Index

A

add_simplex() (torch_bsf.geometry.SimploidalSet method) add_simploid() (torch_bsf.geometry.SimploidalSet method)

add_vertex() (torch_bsf.geometry.SimploidalSet method) adjacency() (torch_bsf.core.BezierSpace method)

B

barycentric() (torch_bsf.interpolation.SimplicialMesh method) base (torch_bsf.geometry.Simploid property) basis() (torch_bsf.core.BezierSpace method) BasisOperator (class in torch_bsf.core)

betti_numbers() (torch_bsf.geometry.SimploidalSet method) BezierModel (class in torch_bsf.core) BezierRegressor (class in torch_bsf.sklearn) BezierSpace (class in torch_bsf.core) boundary_matrix() (torch_bsf.geometry.SimploidalSet method)

C

C0 (class in torch_bsf.interpolation) C1 (class in torch_bsf.interpolation) Cell (class in torch_bsf.core) cell_id() (torch_bsf.core.BezierSpace method) cell_ids (torch_bsf.interpolation.SimplicialMesh attribute) cell_weights (torch_bsf.results.SkeletonAllocation attribute) check() (torch_bsf.geometry.SimploidalSet method) CloughTocher (class in torch_bsf.interpolation)

compatible() (torch_bsf.core.BezierSpace method) cone() (torch_bsf.geometry.SimploidalSet method) conlim (torch_bsf.solvers.SparseLeastSquares attribute) control_index() (torch_bsf.core.BezierSpace method) ConvergenceError ConvergenceWarning copy() (torch_bsf.core.BezierModel method) cross_validate() (in module torch_bsf.model_selection) CVResult (class in torch_bsf.model_selection)

D

degeneracy() (torch_bsf.geometry.Simploid method) degeneracy_map (torch_bsf.geometry.Simploid property) degenerate() (torch_bsf.geometry.SimploidalSet method) DegreeCandidate (class in torch_bsf.model_selection) DegreeSearchResult (class in torch_bsf.model_selection)

DenseLeastSquares (class in torch_bsf.solvers) diagnostics (torch_bsf.solvers.DenseLeastSquares attribute) dim (torch_bsf.geometry.Simploid property) (torch_bsf.geometry.SimploidalSet property) dimension (torch_bsf.interpolation.SimplicialMesh property)

E

EdgeSplit (class in torch_bsf.splitting) Ensemble (class in torch_bsf.ensemble)

estimate_gradients() (in module torch_bsf.interpolation) export_control_points() (in module torch_bsf.io)

F

face() (torch_bsf.geometry.Simploid method) faces() (torch_bsf.geometry.Simploid method) fallback_reason (torch_bsf.results.SkeletonAllocation attribute) farthest_points() (in module torch_bsf.active_learning) fit() (in module torch_bsf.fitting) (torch_bsf.preprocessing.MinMaxScaler method) (torch_bsf.preprocessing.NoneScaler method) (torch_bsf.preprocessing.QuantileScaler method) (torch_bsf.preprocessing.Scaler method) (torch_bsf.preprocessing.StdScaler method) (torch_bsf.sklearn.BezierRegressor method) fit_point_cloud() (in module torch_bsf.point_cloud) fit_skeleton() (in module torch_bsf.point_cloud) fit_skeleton_regression() (in module torch_bsf.fitting)

fit_transform() (torch_bsf.preprocessing.MinMaxScaler method) (torch_bsf.preprocessing.NoneScaler method) (torch_bsf.preprocessing.QuantileScaler method) (torch_bsf.preprocessing.Scaler method) (torch_bsf.preprocessing.StdScaler method) FitDiagnostics (class in torch_bsf.results) FitResult (class in torch_bsf.results) FixedControls (class in torch_bsf.core) FoldResult (class in torch_bsf.model_selection) forward() (torch_bsf.core.BezierModel method) (torch_bsf.ensemble.Ensemble method) from_cells() (torch_bsf.core.FixedControls class method) (torch_bsf.core.Points class method) (torch_bsf.core.Samples class method) from_parent() (torch_bsf.splitting.ParameterMap method)

G

gram_matrix() (in module torch_bsf.optimization)

grid() (in module torch_bsf.sampling)

