Files in tulpa
Templated Unified Library for Posterior Approximation in Bayesian Hierarchical Models

MD5
NEWS.md
NAMESPACE
DESCRIPTION
LICENSE
cleanup
R/varcorr.R R/RcppExports.R R/marginal_se_spatial.R R/nested_laplace_joint_helpers.R R/restricted_regression.R R/family_loglik.R R/control_check.R R/laplace_gradient.R R/nested_laplace_moments.R R/bayes_r2.R R/tgmrf_vi.R R/nested_laplace_joint_backends.R R/spatial_field.R R/fit_spde.R R/tgmrf_nuts.R R/glmm_logpost.R R/em_mc.R R/multinomial.R R/posterior_predict.R R/nested_laplace_joint_adaptive.R R/fit_timing.R R/em_laplace.R R/tgmrf_imh.R R/tulpa-package.R R/em_correction.R R/eb_marginal.R R/spatial_car.R R/ep.R R/inference_modes.R R/field_effects.R R/cila.R R/priors.R R/fit_laplace.R R/tgmrf.R R/nested_laplace_joint_ccd_local.R R/envvars.R R/temporal_core.R R/kfold.R R/nested_laplace_placement.R R/threads.R R/ordinal.R R/spd_inverse.R R/categorical_accessors.R R/hyperprior_default.R R/settings.R R/joint_placement_pass.R R/outer_threads.R R/nested_laplace_joint_hyperpriors.R R/diagnostics_sim.R R/posterior_draws_hyper.R R/hyper_axis_spec.R R/outer_grid.R R/spatial_svc.R R/simulate.R R/nested_laplace_joint_ccd.R R/mode_find.R R/nested_laplace_joint.R R/temporal_gp.R R/family_zi.R R/nested_laplace_re_cov.R R/psis.R R/family_link.R R/fit_gibbs.R R/integrator.R R/agq.R R/nested_laplace_joint_batch.R R/nested_laplace_auto_grid.R R/fit_st_nested_auto_grid.R R/bridge_sampling.R R/criteria.R R/prune_screen.R R/tulpa.R R/hyper_grid.R R/re_cov_gibbs.R R/hyper_quadrature.R R/ccd_grid.R R/posterior_draws.R R/diagnostics.R R/tgmrf_nuts_joint.R R/plot_map.R R/varying_coef.R R/subspace_debias.R R/pathfinder.R R/latent.R R/fit_gaussian.R R/nested_laplace_joint_pareto_k.R R/fit_st_nested.R R/methods_interop.R R/validate_helpers.R R/spatial_gp.R R/convergence.R R/warm_start.R R/brasil.R R/nested_laplace_refine.R R/outer_pareto_candidates.R R/tgmrf_pilot.R R/mala.R R/spatiotemporal.R R/rational_spde.R R/fit_laplace_beta.R R/nested_laplace_joint_multi.R R/hyper_grid_refine.R R/profile.R R/temporal_field.R R/fit_spde_nested.R R/spatial_rsr_spde.R R/posterior_draws_joint.R R/skew_normal.R R/methods_generic.R R/eb.R R/temporal_rtr_posteriors.R R/smoother.R R/imh_laplace.R R/zzz.R R/nested_laplace.R R/sample_glmm.R R/fit_beta_nuts.R R/re_aghq.R R/nested_laplace_pilot.R R/tgmrf_log_marginal.R R/temporal_tvc.R R/diagnostics_generic.R R/validate.R R/laplace_diagnostics.R R/within_cell_log_quadratic.R R/temporal.R R/family_dispersion.R R/spatial.R R/priorsense.R R/sbc.R R/plot_diagnostics.R R/formula.R R/adjacency.R R/fit_spde_nuts.R R/progress_iter.R R/tgmrf_cpp.R R/temporal_ar2.R
src/msgp_nc_apply.h
src/test_hsgp_warm_start.cpp
src/spde_nc_transform.h
src/test_cholesky_log_det_signal.cpp
src/autodiff_utils.h
src/hmc_latent.h
src/hmc_nuts_chain_setup.h
src/unity_spatial.cpp
src/Makevars.win
src/unity_exports.cpp
src/mem_budget.h
src/Makevars
src/hmc_gp_log_lik.h
src/unity_glmm.cpp
src/msgp_nc_apply.cpp
src/laplace_spec.cpp
src/pg_binomial.cpp
src/re_cov_chol.h
src/test_st_fixture_parse.h
src/laplace_family_zi_phi.h
src/temporal_gp_kernel.h
src/hmc_gradient_dispatch.h
src/test_lkj_chol.cpp
src/unity_laplace.cpp
src/fastmath_data.cpp
src/laplace_profile.cpp
src/array_utils.cpp
src/pg_spatial.h
src/shim_guard.h
src/icar_kernel.h
src/joint_inner_vcov.cpp
src/hmc_sampler.h
src/hmc_sampler_mass_blocks.h
src/hmc_latent_autodiff.h
src/nngp_block_factory.h
src/test_ccallable_registry.cpp
src/tulpa_shims_laplace_spec.h
src/tulpa_priors_svc.h
src/gpu_backend.h
src/laplace_spatial_priors.cpp
src/implicit_diff.cpp
src/laplace_core.cpp
src/nested_laplace_joint_multi.h
src/hmc_mass_drift.h
src/sparse_hessian.h
src/tulpa_shims.cpp
src/hmc_nuts_optimized.cpp
src/hmc_nuts_chain_iter_store.h
src/tulpa_priors_tvc.h
src/simp_integrator.cpp
src/unity_nl.cpp
src/hmc_nuts_chain_iter_hmc.h
src/re_cov_gibbs.cpp
src/laplace_newton.h
src/RcppExports.cpp
src/test_helpers.cpp
src/implicit_diff.h
src/smc_sampler.h
src/hmc_sampler_adapt.h
src/mclmc.cpp
src/spde_nc_apply.cpp
src/hmc_nuts_find_epsilon.cpp
src/test_temporal_gp_fixture.cpp
src/tulpa_priors_spde.h
src/hmc_sampler_decls.h
src/svc_nc_apply.cpp
src/hmc_sampler_funcs.h
src/psis_kernel.cpp
src/gp_predict.cpp
src/spde_logdet.h
src/test_laplace_sample_fixture.cpp
src/pg_binomial.h
src/tulpa_priors_latent.h
src/scatter_indexed_cache.h
src/nested_laplace.cpp
src/spde_nc_transform.cpp
src/builtin_family_ll_ad.h
src/nested_laplace_test_occupancy.cpp
src/test_mass_lowrank.cpp
src/hmc_gp_cg.h
src/glmm_family_elt.h
src/re_cov_grad_export.cpp
src/hyperprior_density_export.cpp
src/spde_matern_map.h
src/hmc_gp_solvers.h
src/coupled_scatter_plan.h
src/tulpa_priors.h
src/nngp_nc_term_apply.h
src/glmm_oracle.h
src/portable_math_export.cpp
src/laplace_newton_joint.h
