Skip to main content Crate gam_solve Copy item path Source pub use evidence::CircularGaussianFit2d ;pub use evidence::EvidenceHvpLogDet ;pub use evidence::EvidenceIftGradientTerms ;pub use evidence::EvidenceLogDetSource ;pub use evidence::GaussianMixtureCertificate ;pub use evidence::GaussianMixtureCheckpoint ;pub use evidence::GaussianMixtureConfig ;pub use evidence::GaussianMixtureError ;pub use evidence::GaussianMixtureFit ;pub use evidence::RingGaussianMixtureFit ;pub use evidence::SelectedTopology ;pub use evidence::StackingCertificate ;pub use evidence::StackingCheckpoint ;pub use evidence::StackingConfig ;pub use evidence::StackingError ;pub use evidence::StackingWeights ;pub use evidence::TopologyCandidate ;pub use evidence::TopologyKind ;pub use evidence::TopologyScoreScale ;pub use evidence::TopologySelectOptions ;pub use evidence::UNION_STRUCTURE_LADDER ;pub use evidence::UnionComponentFit ;pub use evidence::UnionComponentKind ;pub use evidence::UnionStructure ;pub use evidence::UnionStructureFit ;pub use evidence::evidence_grad_rho ;pub use evidence::evidence_hessian_log_det ;pub use evidence::evidence_ift_gradient_correction ;pub use evidence::fit_gaussian_mixture ;pub use evidence::fit_ring_gaussian_mixture ;pub use evidence::fit_union_ladder ;pub use evidence::fit_union_structure ;pub use evidence::hessian_log_det_from_hvp ;pub use evidence::laplace_evidence ;pub use evidence::resume_gaussian_mixture ;pub use evidence::resume_stacking_weights ;pub use evidence::select_topology ;pub use evidence::solve_stacking_weights ;pub use evidence::union_per_point_log_density ;pub use evidence::union_responsibility_split ;pub use topology_selector::AdaptiveRungError ;pub use topology_selector::AdaptiveRungFailureStage ;pub use topology_selector::AdaptiveRungKind ;pub use topology_selector::AdaptiveRungOrderFailure ;pub use topology_selector::AutoTopologyKind ;pub use topology_selector::EvidenceCertification ;pub use topology_selector::Headline ;pub use topology_selector::HeldOutDensityProvider ;pub use topology_selector::MIXTURE_K_LADDER ;pub use topology_selector::MixtureRungFit ;pub use topology_selector::MixtureRungResult ;pub use topology_selector::PredictiveCandidateKind ;pub use topology_selector::PredictiveRaceCandidate ;pub use topology_selector::PredictiveRaceVerdict ;pub use topology_selector::RingOfClustersRungFit ;pub use topology_selector::RingOfClustersRungResult ;pub use topology_selector::STACKING_CV_FOLDS ;pub use topology_selector::STACKING_CV_SEED ;pub use topology_selector::TopologyAutoFitEvidence ;pub use topology_selector::TopologyAutoRankedFit ;pub use topology_selector::TopologyAutoSelector ;pub use topology_selector::TopologyAutoSelectorResult ;pub use topology_selector::TopologyCandidateEvidence ;pub use topology_selector::TopologyCandidateFailure ;pub use topology_selector::TopologyCandidateFailureStage ;pub use topology_selector::TopologyCandidateOutcome ;pub use topology_selector::TopologyCandidateRanked ;pub use topology_selector::TopologyCandidateSelectionResult ;pub use topology_selector::TopologyRaceParallelCandidate ;pub use topology_selector::TopologySelectionScoreKind ;pub use topology_selector::TopologySelectionScoreScale ;pub use topology_selector::UnionRungFit ;pub use topology_selector::UnionRungResult ;pub use topology_selector::adjudicate_predictive_race ;pub use topology_selector::build_cv_log_density_table ;pub use topology_selector::deterministic_cv_folds ;pub use topology_selector::deterministic_cv_folds_seeded ;pub use topology_selector::fit_free_cluster_rung ;pub use topology_selector::fit_mixture_rung ;pub use topology_selector::fit_ring_of_clusters_rung ;pub use topology_selector::fit_union_candidate ;pub use topology_selector::fit_union_rung ;pub use topology_selector::mixture_density_provider ;pub use topology_selector::parse_union_name ;pub use topology_selector::ring_of_clusters_density_provider ;pub use topology_selector::run_topology_race_parallel ;pub use topology_selector::select_topology_candidate_lifecycle ;pub use topology_selector::select_topology_with_fit ;pub use topology_selector::select_topology_with_fit_parallel ;pub use topology_selector::tk_normalized_score ;pub use topology_selector::tk_normalized_score_with_resolution ;pub use topology_selector::topology_scores_are_resolvably_ordered ;pub use topology_selector::union_density_provider ;pub use estimate::reml::reml_outer_engine::BarrierConfig ;pub use estimate::reml::reml_outer_engine::CorrectedCovarianceError ;active_set arrow_schur Bundle-adjustment Schur solver for joint (t, β) inner systems. cone_reduction Geometry of a cone-truncated Laplace posterior whose reduced precision is
INDEFINITE. constrained_gaussian_reml Analytic active-face adjoint for constrained Gaussian REML. constrained_posterior First two moments of the constrained (truncated) Laplace posterior. continuation_path Reactive three-leg continuation for a non-finite K≥2 SAE outer seed. cross_node Cross-node deterministic border-Gram reduction (#987, extending #973). estimate Model Estimation via Penalized Likelihood and REML evidence Canonical Laplace evidence, IFT cascade, and topology selection. gauge gaussian_reml glm_sufficient_lane Frozen-weight weighted-slab Gram tensor: the n-independence FIRST INSTANCE