H

hermite_interpolant() (in module torch_bsf.interpolation)

I

identify() (torch_bsf.geometry.SimploidalSet method) inverse_transform() (torch_bsf.preprocessing.MinMaxScaler method) (torch_bsf.preprocessing.NoneScaler method) (torch_bsf.preprocessing.QuantileScaler method) (torch_bsf.preprocessing.Scaler method) (torch_bsf.preprocessing.StdScaler method)

is_degenerate (torch_bsf.geometry.Simploid property) is_vertex (torch_bsf.geometry.Simploid property) Iteration (class in torch_bsf.optimization)

K

KFold (class in torch_bsf.model_selection)

L

lattice_mesh() (in module torch_bsf.interpolation) length (torch_bsf.geometry.Simploid property) linear_scalarization() (in module torch_bsf.optimization) load_model() (in module torch_bsf.io)

locate() (torch_bsf.interpolation.MacroInterpolant method) (torch_bsf.interpolation.SimplicialMesh method) log_result() (in module torch_bsf.integrations.mlflow) LongestEdge (class in torch_bsf.splitting)

M

macro_interpolant() (in module torch_bsf.interpolation) MacroInterpolant (class in torch_bsf.interpolation) main_simploids() (torch_bsf.geometry.SimploidalSet method) make_scaler() (in module torch_bsf.preprocessing) matmat() (torch_bsf.core.BasisOperator method) MatrixDiagnostics (class in torch_bsf.results) max_iter (torch_bsf.solvers.SparseLeastSquares attribute) means (torch_bsf.preprocessing.StdScaler attribute) members() (torch_bsf.ensemble.Ensemble method) mesh (torch_bsf.interpolation.MacroInterpolant attribute) minimize() (in module torch_bsf.optimization) MinMaxScaler (class in torch_bsf.preprocessing) mins (torch_bsf.preprocessing.MinMaxScaler attribute) (torch_bsf.preprocessing.QuantileScaler attribute) model (torch_bsf.interpolation.MacroInterpolant attribute) (torch_bsf.splitting.SpaceSubdivision attribute) models (torch_bsf.model_selection.CVResult property) module torch_bsf.active_learning torch_bsf.core torch_bsf.ensemble torch_bsf.fitting torch_bsf.geometry torch_bsf.integrations.lightning torch_bsf.integrations.mlflow torch_bsf.interpolation torch_bsf.io torch_bsf.model_selection torch_bsf.optimization torch_bsf.plotting torch_bsf.point_cloud torch_bsf.preprocessing torch_bsf.results torch_bsf.sampling torch_bsf.sklearn torch_bsf.solvers torch_bsf.splitting

N

n_cells (torch_bsf.core.BezierSpace property) n_outputs (torch_bsf.core.BezierModel property) n_simplices (torch_bsf.interpolation.SimplicialMesh property) n_vertices (torch_bsf.interpolation.SimplicialMesh property)

neighbors() (torch_bsf.interpolation.SimplicialMesh method) NoneScaler (class in torch_bsf.preprocessing) NormalizeType (in module torch_bsf.preprocessing) NoSplit (class in torch_bsf.interpolation)

O

on_set() (torch_bsf.core.BezierSpace class method)

optimal_skeleton_ratio() (in module torch_bsf.sampling) OptimizationResult (class in torch_bsf.optimization)

P

ParameterMap (class in torch_bsf.splitting) parent (torch_bsf.interpolation.MacroInterpolant attribute) parents (torch_bsf.splitting.SpaceSubdivision attribute) pieces (torch_bsf.interpolation.MacroInterpolant attribute) plot_model() (in module torch_bsf.plotting)

PointCloudFitResult (class in torch_bsf.point_cloud) Points (class in torch_bsf.core) PreconditionedSGD (class in torch_bsf.optimization) predict() (torch_bsf.sklearn.BezierRegressor method) product() (torch_bsf.geometry.SimploidalSet method)

Q

q (torch_bsf.preprocessing.QuantileScaler attribute) QuadraticPenalty (class in torch_bsf.core)

QuantileScaler (class in torch_bsf.preprocessing) query_by_committee() (in module torch_bsf.active_learning)

