Module: tfp.experimental.tangent_spaces

TensorFlow Probability experimental tangent spaces package.

Classes

class AxisAlignedSpace: Tangent space of M for a distribution with axis-aligned subspace support.

class ConstantDiagonalSymmetricMatrixSpace: Tangent space of M the space of n x n symmetric matrices, with fixed constant diagonal.

class FullSpace: Tangent space of M for distributions supported on all of R^n.

class GeneralSpace: Arbitrary tangent space when no more-efficient special case applies.

class ProbabilitySimplexSpace: Tangent space of M for Simplex distributions in R^n.

class SphericalSpace: Tangent space of M for Spherical distributions in R^n.

class SymmetricMatrixSpace: Tangent space of M the space of n x n symmetric matrices.

class TangentSpace: Represents a tangent space to some manifold M at a point x.

class UnspecifiedTangentSpaceError: An exception raised when a tangent space has not been specified.

class ZeroSpace: Tangent space of M for discrete distributions.