src/bym2_mixing.h
src/hmc_nuts_leapfrog.cpp
src/latent_factor_block_factory.h
src/joint_pd_step.h
src/laplace_re_priors.h
src/autodiff.h
src/tulpa_beta_sampler.cpp
src/laplace_cholesky_dispatch.h
src/laplace_temporal_priors.h
src/inner_laplace_probe.h
src/unity_core.cpp
src/family_terms_export.cpp
src/field_block_priors.h
src/gpu_backend.cpp
src/vi_sampler.cpp
src/joint_inner_vcov.h
src/laplace_spec_solve.h
src/hmc_mass_st_gmrf.cpp
src/hsgp_basis.cpp
src/nested_laplace_joint_batch.h
src/laplace_multi_re_problem.h
src/hmc_svc.h
src/hmc_mass_lowrank.h
src/nested_laplace_multi.h
src/hmc_chain_checkpoint.h
src/nested_laplace_entries.h
src/car_proper_block.h
src/hmc_multiscale_temporal_grad.h
src/s2z_direct_reference.h
src/checkpoint_io.h
src/hmc_gradient_fallback.cpp
src/sampler_model_data.h
src/tulpa_priors_st.h
src/hmc_nuts_chain_iter_nuts.h
src/hmc_tvc.h
src/hmc_gp_nc.h
src/brasil_export.cpp
src/crt_rng.h
src/gpu_nngp_laplace.h
src/tgmrf_registry.h
src/st_type_iv_precision.h
src/test_cell_coupling_bivariate_gaussian.h
src/pg_binomial_rsr.cpp
src/rwmh.h
src/hmc_rcpp_utils.cpp
src/row_classes.h
src/cell_coupling_probe.cpp
src/pg_rng.h
src/tulpa_shims_stochastic.h
src/hmc_mass_matrix.cpp
src/curvature3_contract.h
src/tulpa_shims_nested_laplace.h
src/tulpa_generic_sampler.cpp
src/pg_binomial_bym2.cpp
src/vi_lowrank.h
src/cell_curvature3.h
src/nl_lq_density.cpp
src/test_fastmath_fixture.cpp
src/hmc_gp_gradients.h
src/lkj_chol_helpers.h
src/laplace_likelihoods.cpp
src/aghq_re.cpp
src/tulpa-win.def
src/latent_block.h
src/spde_nc_apply.h
src/tulpa_spde_sampler.cpp
src/laplace_newton_joint_sparse.h
src/nngp_nc_term_apply.cpp
src/tulpa_init.cpp
src/sobol_direction_numbers.h
src/tgmrf_registry.cpp
src/vi_convergence_probe.cpp
src/nngp_twin_export.cpp
src/unity_pg.cpp
src/spde_qbuilder.h
src/laplace_types.h
src/log_post_generic_impl.cpp
src/nl_field_identity_export.cpp
src/aghq_re_core.h
src/mcar_block_factory.h
src/sampler_log_prob.h
src/hsgp_spectral.h
src/builtin_family_zi.h
src/spde_field_se.cpp
src/gpu_cuda.h
src/spde_block_factory.h
src/re_structure.h
src/hmc_nuts_helpers.cpp
src/subspace_debias.h
src/hmc_nuts_mass_init.cpp
src/mclmc.h
src/nested_laplace_checkpoint.h
src/linalg_fast.h
src/cholmod_view.h
src/tulpa_priors_zioi.h
src/pg_negbin.cpp
src/hmc_svc_autodiff.h
src/tulpa_priors_hsgp.h
src/log_post_impl.h
src/laplace_cholesky.h
src/pg_negbin.h
src/stochastic_logdet.cpp
src/smc_modeldata.h
src/cell_coupling_registry.cpp
src/ess_sampler.h
src/nested_laplace_grid.h
src/hmc_gradients.cpp
src/tulpa_priors_re.h
src/svc_nc_apply.h
src/hmc_sampler_chain_state.h
src/ess_sampler.cpp
src/omp_threads.h
src/hmc_mass_st_gmrf.h
src/hmc_gp_lbfgs.h
src/hmc_hsgp_kernels.h
src/tulpa_glmm_eta_draws.cpp
src/st_null_space.h
src/hmc_gradient_dispatch.cpp
src/sysmem.h
src/inner_cila.h
src/hmc_nuts_curvature.cpp
src/laplace_profile.h
src/cov_kernel_equiv_export.cpp
src/hmc_walnuts.cpp
src/laplace_family_curvature.h
src/hmc_car_proper.h
src/joint_hessian_pattern.h
src/aghq_re_oracles.h
src/pg_binomial_multiscale_gp.cpp
src/hmc_nuts_chain_iter_window.h
src/unity_hmc.cpp
src/vi_types.h
src/sparse_cholesky.h
src/hsgp_block_factory.h
src/spde_laplace.cpp
src/test_cell_coupling_weighted_gaussian.h
src/stochastic_logdet.h
src/test_pg_nngp_conditional.cpp
src/nested_laplace_joint_batch.cpp
src/pc_prior.h
src/tulpa_spde_layout_probe.cpp
src/log_post_generic_impl.h
src/laplace_s2z_probe.cpp
src/pg_shared.h
src/test_smc_cabi.cpp
src/sobol_export.cpp
src/aghq_re_mode.h
src/hmc_sampler_nuts_infra.h
src/interval_gaussian_export.cpp
src/re_cov_gibbs_sweep.h
src/tulpa_test_funnel.cpp
src/pg_spatial.cpp
src/hmc_walnuts.h
src/tulpa_shims_pg.h
src/hmc_temporal.h
src/cell_coupling_separable.h
src/unit_precision_block.h
src/nl_entry_inputs.h
src/mclmc_modeldata.h
src/nested_laplace_joint_multi.cpp
src/cell_coupling_registry.h
src/laplace_core.h
src/inner_laplace_is.h
src/vi_optimizer.h
src/test_cell_coupling_register.cpp
src/unity_samplers.cpp
src/pg_binomial_temporal.cpp
src/pg_binomial_gp.cpp
src/laplace_spec_fit.h
src/inner_laplace_skew.h
src/unity_tests.cpp
src/hmc_sampler.cpp
src/autodiff.cpp
src/brasil.h
src/spde_zero_mass.h
src/cov_kernel_export.cpp
src/laplace_spatial_priors.h
src/cholmod_stub_resolve.cpp
src/laplace_core_gp.cpp
src/pg_binomial_gp_rsr.cpp
src/smc_sampler.cpp
src/hmc_hsgp.h
src/laplace_temporal_priors.cpp
src/multinomial_logit_export.cpp
src/hmc_nuts_parallel.cpp
src/sparse_cholesky.cpp
src/tgmrf_block_factory.h
src/sysmem.cpp
src/gp_nc_apply.cpp
src/sghmc_sampler.h
src/unity_nl_joint.cpp
src/inv_block_extract.h
src/test_st_iv_fixture.cpp
src/pg_rng.cpp
src/hmc_gp.h
src/tulpa_priors_temporal.h
src/laplace_family_link.h
src/cornish_fisher.h
src/crt_rng.cpp
src/scatter_dense_basis.h
src/tulpa_sample_glmm.cpp
