From 0ae2a23e324c7638e926c063ca375dfd070acd77 Mon Sep 17 00:00:00 2001 From: Ananyapam De Date: Mon, 24 Aug 2026 22:42:04 +0200 Subject: [PATCH] feat(gam): close general-family multismooth surfaces --- nampy/gam/diagnostics/concurvity.py | 3 +- nampy/gam/diagnostics/derivatives.py | 3 +- nampy/gam/diagnostics/k_check.py | 3 +- nampy/gam/diagnostics/plots.py | 7 +- nampy/gam/fit/selection/postfit.py | 14 ++- nampy/gam/inference/anova.py | 9 +- nampy/gam/inference/summary.py | 6 +- nampy/gam/predict/terms.py | 18 +-- nampy/gam/results/snapshots.py | 4 +- nampy/gam/term_labels.py | 36 +++++- tests/SUBSYSTEM_COVERAGE.md | 2 +- .../test_general_family_mgcv_parity.py | 16 +++ ...v_general_family_preoptimization_parity.py | 11 ++ ...eneral_family_prediction_filters_parity.py | 14 +++ .../test_mgcv_snapshot_extended_matrix.py | 117 ++++++++++++++++++ ...47fc3d0f2616f08bad7b9206f457cd3c93.json.gz | Bin 0 -> 113205 bytes ...3e79317d5dbb9924c59ea49662b01ac8a6.json.gz | Bin 0 -> 136463 bytes 17 files changed, 230 insertions(+), 33 deletions(-) create mode 100644 tests/reference_fixtures/mgcv/dcd66fd99ca234c55a4089e59090e447fc3d0f2616f08bad7b9206f457cd3c93.json.gz create mode 100644 tests/reference_fixtures/mgcv/f35b0e352ce1af0906a9764c8b12ad3e79317d5dbb9924c59ea49662b01ac8a6.json.gz diff --git a/nampy/gam/diagnostics/concurvity.py b/nampy/gam/diagnostics/concurvity.py index fd370cb2..63b7b0e8 100644 --- a/nampy/gam/diagnostics/concurvity.py +++ b/nampy/gam/diagnostics/concurvity.py @@ -15,6 +15,7 @@ _term_full_coefficient_indices, ) from ..predict.linear_predictor_matrix import build_lpmatrix +from ..term_labels import mgcv_term_display_label def _term_indices_for_concurvity(model, n_coef: int): @@ -37,7 +38,7 @@ def _term_indices_for_concurvity(model, n_coef: int): if idx.size == 0: continue smooth_starts.append(int(np.min(idx))) - blocks.append((str(tb.label), idx)) + blocks.append((mgcv_term_display_label(tb), idx)) if len(blocks) == 0: raise ValueError("No smooth or parametric components available for concurvity.") diff --git a/nampy/gam/diagnostics/derivatives.py b/nampy/gam/diagnostics/derivatives.py index 4032fbc2..c05ccb4f 100644 --- a/nampy/gam/diagnostics/derivatives.py +++ b/nampy/gam/diagnostics/derivatives.py @@ -12,6 +12,7 @@ _term_blocks_seq, _term_full_coefficient_indices, ) +from ..term_labels import mgcv_term_display_label @dataclass(frozen=True) @@ -65,7 +66,7 @@ def smooth_derivative(model, *, X=None, smooth_number: int = 1, deriv: int = 1): derivative=values, se=np.sqrt(np.maximum(variance, 0.0)), derivative_matrix=Xd, - term_label=str(term.label), + term_label=mgcv_term_display_label(term), order=deriv, ) diff --git a/nampy/gam/diagnostics/k_check.py b/nampy/gam/diagnostics/k_check.py index 240f6061..fb8cab4c 100644 --- a/nampy/gam/diagnostics/k_check.py +++ b/nampy/gam/diagnostics/k_check.py @@ -13,6 +13,7 @@ _term_blocks_seq, ) from ..predict.linear_predictor_matrix import build_lpmatrix +from ..term_labels import mgcv_term_display_label from .residuals import residuals_gam @@ -177,7 +178,7 @@ def k_check(model, subsample: int = 5000, n_rep: int = 400, seed: int | None = N edf_by_term = edf_all perm_col = 0 for i, tb in enumerate(term_blocks): - label = str(tb.label) + label = mgcv_term_display_label(tb) X_term = _numeric_feature_block(model, tb, row_idx) k_prime = int(tb.coef_slice.stop - tb.coef_slice.start) edf = float(edf_by_term[i]) diff --git a/nampy/gam/diagnostics/plots.py b/nampy/gam/diagnostics/plots.py index e918d05c..d858ed27 