Index

_

__init__() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.curvature.Curvature method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (hypll.nn.modules.activation.HReLU method) (hypll.nn.modules.batchnorm.HBatchNorm method) (hypll.nn.modules.batchnorm.HBatchNorm2d method) (hypll.nn.modules.change_manifold.ChangeManifold method) (hypll.nn.modules.container.TangentSequential method) (hypll.nn.modules.convolution.HConvolution2d method) (hypll.nn.modules.embedding.HEmbedding method) (hypll.nn.modules.flatten.HFlatten method) (hypll.nn.modules.fold.HUnfold method) (hypll.nn.modules.linear.HLinear method) (hypll.nn.modules.pooling.HAvgPool2d method) (hypll.optim.adam.RiemannianAdam method) (hypll.optim.sgd.RiemannianSGD method) (hypll.tensors.manifold_parameter.ManifoldParameter method) (hypll.tensors.manifold_tensor.ManifoldTensor method) (hypll.tensors.tangent_tensor.TangentTensor method)

__new__() (hypll.tensors.manifold_parameter.ManifoldParameter static method)

B

backward() (hypll.manifolds.poincare_ball.math.stats.FrechetMean static method) beta_func() (in module hypll.utils.math)

bias (hypll.nn.modules.convolution.HConvolution2d attribute) broadcasted_man_dim (hypll.tensors.tangent_tensor.TangentTensor property)

C

c (hypll.manifolds.poincare_ball.manifold.PoincareBall attribute) cat() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) cdist() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom) ChangeManifold (class in hypll.nn.modules.change_manifold) check_dims_with_broadcasting() (in module hypll.utils.tensor_utils) check_if_man_dims_match() (in module hypll.utils.layer_utils) (in module hypll.utils.tensor_utils)

check_if_manifolds_match() (in module hypll.utils.layer_utils) check_tangent_tensor_positions() (in module hypll.utils.tensor_utils) constraining_strategy (hypll.manifolds.poincare_ball.curvature.Curvature attribute) construct_dl_parameters() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) cpu() (hypll.tensors.manifold_tensor.ManifoldTensor method) (hypll.tensors.tangent_tensor.TangentTensor method) cuda() (hypll.tensors.manifold_tensor.ManifoldTensor method) (hypll.tensors.tangent_tensor.TangentTensor method) Curvature (class in hypll.manifolds.poincare_ball.curvature)

D

d2arcosh() (in module hypll.manifolds.poincare_ball.math.stats) darcosh() (in module hypll.manifolds.poincare_ball.math.stats) detach() (hypll.tensors.manifold_tensor.ManifoldTensor method) dilation (hypll.nn.modules.pooling.HMaxPool2d attribute) dim() (hypll.tensors.manifold_tensor.ManifoldTensor method) (hypll.tensors.tangent_tensor.TangentTensor method)

dist() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom)

E

end_dim (hypll.nn.modules.flatten.HFlatten attribute) euc_to_tangent() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom)

Euclidean (class in hypll.manifolds.euclidean.manifold) expmap() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom) expmap0() (in module hypll.manifolds.poincare_ball.math.diffgeom)

F

flatten() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (hypll.tensors.manifold_tensor.ManifoldTensor method) forward() (hypll.manifolds.poincare_ball.curvature.Curvature method) (hypll.manifolds.poincare_ball.math.stats.FrechetMean static method) (hypll.nn.modules.activation.HReLU method) (hypll.nn.modules.batchnorm.HBatchNorm method) (hypll.nn.modules.batchnorm.HBatchNorm2d method) (hypll.nn.modules.change_manifold.ChangeManifold method) (hypll.nn.modules.container.TangentSequential method) (hypll.nn.modules.convolution.HConvolution2d method) (hypll.nn.modules.embedding.HEmbedding method) (hypll.nn.modules.flatten.HFlatten method) (hypll.nn.modules.fold.HUnfold method) (hypll.nn.modules.linear.HLinear method) (hypll.nn.modules.pooling.HAvgPool2d method) (hypll.nn.modules.pooling.HMaxPool2d method)

frechet_ball_backward() (in module hypll.manifolds.poincare_ball.math.stats) frechet_ball_forward() (in module hypll.manifolds.poincare_ball.math.stats) frechet_mean() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.stats) frechet_variance() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.stats) FrechetMean (class in hypll.manifolds.poincare_ball.math.stats) fully_connected() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method)