src/hmc_sampler_config.h
src/test_cell_coupling_separable_bernoulli.h
src/sobol.h
src/test_cell_coupling_occupancy_mixture.h
src/tgmrf_nuts.cpp
src/laplace_core_spatial.cpp
src/laplace_newton_loop.h
src/tulpa_priors_gp.h
src/areal_input_check.h
src/fastmath.h
src/temporal_grad_equiv_export.cpp
src/laplace_likelihoods.h
src/tulpa_priors_msgp.h
src/hmc_chain_stack.h
src/hsgp_mo_block_factory.h
src/vi_fullrank.h
src/nngp_cond.h
src/tulpa_glmm_layout_probe.cpp
src/truncated_gaussian_export.cpp
src/nested_laplace_multi.cpp
src/array_utils.h
src/cornish_fisher.cpp
src/multinomial_logit.h
src/test_nan_gradient_nuts.cpp
src/block_projector.h
src/nl_cell_cache.h
src/spde_fractional_marginal.cpp
src/tulpa_shims_vi_ess.h
src/hmc_gp_autodiff.h
src/laplace_family_zi_curvature.h
src/hmc_nuts_dual_avg.cpp
src/hmc_nuts_chain.cpp
src/gp_nc_apply.h
src/laplace_builtin_family_spec.h
src/hessian_pattern_guard.h
src/tulpa_priors_mstemporal.h
src/linalg_tri_layout_export.cpp
src/pc_prior_equiv_export.cpp
src/hmc_temporal_multiscale.h
src/nested_laplace_joint_core.h
src/tulpa_shims_sparse.h
src/hmc_tvc_grad.h
src/tulpa_priors_icar.h
src/hmc_param_layout.cpp
src/laplace_spec_curvature3.h
src/vi_meanfield.h
src/laplace_s2z.h
src/test_st_hsgp_prior.cpp
src/simp/scheme.h
src/simp/simp.h
src/simp/integrate.h
src/simp/adapt.h
src/simp/mts.h
src/simp/implicit.h
src/simp/harmonic.h
inst/COPYRIGHTS
inst/CITATION
inst/WORDLIST
inst/include/tulpa/laplace_api.h
inst/include/tulpa/tvc_data.h
inst/include/tulpa/lkj_chol.h
inst/include/tulpa/param_layout.h
inst/include/tulpa/pg_api.h
inst/include/tulpa/aghq_oracle.h
inst/include/tulpa/likelihood.h
inst/include/tulpa/walnuts.h
inst/include/tulpa/cell_coupling.h
inst/include/tulpa/ess_api.h
inst/include/tulpa/nested_progress.h
inst/include/tulpa/priors_capped.h
inst/include/tulpa/laplace_spec_api.h
inst/include/tulpa/sghmc_api.h
inst/include/tulpa/nuts_api.h
inst/include/tulpa/spde_api.h
inst/include/tulpa/spde_model_data.h
inst/include/tulpa/gp_data.h
inst/include/tulpa/smc_api.h
inst/include/tulpa/model_data.h
inst/include/tulpa/family_density.h
inst/include/tulpa/graph_components.h
inst/include/tulpa/nested_laplace_api.h
inst/include/tulpa/nested_likelihood.h
inst/include/tulpa/vi_api.h
inst/include/tulpa/cov_kernel.h
inst/include/tulpa/autodiff_arena.h
inst/include/tulpa/svc_data.h
inst/include/tulpa/st_data.h
inst/include/tulpa/gauss_hermite.h
inst/include/tulpa/re_term_prior.h
inst/include/tulpa/sum_to_zero.h
inst/include/tulpa/temporal_data.h
inst/include/tulpa/portable_math.h
inst/include/tulpa/mclmc_api.h
inst/include/tulpa/soft_sum_to_zero.h
inst/include/tulpa/tgmrf.h
inst/include/tulpa/types.h
inst/include/tulpa/autodiff_fwd.h
inst/include/tulpa/walnuts_config.h
inst/include/tulpa/hsgp_data.h
inst/include/tulpa/sparse_solver_api.h
inst/include/tulpa/ad_scalar_math.h
inst/doc/quickstart.html
inst/doc/quickstart.R
inst/doc/spatial-models.html
inst/doc/inference-modes.Rmd inst/doc/spatial-models.Rmd
inst/doc/inference-modes.html
inst/doc/inference-modes.R inst/doc/quickstart.Rmd inst/doc/spatial-models.R inst/examples/tgmrf_periodic_ar1.R
inst/examples/tgmrf_periodic_ar1.cpp
inst/examples/tgmrf_periodic_ar1_cpp.R
build/vignette.rds
build/partial.rdb
tests/testthat.R tests/testthat/test-sampler-spec-dims.R tests/testthat/test-re-aghq-cross-hessian.R tests/testthat/test-re-cov-gibbs.R tests/testthat/test-cell-curvature3.R tests/testthat/test-settings.R tests/testthat/test-subspace-debias.R tests/testthat/test-ess-mixing.R tests/testthat/test-spatial-empty-cells.R tests/testthat/test-nngp-coords-arity.R tests/testthat/test-ccd-grid.R tests/testthat/test-nested-laplace-cpp.R tests/testthat/test-temporal-gp-parameterization.R tests/testthat/test-hyper-copy-slab.R tests/testthat/test-outer-thread-clamp-report.R tests/testthat/test-zi-random-effects.R tests/testthat/test-pathfinder.R tests/testthat/test-nested-laplace-cyclic-rw2-multi.R tests/testthat/test-re-aghq-multiarm.R tests/testthat/test-hyper-axis-domain.R tests/testthat/test-hessian-pattern-guard.R tests/testthat/helper-reference.R tests/testthat/test-joint-placement-block-scale.R tests/testthat/test-mala.R tests/testthat/test-inner-debias-note.R tests/testthat/test-checkpoint-universal.R tests/testthat/test-multiscale-temporal-index-guards.R tests/testthat/test-st-ar1-gp-density.R tests/testthat/test-laplace-weights.R tests/testthat/test-stochastic-logdet.R tests/testthat/test-ccd-modefind-budget.R tests/testthat/test-eb.R tests/testthat/test-re-cov-k-batch.R tests/testthat/test-spatial-field.R tests/testthat/test-nested-laplace-joint-batch-response.R tests/testthat/test-nested-laplace-joint-phase1-alpha-smoke.R tests/testthat/test-outer-grid-dump.R tests/testthat/test-audit-228-239.R tests/testthat/test-adjacency.R