R

ratio (torch_bsf.results.SkeletonAllocation attribute) rcond (torch_bsf.solvers.DenseLeastSquares attribute) refine() (in module torch_bsf.interpolation) refinement_indicator() (in module torch_bsf.interpolation) regression_module() (in module torch_bsf.integrations.lightning) require_success() (torch_bsf.optimization.OptimizationResult method) (torch_bsf.point_cloud.PointCloudFitResult method) (torch_bsf.point_cloud.SkeletonFitResult method) (torch_bsf.results.FitResult method) (torch_bsf.results.SkeletonRegressionResult method)

ResidualSplit (class in torch_bsf.splitting) rmatmat() (torch_bsf.core.BasisOperator method)

S

sample() (in module torch_bsf.sampling) sample_skeleton() (in module torch_bsf.sampling) Samples (class in torch_bsf.core) save_model() (in module torch_bsf.io) Scaler (class in torch_bsf.preprocessing) scales (torch_bsf.preprocessing.MinMaxScaler attribute) (torch_bsf.preprocessing.QuantileScaler attribute) select_degree() (in module torch_bsf.model_selection) simplex() (torch_bsf.core.BezierSpace class method) simplices (torch_bsf.interpolation.SimplicialMesh attribute) SimplicialMesh (class in torch_bsf.interpolation) Simploid (class in torch_bsf.geometry) simploid() (torch_bsf.core.BezierSpace class method) simploid_type (torch_bsf.geometry.Simploid property) SimploidalSet (class in torch_bsf.geometry) simploids() (torch_bsf.geometry.SimploidalSet method)

skeleton_risk_coefficients() (in module torch_bsf.sampling) SkeletonAllocation (class in torch_bsf.results) SkeletonFitResult (class in torch_bsf.point_cloud) SkeletonRegressionResult (class in torch_bsf.results) space (torch_bsf.interpolation.SimplicialMesh attribute) (torch_bsf.results.SkeletonAllocation attribute) SpaceSubdivision (class in torch_bsf.splitting) SparseLeastSquares (class in torch_bsf.solvers) split (torch_bsf.splitting.SpaceSubdivision attribute) split() (torch_bsf.model_selection.KFold method) stds (torch_bsf.preprocessing.StdScaler attribute) StdScaler (class in torch_bsf.preprocessing) strategy (torch_bsf.results.SkeletonAllocation attribute) subdivide() (in module torch_bsf.splitting) subdivide_space() (in module torch_bsf.splitting) SubdivisionResult (class in torch_bsf.splitting)

T

take() (torch_bsf.core.Points method) (torch_bsf.core.Samples method) to() (torch_bsf.core.Points method) to_dense() (torch_bsf.core.BasisOperator method) to_parent() (torch_bsf.splitting.ParameterMap method) torch_bsf.active_learning module torch_bsf.core module torch_bsf.ensemble module torch_bsf.fitting module torch_bsf.geometry module torch_bsf.integrations.lightning module torch_bsf.integrations.mlflow module torch_bsf.interpolation module torch_bsf.io module torch_bsf.model_selection module

torch_bsf.optimization module torch_bsf.plotting module torch_bsf.point_cloud module torch_bsf.preprocessing module torch_bsf.results module torch_bsf.sampling module torch_bsf.sklearn module torch_bsf.solvers module torch_bsf.splitting module transfer() (torch_bsf.interpolation.MacroInterpolant method) (torch_bsf.splitting.SpaceSubdivision method) transform() (torch_bsf.preprocessing.MinMaxScaler method) (torch_bsf.preprocessing.NoneScaler method) (torch_bsf.preprocessing.QuantileScaler method) (torch_bsf.preprocessing.Scaler method) (torch_bsf.preprocessing.StdScaler method)

U

unmatched_faces (torch_bsf.interpolation.SimplicialMesh property)

V

validate() (torch_bsf.core.BezierSpace method) vertices (torch_bsf.interpolation.SimplicialMesh attribute)

vertices() (torch_bsf.geometry.Simploid method) volumes() (torch_bsf.interpolation.SimplicialMesh method)

W

warn_if_failed() (torch_bsf.results.FitResult method) width (torch_bsf.core.BezierSpace property) (torch_bsf.core.Cell property)

with_degree() (torch_bsf.core.BezierSpace method)