G

grad_var() (in module hypll.manifolds.poincare_ball.math.stats)

gyration() (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom)

H

HAvgPool2d (class in hypll.nn.modules.pooling) HBatchNorm (class in hypll.nn.modules.batchnorm) HBatchNorm2d (class in hypll.nn.modules.batchnorm) HConvolution2d (class in hypll.nn.modules.convolution) HEmbedding (class in hypll.nn.modules.embedding) HFlatten (class in hypll.nn.modules.flatten) HLinear (class in hypll.nn.modules.linear) HMaxPool2d (class in hypll.nn.modules.pooling) HReLU (class in hypll.nn.modules.activation) HUnfold (class in hypll.nn.modules.fold) hyperplane_dists() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) hypll module hypll.manifolds module hypll.manifolds.base module hypll.manifolds.base.manifold module hypll.manifolds.euclidean module hypll.manifolds.euclidean.manifold module hypll.manifolds.poincare_ball module hypll.manifolds.poincare_ball.curvature module hypll.manifolds.poincare_ball.manifold module hypll.manifolds.poincare_ball.math module hypll.manifolds.poincare_ball.math.diffgeom module hypll.manifolds.poincare_ball.math.linalg module hypll.manifolds.poincare_ball.math.stats module hypll.nn module hypll.nn.modules module

hypll.nn.modules.activation module hypll.nn.modules.batchnorm module hypll.nn.modules.change_manifold module hypll.nn.modules.container module hypll.nn.modules.convolution module hypll.nn.modules.embedding module hypll.nn.modules.flatten module hypll.nn.modules.fold module hypll.nn.modules.linear module hypll.nn.modules.pooling module hypll.optim module hypll.optim.adam module hypll.optim.sgd module hypll.tensors module hypll.tensors.manifold_parameter module hypll.tensors.manifold_tensor module hypll.tensors.tangent_tensor module hypll.utils module hypll.utils.layer_utils module hypll.utils.math module hypll.utils.tensor_utils module

I

id_init (hypll.nn.modules.convolution.HConvolution2d attribute) in_channels (hypll.nn.modules.convolution.HConvolution2d attribute) inner() (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom)

inverse_hessian() (in module hypll.manifolds.poincare_ball.math.stats) is_cpu (hypll.tensors.manifold_tensor.ManifoldTensor property) is_cuda (hypll.tensors.manifold_tensor.ManifoldTensor property) is_floating_point() (hypll.tensors.manifold_tensor.ManifoldTensor method)

K

kernel_size (hypll.nn.modules.convolution.HConvolution2d attribute) (hypll.nn.modules.pooling.HMaxPool2d attribute)

L

l_prime() (in module hypll.manifolds.poincare_ball.math.stats) logmap() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom)

logmap0() (in module hypll.manifolds.poincare_ball.math.diffgeom)