tests/testthat/test-nested-laplace-joint-grid-adaptive.R tests/testthat/test-pit-cpp.R tests/testthat/test-sparse-cholesky.R tests/testthat/test-nested-laplace-joint-phi-prior.R tests/testthat/test-ep.R tests/testthat/test-consistency-bisection.R tests/testthat/test-temporal-cyclic-rank.R tests/testthat/test-laplace-spec-block-icar.R tests/testthat/test-hsgp-warm-start-guard.R tests/testthat/test-pg-rng.R tests/testthat/test-nl-wtd-quantile-extend.R tests/testthat/test-temporal-gp-frontdoor.R tests/testthat/test-vi-gradient.R tests/testthat/test-frontdoor-constructors.R tests/testthat/test-finite-input-guard-arms.R tests/testthat/test-nested-laplace-joint-adaptive-grid.R tests/testthat/test-nl-field-identity.R tests/testthat/test-entry-conventions.R tests/testthat/test-pc-prior-scales.R tests/testthat/test-tgmrf-vi.R tests/testthat/test-within-cell-log-quadratic.R tests/testthat/test-loglik-sampler-logprob.R tests/testthat/test-temporal-grad-equiv.R tests/testthat/test-re-cov-recovery.R tests/testthat/test-hsgp-nuts-frontdoor.R tests/testthat/test-frontdoor-response-groups.R tests/testthat/test-gibbs-chain.R tests/testthat/test-nested-laplace.R tests/testthat/test-fit-timing.R tests/testthat/test-refinement-screen.R tests/testthat/test-tgmrf-cpp.R tests/testthat/test-reference-mle-zi.R tests/testthat/test-spde-nc-transform.R tests/testthat/test-cov-kernel.R tests/testthat/test-nl-weight-guard.R tests/testthat/test-cell-coupling-recovery.R tests/testthat/test-spatial-input-validation.R tests/testthat/test-threads.R tests/testthat/test-em-mc.R tests/testthat/test-outer-k-budget.R tests/testthat/test-control-surface-contracts.R tests/testthat/test-tri-solve-layout.R tests/testthat/test-laplace-arg-lengths.R tests/testthat/test-laplace-spec-builtin-family.R tests/testthat/test-tgmrf.R tests/testthat/test-reloo.R tests/testthat/test-pc-prior.R tests/testthat/test-nested-laplace-joint-mass-predictor.R tests/testthat/test-family-ad-nuts.R tests/testthat/test-laplace-corr-re.R tests/testthat/test-nested-laplace-st-sparse-equivalence.R tests/testthat/test-support-sample.R tests/testthat/test-tulpa-entry-nested.R tests/testthat/test-spde-rational.R tests/testthat/test-parallel-equivalence.R tests/testthat/test-outer-skew-rescue.R tests/testthat/test-summary-tulpa-fit.R tests/testthat/test-nuts-nan-gradient.R tests/testthat/test-predict-zi.R tests/testthat/test-areal-input-check.R tests/testthat/test-gp-nuts-frontdoor.R tests/testthat/test-nested-laplace-axis-rail.R tests/testthat/test-autodiff-primitives.R tests/testthat/test-pg-index-validation.R tests/testthat/test-temporal-ar2.R tests/testthat/test-laplace-re-idx-zero.R tests/testthat/test-multi-block-sparse-route.R tests/testthat/test-temporal-frontdoor.R tests/testthat/test-wbic.R tests/testthat/test-spatial-field-by.R tests/testthat/test-fit-st-nested-auto-grid.R tests/testthat/test-tweedie.R tests/testthat/test-line-search-backtrack.R tests/testthat/test-inner-skew-correction.R tests/testthat/test-bayes-r2.R tests/testthat/test-laplace-gp-dispatch.R tests/testthat/test-diagnostics-cross-tier.R tests/testthat/test-hyper-prior-coordinate.R tests/testthat/helper-sparse-icar-arm.R tests/testthat/test-joint-inner-vcov.R tests/testthat/test-sbc-crps.R tests/testthat/test-st-iv-gmrf-mass.R tests/testthat/test-sampler-mass-matrix.R tests/testthat/test-nl-registry-axis-scope.R tests/testthat/test-methods-interop.R tests/testthat/test-nested-laplace-joint-beta.R tests/testthat/test-joint-pareto-k-proposal.R tests/testthat/test-spde-ccd.R tests/testthat/test-priorsense.R tests/testthat/helper-count-support.R tests/testthat/test-rational-spde.R tests/testthat/test-multinomial-logit.R tests/testthat/test-varying-coef-accessors.R tests/testthat/test-hyperparameter-coverage.R tests/testthat/test-sghmc-posterior-scale.R tests/testthat/helper-solved-cells.R tests/testthat/test-posterior-predict-phi-axis.R tests/testthat/test-nngp-twin.R tests/testthat/helper-joint-icar-fixture.R tests/testthat/test-spde-nuts.R tests/testthat/test-mclmc.R tests/testthat/test-laplace-spatial-car-proper-hsgp.R tests/testthat/test-implicit-diff.R tests/testthat/test-coupling-chunk-invariance.R tests/testthat/test-pc-anchor-guards.R tests/testthat/test-temporal-nested-readback.R tests/testthat/helper-laplace-fit-single.R tests/testthat/test-nested-laplace-joint-phi-grid.R tests/testthat/test-gp-noncentered-amplitude.R tests/testthat/test-walnuts.R tests/testthat/test-inference-dispatch.R tests/testthat/test-truncated-gaussian.R tests/testthat/test-miid-prior.R tests/testthat/test-st-hsgp-prior.R tests/testthat/test-recenter-pilot.R tests/testthat/test-spde-kriging.R tests/testthat/test-spatial-mcar.R tests/testthat/test-cholmod-stub-resolve.R tests/testthat/test-marginal-se-gp.R