100644 --- a/nampy/gam/diagnostics/plots.py +++ b/nampy/gam/diagnostics/plots.py @@ -36,7 +36,7 @@ from ..predict.predictions import _term_has_absorbed_constraint from ..predict.terms import _prediction_term_groups from ..smooths.categorical import factor_levels_from_metadata -from ..term_labels import normalize_mgcv_term_label +from ..term_labels import mgcv_term_display_label from .residuals import _prior_weights __all__ = [ @@ -462,7 +462,8 @@ def prepare_plot_gam_data( pd_list = [] for i, tb in enumerate(smooth_blocks): - label = _sub_edf(str(tb.label), edf_map.get(id(tb), float("nan"))) + display_label = mgcv_term_display_label(tb) + label = _sub_edf(display_label, edf_map.get(id(tb), float("nan"))) P = _prepare_smooth( model, tb, @@ -535,7 +536,7 @@ def prepare_plot_gam_data( P["se"] = False if partial_resids: - normalized = str(normalize_mgcv_term_label(str(tb.label))) + normalized = display_label group_index = None for gi, glabel in enumerate(term_group_labels): if glabel == normalized: diff --git a/nampy/gam/fit/selection/postfit.py b/nampy/gam/fit/selection/postfit.py index 2f66a41c..1aaeb2bc 100644 --- a/nampy/gam/fit/selection/postfit.py +++ b/nampy/gam/fit/selection/postfit.py @@ -12,7 +12,9 @@ _n_smoothing_params, _penalty_blocks_seq, _require_fitted, + _term_blocks_seq, ) +from ...term_labels import multi_predictor_term_label from .criteria.dispatch import criterion_gradient, criterion_hessian, criterion_value from .criteria.ml_reml import resolve_ml_reml_scoring_backend @@ -131,6 +133,7 @@ def _gam_vcomp_names(model) -> list[str]: return [] names: list[str | None] = [None] * n_sp + terms = list(_term_blocks_seq(model)) for pb in _penalty_blocks_seq(model): idx = int(getattr(pb, "smoothing_index", -1)) if idx < 0 or idx >= n_sp or names[idx] is not None: @@ -141,7 +144,16 @@ def _gam_vcomp_names(model) -> list[str]: label = meta.get("label", None) if label is None: label = getattr(pb, "label", None) - names[idx] = _normalize_vcomp_label(label) + normalized = _normalize_vcomp_label(label) + term_index = int(getattr(pb, "term_index", -1)) + if normalized is not None and 0 <= term_index < len(terms): + owner = terms[term_index] + normalized = multi_predictor_term_label( + normalized, + predictor_index=int(getattr(owner, "predictor_index", 0)), + term_type=str(getattr(owner, "term_type", "")), + ) + names[idx] = normalized return [name if name is not None else f"sp_{i}" for i, name in enumerate(names)] diff --git a/nampy/gam/inference/anova.py b/nampy/gam/inference/anova.py index 782c5890..bfa04a26 100644 --- a/nampy/gam/inference/anova.py +++ b/nampy/gam/inference/anova.py @@ -34,6 +34,7 @@ _term_blocks_seq, _term_full_coefficient_indices, ) +from ..term_labels import mgcv_term_display_label from .chi_square_mixtures import psum_chisq @@ -45,9 +46,7 @@ def _scale_estimated(model) -> bool: def _formula_term_label(tb) -> str: - metadata = dict(getattr(tb, "metadata", {}) or {}) - formula_term = metadata.get("formula_term", None) - return str(getattr(tb, "label", "")) if formula_term is None else str(formula_term) + return mgcv_term_display_label(tb, formula_parametric=True) def _parametric_term_groups(model): @@ -56,7 +55,7 @@ def _parametric_term_groups(model): if str(getattr(tb, "term_type", "")) != "parametric": continue label = _formula_term_label(tb) - key = ("parametric", label) + key = ("parametric", int(getattr(tb, "predictor_index", 0)), label) if groups and groups[-1]["key"] == key: groups[-1]["blocks"].append(tb) continue @@ -620,7 +619,7 @@ def _term_table( ) smooth_rows.append( { - "label": str(tb.label), + "label": mgcv_term_display_label(tb), "edf": edf_i, "ref_df": ref_df, "wald_stat": stat_out, diff --git a/nampy/gam/inference/summary.py b/nampy/gam/inference/summary.py index 5725eaa9..a9e58dc4 100644 --- a/nampy/gam/inference/summary.py +++ b/nampy/gam/inference/summary.py @@ -32,6 +32,7 @@ _term_blocks_seq, _term_full_coefficient_indices, ) +from ..term_labels import mgcv_term_display_label from .anova import ( _parametric_term_groups, _residual_df, @@ -116,12 +117,13 @@ def _parametric_coefficient_indices(model) -> tuple[list[int], list[str]]: for group in _parametric_term_groups(model): for tb in group["blocks"]: full_indices = _term_full_coefficient_indices(model, tb) + term_label = mgcv_term_display_label(tb) for j, full_index in enumerate(full_indices): indices.append(int(full_index)) names.append( - str(tb.label) + term_label if full_indices.size == 1 - else f"{tb.label}.{j}" + else f"{term_label}.{j}" ) return indices, names diff --git a/nampy/gam/predict/terms.py b/nampy/gam/predict/terms.py index 078926fd..1c0b5376 100644 --- a/nampy/gam/predict/terms.py +++ b/nampy/gam/predict/terms.py @@ -17,7 +17,7 @@ _term_blocks_seq, _term_full_coefficient_indices, ) -from ..term_labels import normalize_mgcv_term_label +from ..term_labels import multi_predictor_term_label, normalize_mgcv_term_label def _parametric_formula_term(term) -> str | None: @@ -26,18 +26,6 @@ def _parametric_formula_term(term) -> str | None: return None if formula_term is None else str(formula_term) -def _multi_predictor_term_label(label: str, *, predictor_index: int, term_type: str): - """Apply mgcv's formula-list suffix to later-predictor term labels.""" - if predictor_index <= 0: - return label - if term_type == "parametric": - return f"{label}.{predictor_index}" - open_index = label.find("(") - if open_index < 0: - return f"{label}.{predictor_index}" - return f"{label[:open_index]}.{predictor_index}{label[open_index:]}" - - def _prediction_term_groups(model): """Return ordered mgcv term groups without treating labels as identity.""" groups = [] @@ -47,7 +35,7 @@ def _prediction_term_groups(model): predictor_name = str(getattr(term, "predictor_name", "predictor_0")) if term_type == "parametric": formula_term = _parametric_formula_term(term) - group_label = _multi_predictor_term_label( + group_label = multi_predictor_term_label( formula_term or str(getattr(term, "label", "")), predictor_index=predictor_index, term_type=term_type, @@ -76,7 +64,7 @@ def _prediction_term_groups(model): ) continue - group_label = _multi_predictor_term_label( + group_label = multi_predictor_term_label( str(normalize_mgcv_term_label(getattr(term, "label", ""))), predictor_index=predictor_index, term_type=term_type, diff --git a/nampy/gam/results/snapshots.py b/nampy/gam/results/snapshots.py index e74f8e3e..5b276802 100644 --- a/nampy/gam/results/snapshots.py +++ b/nampy/gam/results/snapshots.py @@ -37,7 +37,7 @@ _term_full_coefficient_indices, ) from ..predict.terms import _prediction_term_groups -from ..term_labels import normalize_mgcv_term_label +from ..term_labels import mgcv_term_display_label, normalize_mgcv_term_label def _as_pred_or_scalar_array(value): @@ -430,7 +430,7 @@ def build_parity_snapshot(model, X=None, include_covariances=False): continue smooth_blocks.append(tb) full_idx = _term_full_coefficient_indices(core, tb) - smooth_labels.append(_normalize_reference_term_label(tb.label)) + smooth_labels.append(mgcv_term_display_label(tb)) if _cov_bayes(core) is not None: smooth_cov_bayes.append( np.asarray( diff --git a/nampy/gam/term_labels.py b/nampy/gam/term_labels.py index 45eb413a..6aa5395d 100644 --- a/nampy/gam/term_labels.py +++ b/nampy/gam/term_labels.py @@ -84,4 +84,38 @@ def normalize_mgcv_term_label(label): return text -__all__ = ["normalize_mgcv_term_label"] +def multi_predictor_term_label( + label: str, *, predictor_index: int, term_type: str +) -> str: + """Apply mgcv's formula-list suffix to later-predictor term labels.""" + if int(predictor_index) <= 0: + return str(label) + if str(term_type) == "parametric": + return f"{label}.{int(predictor_index)}" + open_index = str(label).find("(") + if open_index < 0: + return f"{label}.{int(predictor_index)}" + return f"{label[:open_index]}.{int(predictor_index)}{label[open_index:]}" + + +def mgcv_term_display_label(term, *, formula_parametric: bool = False) -> str: + """Return a compiled term's predictor-aware public mgcv label.""" + term_type = str(getattr(term, "term_type", "")) + label = str(getattr(term, "label", "")) + if term_type == "parametric" and formula_parametric: + metadata = dict(getattr(term, "metadata", {}) or {}) + label = str(metadata.get("formula_term", label)) + elif term_type != "parametric": + label = str(normalize_mgcv_term_label(label)) + return multi_predictor_term_label( + label, + predictor_index=int(getattr(term, "predictor_index", 0)), + term_type=term_type, + ) + + +__all__ = [ + "mgcv_term_display_label", + "multi_predictor_term_label", + "normalize_mgcv_term_label", +] diff --git a/tests/SUBSYSTEM_COVERAGE.md b/tests/SUBSYSTEM_COVERAGE.md index aa79c994..717416e9 100644 --- a/tests/SUBSYSTEM_COVERAGE.md +++ b/tests/SUBSYSTEM_COVERAGE.md @@ -25,7 +25,7 @@ local development notes rather than duplicated here. | ML/REML backend routing | `nampy/gam/fit/selection/criteria/ml_reml.py` | `tests/optimization/test_gam_owner_routing_objective_contracts.py`, `tests/optimization/test_mgcv_gaussian_backend_selection.py` | Exact vs dynamic vs PIRLS vs general-family selection. | | Objective wrappers / optimizer wiring | `nampy/gam/fit/selection/optimize/objectives.py`, `.../driver.py` | `tests/optimization/test_gam_owner_routing_objective_contracts.py`, `tests/optimization/test_mgcv_parametric_only_parity.py`, `tests/optimization/test_mgcv_outer_optimization_parity.py`, `tests/optimization/test_mgcv_optimization_lifecycle_parity.py` | Owner contracts first, direct empty-smoothing-vector parity, mgcv trace parity, then lifecycle parity. | | Postfit smoothing diagnostics | `nampy/gam/fit/selection/postfit.py` | `tests/optimization/test_gam_postfit_owner_contracts.py`, `tests/optimization/test_mgcv_vcomp_parity.py`, `tests/optimization/test_mgcv_sp_vcov_stage_parity.py` | Endpoint diagnostics, Hessian sourcing, smoothing covariance surfaces, and stage-local `sp.vcov` / unconditional-covariance checkpoints. | -| General-family fixed-smoothing / postprocess | `nampy/gam/fit/solvers/general_family/fixed_smoothing.py`, `.../newton.py` | `tests/families/test_gam_general_family_owner_contracts.py`, `tests/optimization/test_mgcv_fixed_inner_fit_parity.py`, `tests/optimization/test_mgcv_general_family_preoptimization_parity.py`, `tests/families/test_general_family_mgcv_parity.py`, `tests/parity/test_mgcv_under_tested_supported_combinations.py` | Owner precedence plus mgcv `gam.fit5` parity; reparameterized and original-coordinate singleton/multi-penalty `Sl` blocks are covered through