M

man_dim (hypll.tensors.manifold_tensor.ManifoldTensor attribute) Manifold (class in hypll.manifolds.base.manifold) manifold (hypll.nn.modules.convolution.HConvolution2d attribute) (hypll.tensors.manifold_tensor.ManifoldTensor attribute) ManifoldParameter (class in hypll.tensors.manifold_parameter) ManifoldTensor (class in hypll.tensors.manifold_tensor) midpoint() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.stats) mobius_add() (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom) mobius_add_batch() (in module hypll.manifolds.poincare_ball.math.diffgeom) module hypll hypll.manifolds hypll.manifolds.base hypll.manifolds.base.manifold hypll.manifolds.euclidean hypll.manifolds.euclidean.manifold hypll.manifolds.poincare_ball hypll.manifolds.poincare_ball.curvature hypll.manifolds.poincare_ball.manifold hypll.manifolds.poincare_ball.math hypll.manifolds.poincare_ball.math.diffgeom hypll.manifolds.poincare_ball.math.linalg hypll.manifolds.poincare_ball.math.stats hypll.nn hypll.nn.modules hypll.nn.modules.activation hypll.nn.modules.batchnorm hypll.nn.modules.change_manifold hypll.nn.modules.container hypll.nn.modules.convolution hypll.nn.modules.embedding hypll.nn.modules.flatten hypll.nn.modules.fold hypll.nn.modules.linear hypll.nn.modules.pooling hypll.optim hypll.optim.adam hypll.optim.sgd hypll.tensors hypll.tensors.manifold_parameter hypll.tensors.manifold_tensor hypll.tensors.tangent_tensor hypll.utils hypll.utils.layer_utils hypll.utils.math hypll.utils.tensor_utils

O

op_in_tangent_space() (in module hypll.utils.layer_utils)

out_channels (hypll.nn.modules.convolution.HConvolution2d attribute)

P

padding (hypll.nn.modules.convolution.HConvolution2d attribute) (hypll.nn.modules.pooling.HMaxPool2d attribute) poincare_fully_connected() (in module hypll.manifolds.poincare_ball.math.linalg) poincare_hyperplane_dists() (in module hypll.manifolds.poincare_ball.math.linalg) PoincareBall (class in hypll.manifolds.poincare_ball.manifold)

project() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (hypll.tensors.manifold_tensor.ManifoldTensor method) (in module hypll.manifolds.poincare_ball.math.diffgeom)

R

requires_grad (hypll.manifolds.poincare_ball.curvature.Curvature attribute) reset_parameters() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (hypll.nn.modules.convolution.HConvolution2d method) (hypll.nn.modules.embedding.HEmbedding method) (hypll.nn.modules.linear.HLinear method)

RiemannianAdam (class in hypll.optim.adam) RiemannianSGD (class in hypll.optim.sgd)

S

shape (hypll.tensors.manifold_tensor.ManifoldTensor property) size() (hypll.tensors.manifold_tensor.ManifoldTensor method) (hypll.tensors.tangent_tensor.TangentTensor method) squeeze() (hypll.tensors.manifold_tensor.ManifoldTensor method)

start_dim (hypll.nn.modules.flatten.HFlatten attribute) step() (hypll.optim.adam.RiemannianAdam method) (hypll.optim.sgd.RiemannianSGD method) stride (hypll.nn.modules.convolution.HConvolution2d attribute) (hypll.nn.modules.pooling.HMaxPool2d attribute)

T

TangentSequential (class in hypll.nn.modules.container) TangentTensor (class in hypll.tensors.tangent_tensor) target_manifold (hypll.nn.modules.change_manifold.ChangeManifold attribute) tensor (hypll.tensors.manifold_tensor.ManifoldTensor attribute) to() (hypll.tensors.manifold_tensor.ManifoldTensor method) (hypll.tensors.tangent_tensor.TangentTensor method)

transp() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method) (in module hypll.manifolds.poincare_ball.math.diffgeom) transpose() (hypll.tensors.manifold_tensor.ManifoldTensor method)

U

unfold() (hypll.manifolds.base.manifold.Manifold method) (hypll.manifolds.euclidean.manifold.Euclidean method) (hypll.manifolds.poincare_ball.manifold.PoincareBall method)

unsqueeze() (hypll.tensors.manifold_tensor.ManifoldTensor method)

V

value (hypll.manifolds.poincare_ball.curvature.Curvature attribute)