tests/testthat/test-nested-laplace-joint-field-coef.R tests/testthat/test-gibbs-spatial.R tests/testthat/test-smc-sampler.R tests/testthat/test-weights.R tests/testthat/test-gaussian.R tests/testthat/test-em-nested-block-se.R tests/testthat/test-nested-laplace-spec-frontdoor.R tests/testthat/test-pit-calibration.R tests/testthat/test-cell-coupling-occupancy-mixture.R tests/testthat/test-ccd-interval-support.R tests/testthat/test-multiscale-gp-noncentered-amplitude.R tests/testthat/test-nested-laplace-joint-sparse-parallel.R tests/testthat/test-phi2-dispersion.R tests/testthat/test-re-cov-nested.R tests/testthat/test-progress-control-keys.R tests/testthat/test-laplace_diagnostics.R tests/testthat/test-temporal.R tests/testthat/test-nested-laplace-joint-threading.R tests/testthat/test-laplace-offset-vcov.R tests/testthat/test-nl-entry-forwarding.R tests/testthat/test-nngp-scatter-guards.R tests/testthat/test-laplace-eta-draws.R tests/testthat/test-warm-start.R tests/testthat/test-family-mu-floor.R tests/testthat/helper-draws-block.R tests/testthat/test-nl-internal-batch-warning.R tests/testthat/test-lowrank-mass.R tests/testthat/test-joint-hessian-pattern.R tests/testthat/helper-phi-placement.R tests/testthat/test-family-cross-path.R tests/testthat/test-field-hyper-accessors.R tests/testthat/test-sprintf-messages.R tests/testthat/helper-outer-grid-dump.R tests/testthat/test-grid-resolution-declined.R tests/testthat/test-posterior-sbc.R tests/testthat/test-nl-single-block-prune.R tests/testthat/test-cila.R tests/testthat/README.md tests/testthat/test-nested-laplace-joint-sigma-pos-prior.R tests/testthat/test-nested-laplace-temporal.R tests/testthat/test-inference-modes.R tests/testthat/test-svc-nuts-frontdoor.R tests/testthat/test-declared-surface-refusals.R tests/testthat/test-brasil-cpp-oracle.R tests/testthat/helper-spatial-beta-coverage.R tests/testthat/test-selected-inversion.R tests/testthat/test-nngp-nc-grad.R tests/testthat/test-plot-map.R tests/testthat/test-vi-stopping-rule.R tests/testthat/test-laplace-spec-sparse-assembly.R tests/testthat/test-nested-laplace-joint-batch-equivalence.R tests/testthat/test-phi-conditioned-announced.R tests/testthat/test-sbc-frontdoor.R tests/testthat/test-st-iv-margin-mass.R tests/testthat/test-print-methods-classes.R tests/testthat/helper-coupled-fixture.R tests/testthat/test-beta-nuts.R tests/testthat/test-laplace-exact-gradient.R tests/testthat/test-skew-normal.R tests/testthat/test-copy-alpha-resolution.R tests/testthat/test-geweke.R tests/testthat/test-nested-laplace-joint-ccd-modefind.R tests/testthat/test-family-truncated-curvature-eb.R tests/testthat/test-bridge-sampling.R tests/testthat/test-joint-placement-mode.R tests/testthat/test-spde-nu-general.R tests/testthat/test-re-aghq-perblock.R tests/testthat/test-within-cell-box-uniform.R tests/testthat/test-spde-guards.R tests/testthat/test-temporal-field.R tests/testthat/test-s3-cross-registration.R tests/testthat/test-temporal-ar1-rho-prior.R tests/testthat/test-intrinsic-level-constraint.R tests/testthat/test-laplace-spec.R tests/testthat/test-nested-laplace-car-proper.R tests/testthat/test-nl-registry-refine.R tests/testthat/test-family-link.R tests/testthat/test-st-nested.R tests/testthat/test-car-icar-gibbs-alias.R tests/testthat/test-recovery-assembled.R tests/testthat/test-nested-laplace-joint-multi.R tests/testthat/test-hsgp-predict.R tests/testthat/test-gp-predict.R tests/testthat/test-joint-placement-pass.R tests/testthat/test-nested-laplace-joint-car-proper.R tests/testthat/test-convergence.R tests/testthat/test-diagnostics-report-honesty.R tests/testthat/test-family-zi.R tests/testthat/test-fit-methods.R tests/testthat/test-cila-parallel.R tests/testthat/test-laplace-link-domain.R tests/testthat/test-tulpa-spatial-gp-frontdoor.R tests/testthat/test-tulpa-spatial-spde-frontdoor.R tests/testthat/test-spatial-beta-coverage.R tests/testthat/test-re-aghq-solve-guards.R tests/testthat/test-pg-beta-draw-cov.R tests/testthat/test-gp-cg.R tests/testthat/test-joint-fitted-eta-var.R tests/testthat/test-psis.R tests/testthat/test-nc-field-eta-draws.R tests/testthat/test-em-laplace-mstep-extra.R tests/testthat/test-svc-noncentered-amplitude.R tests/testthat/test-spatial-proper-car.R tests/testthat/test-ranef-re-cov.R tests/testthat/test-spde-field-se.R tests/testthat/test-field-id-resolution.R tests/testthat/test-pg-nngp-conditional.R tests/testthat/test-formula.R tests/testthat/test-mcar-prior.R tests/testthat/test-eb-marginal.R tests/testthat/test-frontdoor-validation.R tests/testthat/helper-spatial-grid.R tests/testthat/test-outer-k-tail-one-resolution.R tests/testthat/test-pg-negbin-loglik.R tests/testthat/test-varcorr.R tests/testthat/test-hyper-share.R tests/testthat/test-marginal-se-areal.R