torch.distributions namespace is missing

[NiklasGustafsson]

[NiklasGustafsson]

About half of the namespace has now been added.

[michaelgsharp]

From what I can tell when comparing the code (unless some of these aren't in the Distributions folder) this is what remains: ContinuousBernoulli Gumbel HalfCauchy HalfNormal Independent Kumaraswamy LKJCholesky Laplace LogNormal LowRankMultivariateNormal MixtureSameFamily MultivariateNormal NegativeBinomial OneHotCategorical Pareto RelaxedBernoulli LogitRelaxedBernoulli RelaxedOneHotCategorical StudentT TransformedDistribution VonMises Weibull KL Divergence Transforms     ComposeTransform     IndependentTransform     ReshapeTransform     ExpTransform     PowerTransform     SigmoidTransform     TanhTransform     AbsTransform     AffineTransform     CorrCholeskyTransform     SoftmaxTransform     StickBreakingTransform     LowerCholeskyTransform     StackTransform Constraint     boolean     cat     corr_cholesky     dependent     greater_than(lower_bound)     greater_than_eq(lower_bound)     independent(constraint, reinterpreted_batch_ndims)     integer_interval(lower_bound, upper_bound)     interval(lower_bound, upper_bound)     less_than(upper_bound)     lower_cholesky     lower_triangular     multinomial     nonnegative_integer     one_hot     positive_definite     positive_integer     positive     real_vector     real     simplex     stack     unit_interval ConstraintRegistry

[GeorgeS2019]

Pytoch: torch/distributions

• [ ] ContinuousBernoulli
• [ ] ConstraintRegistry
• [x] ExpRelaxedCategorical
• [x] Gumbel
• [x] HalfCauchy
• [x] HalfNormal
• [x] Independent
• [x] Kumaraswamy
• [ ] LKJCholesky
• [x] Laplace
• [x] LogNormal
• [ ] LowRankMultivariateNormal
• [ ] MixtureSameFamily
• [x] MultivariateNormal
• [x] NegativeBinomial
• [x] OneHotCategorical
• [x] Pareto
• [x] RelaxedBernoulli
• [x] LogitRelaxedBernoulli
• [x] RelaxedOneHotCategorical
• [ ] StudentT
• [x] TransformedDistribution
• [ ] VonMises
• [x] Weibull
• [ ] Wishart
• [ ] KL Divergence

Transforms

• [x] ComposeTransform
• [x] IndependentTransform
• [x] ReshapeTransform
• [x] ExpTransform
• [x] PowerTransform
• [x] SigmoidTransform
• [x] TanhTransform
• [x] AbsTransform
• [x] AffineTransform
• [ ] CorrCholeskyTransform
• [x] SoftmaxTransform
• [ ] StickBreakingTransform
• [ ] LowerCholeskyTransform
• [ ] StackTransform

Constraint

• [x] boolean
• [x] cat
• [x] corr_cholesky
• [x] dependent
• [x] greater_than(lower_bound)
• [x] greater_than_eq(lower_bound)
• [x] independent(constraint, reinterpreted_batch_ndims)
• [x] integer_interval(lower_bound, upper_bound)
• [x] interval(lower_bound, upper_bound)
• [x] less_than(upper_bound)
• [x] lower_cholesky
• [x] lower_triangular
• [x] multinomial
• [x] nonnegative_integer
• [x] one_hot
• [x] positive_definite
• [x] positive_integer
• [x] positive
• [x] real_vector
• [x] real
• [x] simplex
• [x] stack
• [x] unit_interval

[GeorgeS2019]

Major implementation of Distribution!

• https://github.com/dotnet/TorchSharp/pull/700
• https://github.com/dotnet/TorchSharp/pull/701