPLVM :members: :hlmod:`qeplvm.PointLatentVariable` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: qpytorch.models.qeplvm.PointLatentVariable :members: :hlmod:`qeplvm.MAPLatentVariable` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: qpytorch.models.qeplvm.MAPLatentVariable :members: :hlmod:`qeplvm.VariationalLatentVariable` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: qpytorch.models.qeplvm.VariationalLatentVariable :members: Models for integrating with Pyro ----------------------------------- :hidden:`PyroGP` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: gpytorch.models.pyro.PyroGP :members: :hlmod:`PyroQEP` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: qpytorch.models.pyro.PyroQEP :members: :hlmod:`Q-Exponential Process PDE Solver` --------------------------------------------- :hlmod:`PDESolver` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: qpytorch.models.PDESolver :members: