Crate gam_terms 

Re-exports

pub use penalty_spec::PenaltySpec;

pub use penalty_spec::validate_penalty_spec_shape;

pub use analytic_penalties::ARDPenalty;

pub use analytic_penalties::AnalyticPenalty;

pub use analytic_penalties::AnalyticPenaltyKind;

pub use analytic_penalties::AnalyticPenaltyOp;

pub use analytic_penalties::AnalyticPenaltyRegistry;

pub use analytic_penalties::BlockOrthogonalityPenalty;

pub use analytic_penalties::BlockSparsityPenalty;

pub use analytic_penalties::DecoderIncoherencePenalty;

pub use analytic_penalties::DifferenceOpKind;

pub use analytic_penalties::EdgeRestriction;

pub use analytic_penalties::FrozenAnalyticPenaltyOp;

pub use analytic_penalties::IBPAssignmentPenalty;

pub use analytic_penalties::IbpHessianDiagThirdChannels;

pub use analytic_penalties::IsometryDuchonRadialSource;

pub use analytic_penalties::IsometryPenalty;

pub use analytic_penalties::IsometryReference;

pub use analytic_penalties::IvaeRidgeMeanGauge;

pub use analytic_penalties::JumpReLUPenalty;

pub use analytic_penalties::MechanismSparsityPenalty;

pub use analytic_penalties::NestedPrefixPenalty;

pub use analytic_penalties::NuclearNormPenalty;

pub use analytic_penalties::OrthogonalityPenalty;

pub use analytic_penalties::ParametricRowPrecisionPriorPenalty;

pub use analytic_penalties::PenaltyConcavity;

pub use analytic_penalties::PenaltyTier;

pub use analytic_penalties::PsiSlice;

pub use analytic_penalties::RowPrecisionPriorPenalty;

pub use analytic_penalties::ScadMcpPenalty;

pub use analytic_penalties::ScalarWeightSchedule;

pub use analytic_penalties::ShapeMonotonicityPenalty;

pub use analytic_penalties::SheafConsistencyPenalty;

pub use analytic_penalties::SoftmaxAssignmentSparsityPenalty;

pub use analytic_penalties::SparsityKind;

pub use analytic_penalties::SparsityPenalty;

pub use analytic_penalties::TopKActivationPenalty;

pub use analytic_penalties::TotalVariationPenalty;

Modules

analytic_penalties

Analytic penalty primitives for the three-tier (beta / ext-coord / rho) engine.

basis

Spline / spatial / spherical basis construction, penalties, and the hyperparameter (ψ) derivative machinery that the smooth terms build on.

chunked_kernel_design

Spatial-kernel design operators for basis construction.

construction

decoders

Front-end-agnostic decoder / transcoder primitives.

dictionary

geometry

grid_spline_2d

Streaming scatter-add 2-D smoother: K×K tensor-product cubic B-splines with the EXACT anisotropic biharmonic penalty and REML-selected λ.

inference

Basis/structure-level inference instruments that descended into gam-terms during the #1521 crate carve.

kronecker

latent

LatentCoord — per-row latent coordinates as a first-class gamfit parameter.

penalty_spec

Penalty specification for the public estimate API.

smooth

smooth_overrides

Apply the gamfit.fit(..., smooths={symbol: BasisDescriptor}) Python override registry onto a freshly-built TermCollectionSpec.

structure

term_builder

Term construction: bridge from parsed formula terms to TermCollectionSpec.

terms

torch_dispatch

Dispatch table for the torch fit entry — single source of truth for which Python Smooth subclasses the torch.fit autograd glue recognises.

Macros

analytic_penalty_registry

bail_dim_basis

bail_invalid_basis

bail_invalid_estim

gpu_bail

Enums

EstimationError

Re-export of the neutral estimation error so crate-local macros (bail_invalid_estim!) and call sites can reference crate::EstimationError. A comprehensive error type for the model estimation process.

WeightField

Per-observation behavioral-metric field W_n ∈ ℝ^{p × p}, stored in low-rank factored form W_n = U_n U_n^T with U_n ∈ ℝ^{p × r_n}.