tests/testthat/test-contrast-levels.R tests/testthat/test-cell-coupling-registry.R tests/testthat/test-hyper-grid.R tests/testthat/test-outer-grid-collapse-reporting.R tests/testthat/test-spatial-car-proper.R tests/testthat/test-prune-steep-grid.R tests/testthat/test-laplace-spec-block-bym2.R tests/testthat/helper-sbc.R tests/testthat/test-nested-laplace-joint-latent-factor.R tests/testthat/test-field-constructor-shared.R tests/testthat/test-nested-pareto-k-default-grid.R tests/testthat/test-simulate.R tests/testthat/test-front-door-argument-contracts.R tests/testthat/test-nested-laplace-multi-re.R tests/testthat/test-nested-laplace-joint-prune-misrank.R tests/testthat/test-field-effects.R tests/testthat/test-progress-threads.R tests/testthat/test-prior-predict.R tests/testthat/test-tgmrf-nuts.R tests/testthat/test-axis-sd-estimator.R tests/testthat/test-family-dispersion.R tests/testthat/test-spde-fractional-marginal.R tests/testthat/test-formula-special-terms.R tests/testthat/test-spatial-spde-api.R tests/testthat/test-mode-find.R tests/testthat/test-portable-math.R tests/testthat/test-family-count-extensions.R tests/testthat/test-laplace-beta-prior.R tests/testthat/test-nested-laplace-joint-descriptor-plane.R tests/testthat/test-nested-laplace-joint-pareto-k.R tests/testthat/test-em-laplace-recovery.R tests/testthat/test-tgmrf-recovery.R tests/testthat/test-nested-grid-pareto-k-jacobian.R tests/testthat/test-bar-field-specs.R tests/testthat/test-basic.R tests/testthat/test-priors.R tests/testthat/test-pg-bym2-rho-recovery.R tests/testthat/test-gibbs-temporal.R tests/testthat/test-hyperprior-default.R tests/testthat/test-rubins-pool-kappa3.R tests/testthat/test-nl-grid-axis-contract.R tests/testthat/test-nl-interval-support.R tests/testthat/test-aghq-gradient.R tests/testthat/test-family-gate-nan.R tests/testthat/test-tulpa-rpg.R tests/testthat/test-nested-laplace-registry-auto-grid.R tests/testthat/test-tgmrf-imh.R tests/testthat/test-imh-laplace.R tests/testthat/test-rsr-continuous.R tests/testthat/test-tulpa-re-cov-frontdoor.R tests/testthat/test-pg-areal-backend-agreement.R tests/testthat/test-nested-fixed-mixture-interval.R tests/testthat/test-brasil.R tests/testthat/test-nested-laplace-joint-inner-refresh.R tests/testthat/test-intrinsic-field-intercept-se.R tests/testthat/test-phi-grid-placement.R tests/testthat/test-spde.R tests/testthat/test-agq.R tests/testthat/test-joint-multi-hyperprior-blocks.R tests/testthat/test-fit-reads-contract.R tests/testthat/test-plot-diagnostics.R tests/testthat/test-hsgp-density-identity.R tests/testthat/test-nested-laplace-joint-alpha-ridge.R tests/testthat/test-finalize-fit.R tests/testthat/test-audit-205-gaps.R tests/testthat/test-generic-sampler.R tests/testthat/test-nested-laplace-joint-sparse-equivalence.R tests/testthat/test-laplace-spatial-weights.R tests/testthat/test-nested-laplace-joint-prune.R tests/testthat/test-tulpa-spatial-frontdoor.R tests/testthat/test-bound-family-joint-arm.R tests/testthat/test-nl-axis-dropped-surface.R tests/testthat/test-eb-dispersion.R tests/testthat/test-cpp-kernels.R tests/testthat/test-auto-picks-a-backend-that-fits.R tests/testthat/test-tvc-level-identification.R tests/testthat/test-nested-laplace-joint-icar.R tests/testthat/test-subspace-debias-recovery.R tests/testthat/test-tulpa-entry.R tests/testthat/test-fastmath.R tests/testthat/helper-tiers.R tests/testthat/test-loglik-quantity-offset.R tests/testthat/test-bym2-scale.R tests/testthat/test-nested-laplace-joint-ccd-local.R tests/testthat/test-gpu-nngp.R tests/testthat/test-pg-gibbs-thin.R tests/testthat/test-nested-laplace-occupancy.R tests/testthat/test-control-check.R tests/testthat/test-family-loglik.R tests/testthat/test-re-aghq.R tests/testthat/test-run-length.R tests/testthat/test-inner-skew.R tests/testthat/test-smoother.R tests/testthat/helper-internal.R tests/testthat/test-miid-recovery.R tests/testthat/test-postfit-method-gaps.R tests/testthat/test-reference-mle-count.R tests/testthat/test-outer-proposal-lever.R tests/testthat/test-categorical-accessors.R tests/testthat/test-nl-required-fields.R tests/testthat/test-psis-cpp.R tests/testthat/test-recenter-sd-clamp.R tests/testthat/test-nested-laplace-recovery.R tests/testthat/test-sysmem.R tests/testthat/test-svc-parameterization-equivalence.R tests/testthat/test-kdiag-capture.R tests/testthat/test-nested-laplace-grid-hessians.R tests/testthat/test-family-registry-compiled.R tests/testthat/test-hyper-quadrature-refinement.R tests/testthat/test-multiscale-temporal-frontdoor.R tests/testthat/test-tgmrf-nuts-joint.R tests/testthat/test-nested-laplace-joint-barycentre.R tests/testthat/test-auto-grid-provenance.R tests/testthat/test-glmm-logpost.R tests/testthat/test-nested-laplace-joint-svc-areal.R