`latte.metrics.core.disentanglement`

Module Contents

Classes

`MutualInformationGap`	Helper class that provides a standard way to create an ABC using
`DependencyAwareMutualInformationGap`	Helper class that provides a standard way to create an ABC using
`DependencyAwareLatentInformationGap`	Helper class that provides a standard way to create an ABC using
`DependencyBlindMutualInformationGap`	Helper class that provides a standard way to create an ABC using
`SeparateAttributePredictability`	Helper class that provides a standard way to create an ABC using
`Modularity`	Helper class that provides a standard way to create an ABC using

Attributes

`MIG`	alias for `MutualInformationGap`
`DMIG`	alias for `DependencyAwareMutualInformationGap`
`DLIG`	alias for `DependencyAwareLatentInformationGap`
`XMIG`	alias for `DependencyBlindMutualInformationGap`
`SAP`	alias for `SeparateAttributePredictability`

class latte.metrics.core.disentanglement.MutualInformationGap(reg_dim: Optional[List] = None, discrete: bool = False, fill_reg_dim: bool = False)

Bases: latte.metrics.base.LatteMetric

Helper class that provides a standard way to create an ABC using inheritance.

update_state(self, z, a)

compute(self)

class latte.metrics.core.disentanglement.DependencyAwareMutualInformationGap(reg_dim: Optional[List] = None, discrete: bool = False)

Bases: latte.metrics.base.LatteMetric

Helper class that provides a standard way to create an ABC using inheritance.

update_state(self, z, a)

compute(self)

class latte.metrics.core.disentanglement.DependencyAwareLatentInformationGap(reg_dim: Optional[List] = None, discrete: bool = False)

Bases: latte.metrics.base.LatteMetric

Helper class that provides a standard way to create an ABC using inheritance.

update_state(self, z, a)

compute(self)

class latte.metrics.core.disentanglement.DependencyBlindMutualInformationGap(reg_dim: Optional[List] = None, discrete: bool = False)

Bases: latte.metrics.base.LatteMetric

Helper class that provides a standard way to create an ABC using inheritance.

update_state(self, z, a)

compute(self)

class latte.metrics.core.disentanglement.SeparateAttributePredictability(reg_dim: Optional[List] = None, discrete: bool = False, l2_reg: float = 1.0, thresh: float = 1e-12)

Bases: latte.metrics.base.LatteMetric

Helper class that provides a standard way to create an ABC using inheritance.

update_state(self, z, a)

compute(self)

class latte.metrics.core.disentanglement.Modularity(reg_dim: Optional[List] = None, discrete: bool = False, thresh: float = 1e-12)

Bases: latte.metrics.base.LatteMetric

Helper class that provides a standard way to create an ABC using inheritance.

update_state(self, z, a)

compute(self)

latte.metrics.core.disentanglement.MIG: alias for MutualInformationGap

latte.metrics.core.disentanglement.DMIG: alias for DependencyAwareMutualInformationGap

latte.metrics.core.disentanglement.DLIG: alias for DependencyAwareLatentInformationGap

latte.metrics.core.disentanglement.XMIG: alias for DependencyBlindMutualInformationGap

latte.metrics.core.disentanglement.SAP: alias for SeparateAttributePredictability