for the design-moving GLM/PIRLS ψ-sweep (#1033 mechanism (c), first step). gpu Solver GPU kernels and dispatch wiring. gpu_kernels inference Inference-tier numerics that are genuine gam-solve criterion math
(descended #1521): leaf evidence/diagnostic computations whose dependencies
are all at or below the gam-solve tier (estimate, pirls, sensitivity,
mixture_link, gam-linalg, gam-problem). The monolith crate root
re-exports this subtree as gam::inference::*, so existing callers
(gam::inference::alo, …) resolve unchanged. inner_status Structured return type for the custom-family inner blockwise solver. latent_cache Persistent cache for latent-coordinate REML design evaluations. latent_inner Joint (t, β) inner Newton driver for gam_terms::latent::LatentCoordValues logdet_bounds #1011 — deterministic two-sided enclosures for a block-SPD log-determinant. loop_guard Certified termination (#968): ONE exhaustion/stagnation policy for
every damped inner loop. measure_jet_glm_sufficient GLM fixed-design sufficient-statistic reuse for #1033 mechanism (a),
extending the n-free lever from the Gaussian lane to non-Gaussian families. measure_jet_gram_cache Sufficient-statistic caches for #1033 mechanism (a), the measure-jet
fixed-design case. mixture_link model_types Re-exported for the Python bindings (gam-pyffi), which build their
analytic-penalty registry through the single shared descriptor parser that
also serves the in-process workflow pipeline. Exposed here so PyFFI can name
it without the (crate-private) workflow module being publicly reachable. objective_base orthogonal_reparam General exact orthogonal reparameterization of overlapping design blocks
(universal robustness — the “orthogonalize” stage). parallel_strategy Workload-aware parallel scheduling for row reductions. penalty_invariance The exact invariance a penalized criterion has in its own smoothing
parameters, and the subspace a curvature certificate must therefore refuse
to judge (#2676). persistent_warm_start pirls The penalized iteratively-reweighted-least-squares (P-IRLS) inner solver,
split by concern into real submodules. Each concern module pulls the shared
crate-level import surface and every sibling’s items through a single
use super::*;, backed by the pub(crate) use <mod>::*; re-exports below —
reproducing the flat namespace the module historically shared, without any
line-cut include! fragments. progress_log Stderr progress logger for the gam CLI and the gamfit Python bindings. psi_gram_tensor Certified Chebyshev-in-ψ Gram tensor: n-independent design-moving trials
(#1033 item b). psis Pareto-smoothed importance-sampling utilities. quadrature Gauss-Hermite Quadrature for Posterior Mean Predictions residual_cascade Multiresolution residual cascade for scattered 2-3D smooths at huge n
(compute-first primitive #3, #1032; siblings: the 1-D scan in
crate::spline_scangam_terms::grid_spline_2d rho_optimizer Central authority for outer smoothing-parameter optimization strategy. rho_prior_eval Shared evaluation of the configured deterministic smoothing-parameter (ρ)
prior objective. rho_uncertainty PSIS diagnostic for marginal smoothing-parameter uncertainty. row_measure Row-subsample mask handle for trust-region invariant enforcement. row_sampling_measure RowSamplingMeasure — the Fisher-mass enrichment producer (role (c) of #980).seeding sensitivity ONE sensitivity operator (#935): every “how does the fit move?”
question is the same solve. spline_scan Exact O(n) state-space polynomial smoothing spline (“the scan”). streaming_border Streaming, deterministic, out-of-core border-Gram accumulation (#973). structure_search #976 — evidence-guarded dictionary structure search: atom birth / death /
fission / fusion as anytime-valid hypothesis tests, with a deterministic,
serializable SearchLedger topology_formula Formula-string surgery for select_topology AUTO substitution. topology_selector Auto-selection helpers for latent-coordinate topology candidates. topology_stack_gaussian Held-out Gaussian log-score matrix for topology stacking (#768). warm_start_artifact Cross-fit warm-start artifact: a descriptor-indexed, function-space
snapshot of a converged fit, designed so a related later fit (a
leave-one-subject-out fold, a re-fit on a different row population, a
different reduced width) can warm-start from it even though the exact
response-keyed inner cache (persistent_warm_start.rs) misses. warm_start_transfer Cross-fit warm-start transfer : build a starting ρ iterate for a new fit
from a structurally-matching parent FitArtifact SMOOTHING_CORRECTION_CUBATURE_COUNT Process-wide counter of smoothing-corrections that took the sigma-cubature
(second-order) branch in
estimate::reml::eval::RemlState::compute_smoothing_correction_auto.
Re-exported so integration tests can snapshot it before/after a fit and
prove the cubature path (rather than the first-order linearization) was
actually exercised — see the #582 response-scale-equivariance regression.
Process-wide count of cubature upgrades that succeeded inside
RemlState::compute_smoothing_correction_auto. Paired with
SMOOTHING_CORRECTION_NUMERICAL_FAILURE_COUNT for visibility.