tests/testthat/test-nested-laplace-joint-no-latent.R tests/testthat/test-posterior-draws-joint.R tests/testthat/helper-spatial.R tests/testthat/test-subspace-debias-backends.R tests/testthat/test-joint-block-spec-guards.R tests/testthat/test-spde-grid-regime.R tests/testthat/test-pg-spatial-recovery.R tests/testthat/test-nested-laplace-joint-fixed-moments.R tests/testthat/test-laplace-mode-stationarity.R tests/testthat/test-nested-laplace-joint-box-mass.R tests/testthat/test-standalone-input-validation.R tests/testthat/test-nested-laplace-joint-projected.R tests/testthat/test-lkj-chol.R tests/testthat/test-ranef-subspace-debias.R tests/testthat/test-nngp-prior-scatter.R tests/testthat/test-zi-fit.R tests/testthat/test-nested-laplace-joint-parallel.R tests/testthat/test-nl-grid-cap.R tests/testthat/test-joint-inner-factorization.R tests/testthat/test-nested-laplace-bym2.R tests/testthat/test-interval-gaussian.R tests/testthat/test-re-noncentered-draws.R tests/testthat/test-outer-grid-edge-mass.R tests/testthat/test-nngp-cond-cores.R tests/testthat/test-beta-prior-default.R tests/testthat/test-block-row-weight.R tests/testthat/test-inner-pareto-k.R tests/testthat/test-progress-eta.R tests/testthat/test-laplace-beta.R tests/testthat/test-nested-laplace-joint-grid-fixed-parallel.R tests/testthat/test-spde-nuts-joint.R tests/testthat/test-hsgp-doors.R tests/testthat/test-nested-laplace-spatial-recovery.R tests/testthat/test-nested-laplace-joint-hsgp-mo.R tests/testthat/test-spatial.R tests/testthat/test-integrator.R tests/testthat/test-hyper-draws.R tests/testthat/test-posterior-predict.R tests/testthat/test-sample-glmm-structure.R tests/testthat/test-nested-laplace-joint-multi-copy.R tests/testthat/test-diagnostics-known-answer.R tests/testthat/test-arena-custom-backward.R tests/testthat/test-reference-mle-re.R tests/testthat/test-re-cov-prior.R tests/testthat/test-pg-rng-real.R tests/testthat/test-criteria.R tests/testthat/test-ccallable-registry.R tests/testthat/test-diagnostics.R tests/testthat/test-zi-prior.R tests/testthat/test-kfold.R tests/testthat/test-tvc-nuts-frontdoor.R tests/testthat/test-nested-laplace-joint-multi-recovery.R tests/testthat/test-coupled-indefinite-start.R tests/testthat/test-log-det-signal.R tests/testthat/test-em-laplace.R tests/testthat/test-spde-re-integrated.R tests/testthat/test-sample-glmm.R tests/testthat/test-sobol.R tests/testthat/test-nested-laplace-gp.R tests/testthat/test-mode-override.R tests/testthat/test-reference-mle-beta.R tests/testthat/test-tgmrf-laplace.R tests/testthat/test-constructor-validation.R tests/testthat/test-laplace-sample-clone.R tests/testthat/test-diagnostics-sim.R tests/testthat/test-ad-primitive-parity.R tests/testthat/test-spde-fractional-var-norm.R tests/testthat/test-smoother-re-integrated.R tests/testthat/test-ess-slope-scales.R tests/testthat/test-joint-axis-refinable.R tests/testthat/test-tvc-gp.R tests/testthat/test-multinomial-fit.R tests/testthat/test-nested-laplace-joint-hsgp-svc.R tests/testthat/test-soft-sum-to-zero.R tests/testthat/test-bym2-components.R tests/testthat/test-validate-mode.R tests/testthat/test-joint-logpost-grad-kinds.R tests/testthat/helper-st-iv.R tests/testthat/test-nl-axis-consumption.R tests/testthat/test-nested-laplace-joint-auto-grid.R tests/testthat/test-nuts-progress-scope.R tests/testthat/test-export-doors-tulpaobs.R tests/testthat/test-ordinal-fit.R tests/testthat/test-nngp-row-neighbours.R tests/testthat/test-pg-icar-conditional.R tests/testthat/test-nngp-doors.R tests/testthat/test-s2z-block-schur.R tests/testthat/test-family-count-compiled.R tests/testthat/test-laplace-spatial-gp-spde-equiv.R tests/testthat/test-nested-laplace-unconverged-cells.R tests/testthat/test-ranef-sampler.R tests/testthat/test-svc-fold.R tests/testthat/test-joint-indefinite-cells.R tests/testthat/test-spde-re.R tests/testthat/test-family-validation.R tests/testthat/test-nested-laplace-multi-block.R tests/testthat/test-cell-coupling-cross-hess.R tests/testthat/test-nl-fitted-var-dedup.R tests/testthat/test-fit-reporting.R tests/testthat/test-nested-laplace-joint-ccd.R tests/testthat/test-nested-laplace-joint-checkpoint.R tests/testthat/test-profile.R tests/testthat/helper-fixture-once.R tests/testthat/test-car-proper-nuts-frontdoor.R tests/testthat/test-spd-inverse.R tests/testthat/test-nested-posterior-draws.R tests/testthat/test-hyperprior-frontdoor.R tests/testthat/test-temporal-gp-period-units.R tests/testthat/test-linpred-evidence.R tests/testthat/test-tulpa-agq-frontdoor.R tests/testthat/test-nested-laplace-joint-bym2.R tests/testthat/test-criteria-tulpa-fit.R tests/testthat/test-screen-depth.R
tests/testthat/_ref/leapfrog_ref.rds
