mgplvm.lpriors.common module

class mgplvm.lpriors.common.ARP(p, manif, kmax=5, ar_phi=None, ar_eta=None, ar_c=None, learn_phi=True, learn_eta=True, learn_c=True, diagonal=True)

Bases: mgplvm.lpriors.common.Lprior

forward(g, batch_idxs=None)

Defines the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

property msg

name = 'ARP'

property prms

training: bool

class mgplvm.lpriors.common.Brownian(manif, kmax=5, brownian_eta=None, brownian_c=None, fixed_brownian_eta=False, fixed_brownian_c=False)

Bases: mgplvm.lpriors.common.Lprior

forward(g, batch_idxs=None)

Defines the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

property msg

name = 'Brownian'

property prms

training: bool

class mgplvm.lpriors.common.Gaussian(manif, sigma=1.5)

Bases: mgplvm.lpriors.common.Lprior

forward(g, batch_idxs=None, kmax=5)

g: (n_samples, n_mc, m, d) output: (n_b)

property msg

name = 'gaussian'

property prms

training: bool

class mgplvm.lpriors.common.Lprior(manif)

Bases: mgplvm.base.Module

Base kernel class

abstract property msg

training: bool

class mgplvm.lpriors.common.Null(manif)

Bases: mgplvm.lpriors.common.Lprior

forward(g, batch_idxs=None)

g: (n_b x n_samples x mx x d) output: (n_b)

property msg

name = 'null'

prms()

training: bool

class mgplvm.lpriors.common.Uniform(manif)

Bases: mgplvm.lpriors.common.Lprior

forward(g, batch_idxs=None)

Defines the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

property msg

name = 'uniform'

prms()

training: bool