vignettes/inference-modes.Rmd vignettes/spatial-models.Rmd vignettes/quickstart.Rmd tools/unity.R tools/gen_leapfrog_ref.R man/tulpa_ordinal.Rd man/plot_rhat.Rd man/tulpa_joint_axis_specs_from_grid.Rd man/tulpa_build_model_data.Rd man/check_diagnostics.Rd man/tgmrf.Rd man/is_auto_grid.Rd man/tulpa_is_spatial_bar.Rd man/temporal_ar.Rd man/tulpa_tgmrf.Rd man/tulpa_formula.Rd man/pathfinder.Rd man/tulpa_diagnostics.Rd man/tulpa_spde_precision_Q.Rd man/spatial.Rd man/temporal.Rd man/validate_temporal_multiscale.Rd man/agq_fit.Rd man/fitted.tulpa_fit.Rd man/coef.tulpa_fit.Rd man/temporal_corr.Rd man/post_hoc_lm.Rd man/temporal_multiscale.Rd man/prior_half_normal.Rd man/spatial_bym2.Rd man/field_effects.Rd man/tulpa_theta_matrix.Rd man/reexports.Rd man/spatial_svc.Rd man/bayes_R2.Rd man/tulpa-envvars.Rd man/sn_quantile.Rd man/glance.tulpa_fit.Rd man/tulpa_fit_summary.Rd man/spatial_multiscale.Rd man/tulpa_reloo.Rd man/test_outliers.Rd man/tulpa_spde_log_hyperprior.Rd man/spatiotemporal_gp.Rd man/check_adjacency.Rd man/tulpa_joint_grid_batch.Rd man/latent_factors.Rd man/criteria_doors.Rd man/spatiotemporal_effects.Rd man/prior_gamma.Rd man/tulpa_bar_field_specs.Rd man/tulpa_nuts_beta.Rd man/priors_default.Rd man/tulpa_cache_dir.Rd man/temporal_rtr.Rd man/tulpa_em_mc.Rd man/fit_st_nested.Rd man/latent.Rd man/AIC.tulpa_fit.Rd man/diagnostic_summary.Rd man/tulpa_ep.Rd man/imh_laplace.Rd man/model_average.Rd man/tulpa_priors.Rd man/compare_models.Rd man/VarCorr.Rd man/node_index.Rd man/tulpa_simulate.Rd man/tulpa_psis.Rd man/tulpa-package.Rd man/tulpa_laplace_beta.Rd man/tulpa_normalise_weights_safe.Rd man/tulpa_check_control.Rd man/plot.tulpa_tvc_posterior.Rd man/spatial_spde_custom.Rd man/tulpa_variogram.Rd man/tulpa_validate.Rd man/plot_ess.Rd man/tulpa_hyper_draws.Rd man/auto_grid.Rd man/predict.tulpa_fit.Rd man/tulpa_family.Rd man/temporal_ar2.Rd man/sbc.Rd man/tulpa_profile.Rd man/sn_match.Rd man/tulpa_posterior_draws.tulpa_nested_laplace_joint.Rd man/plot_map_panel.Rd man/tulpa_hyper_check_copy_slab.Rd man/tulpa_re_aghq.Rd man/n_divergent.Rd man/test_dispersion.Rd man/summary.tulpa_fit.Rd man/tulpa_joint_inner_vcov_mixture.Rd man/tulpa_latent.Rd man/tulpa_draws_array.Rd man/tulpa_hyper_grid.Rd man/tulpa_loglik.Rd man/logLik.tulpa_fit.Rd man/tulpa_nested_laplace_joint.Rd man/tulpa_bar_field_replicate.Rd man/sbc_predictive.Rd man/temporal_rw1.Rd man/plot_pairs.Rd man/select_main_params.Rd man/tulpa_integrator.Rd man/tulpa_criteria.Rd man/tidy.tulpa_fit.Rd man/spatial_gp.Rd man/tulpa_gaussian.Rd man/spatial_car.Rd man/prior_beta.Rd man/energy_bfmi.Rd man/pit_residuals.Rd man/ranef.Rd man/spatial_rsr.Rd man/findbars.Rd man/posterior_sample.Rd man/validate_mode.Rd man/wbic.Rd man/tulpa_re_cov_nested.Rd man/family_names.Rd man/tulpa_rpg.Rd man/as_draws.Rd man/residuals.tulpa_fit.Rd man/prior_predict.Rd man/ccd_to_theta.Rd man/tulpa_hyper_grid_supports.Rd man/spatial_car_proper.Rd man/nobs.tulpa_fit.Rd man/ccd_weights.Rd man/nobars.Rd man/inference_mode_info.Rd man/plot.tulpa_temporal_posterior.Rd man/tulpa_hyper_copy_slab_density.Rd man/moran_i.Rd man/plot.tulpa_prior_predict.Rd man/tulpa_em_laplace.Rd man/tulpa_grid_axis.Rd man/plot.tulpa_fit.Rd man/plot_energy.Rd man/latent_factor.Rd man/tulpa_posterior_draws.Rd man/categorical_accessors.Rd man/plot_divergences.Rd man/tulpa_temporal.Rd man/tulpa_pit.Rd man/auto_grid_place.Rd man/ccd_grid.Rd man/mala.Rd man/tulpa_multinomial.Rd man/re_cov_pc_lkj_prior.Rd man/tulpa_nested_laplace.Rd man/diagnostics.Rd man/tulpa_grid_log_quad.Rd man/temporal_rw2.Rd man/tulpa_parse_formula.Rd man/tvc.Rd man/confint.tulpa_fit.Rd man/tulpa_cache_clear.Rd man/bridge_sampling.Rd man/plot_map.Rd man/rubins_pool.Rd man/validate_gp.Rd man/tulpa_powerscale_sensitivity.Rd man/plot.tulpa_st_summary.Rd man/prior_normal.Rd man/temporal_gp.Rd man/tulpa_spatial.Rd man/tgmrf_cpp.Rd man/tulpa_re_cov_gibbs.Rd man/adjacency.Rd man/prior_half_cauchy.Rd man/plot_acf.Rd man/tulpa_batched_pareto_k.Rd man/pp_check.Rd man/test_zero_inflation.Rd man/svc.Rd man/tulpa_nuts_spde.Rd man/tulpa_gibbs.Rd man/check_model.Rd man/temporal_tvc.Rd man/tulpa_laplace.Rd man/prior_exponential.Rd man/tulpa_hyper_slice_home.Rd man/vcov.tulpa_fit.Rd man/durbin_watson.Rd man/smooth_effects.Rd man/test_uniformity.Rd man/posterior_predict.Rd man/spatiotemporal.Rd man/fixef.Rd man/prior_pc.Rd man/geweke_test.Rd man/plot_diagnostics.Rd man/tulpa_eb.Rd man/spatial_range.Rd man/sn_cdf.Rd man/tulpa_kfold.Rd man/tulpa_iter_progress.Rd man/fit_spde.Rd man/hyper_axis_spec.Rd man/simulate.tulpa_fit.Rd man/compute_nngp_neighbors.Rd man/tulpa_outer_grid.Rd man/temporal_ar1.Rd man/plot.tulpa_svc_posterior.Rd man/prior_from_spec.Rd man/spatial_spde.Rd man/tulpa_joint_inner_vcov_blocks.Rd man/mcmc_draws.Rd man/with_tulpa_integrator.Rd man/tulpa.Rd
man/figures/logo.svg
tulpa documentation built on Oct. 19, 2026, 5:09 p.m.