setup, derivatives, roots/totals, and full fits. Structured `re`, `fs`, and linked-`sz` cases include fixed and optimized `fs` behavior and an `fs` block in linear predictor two. | +| General-family fixed-smoothing / postprocess | `nampy/gam/fit/solvers/general_family/fixed_smoothing.py`, `.../newton.py` | `tests/families/test_gam_general_family_owner_contracts.py`, `tests/optimization/test_mgcv_fixed_inner_fit_parity.py`, `tests/optimization/test_mgcv_general_family_preoptimization_parity.py`, `tests/families/test_general_family_mgcv_parity.py`, `tests/parity/test_mgcv_snapshot_extended_matrix.py`, `tests/parity/test_mgcv_under_tested_supported_combinations.py` | Owner precedence plus mgcv `gam.fit5` parity; reparameterized and original-coordinate singleton/multi-penalty `Sl` blocks are covered through setup, derivatives, roots/totals, and full fits. A four-smooth/two-predictor gaulss case covers wrapped blocks, `sp.vcov`, inference, and diagnostics. Structured `re`, `fs`, and linked-`sz` cases include fixed and optimized `fs` behavior and an `fs` block in linear predictor two. | | Diagnostics owners | `nampy/gam/diagnostics/residuals.py`, `concurvity.py`, `summary.py`, `plots.py` | `tests/diagnostics/test_gam_diagnostics_owner_contracts.py`, `tests/diagnostics/test_gam_plot_and_public_api_contracts.py`, `tests/parity/test_mgcv_secondary_diagnostics_parity.py` | Owner-level residual/summary/plot contracts plus direct secondary-diagnostics parity. | | Prediction / inference / diagnostics | `nampy/gam/predict/`, `nampy/gam/inference/`, `nampy/gam/diagnostics/` | `tests/parity/test_mgcv_output_parity.py`, `tests/parity/test_mgcv_prediction_arguments_parity.py`, `tests/parity/test_mgcv_prediction_inference_diagnostics_parity.py`, `tests/parity/test_mgcv_general_family_lpmatrix_stage_parity.py`, `tests/parity/test_mgcv_general_family_prediction_stage_parity.py`, `tests/parity/test_mgcv_inference_stage_parity.py`, `tests/diagnostics/test_mgcv_general_family_secondary_diagnostics_parity.py` | Public-surface parity plus direct `block.size`, `newdata.guaranteed`, `na.action`, `unconditional`, `iterms.type`, and stage-local general-family checkpoints. | | Parity snapshot / trace tooling | `nampy/gam/parity/` | `tests/parity/test_gam_parity_owner_contracts.py`, `tests/parity/test_gam_results_api_stage_owner_contracts.py`, `tests/optimization/test_mgcv_score_hist_trace_parity.py`, `tests/optimization/test_mgcv_outer_optimization_parity.py`, `tests/optimization/test_mgcv_optimization_lifecycle_parity.py`, `tests/optimization/test_mgcv_inner_trace_parity.py`, `tests/optimization/test_mgcv_joint_branch_trace_parity.py` | Localizes serialization, criterion-view logic, outer-object trace schemas, lifecycle branch parity, and inner/joint trace branches. | diff --git a/tests/families/test_general_family_mgcv_parity.py b/tests/families/test_general_family_mgcv_parity.py index cf94bb64..eb7e4e89 100644 --- a/tests/families/test_general_family_mgcv_parity.py +++ b/tests/families/test_general_family_mgcv_parity.py @@ -53,6 +53,22 @@ def _gaulss_tensor_data(seed=22, n=160): return pd.DataFrame({"y": y, "x0": x0, "x1": x1}) +GENERAL_MULTISMOOTH_FORMULA = [ + 'y ~ s(x0, bs="cr", k=8) + s(x1, bs="cr", k=8)', + '~ s(x0, bs="cr", k=7) + s(x1, bs="cr", k=7)', +] + + +def _gaulss_multismooth_data(seed=1501, n=220): + rng = np.random.default_rng(seed) + x0 = rng.uniform(-1.5, 1.5, size=n) + x1 = rng.uniform(-1.5, 1.5, size=n) + mu = 0.3 + 1.8 * np.sin(2.5 * x0) + 1.1 * np.cos(3.0 * x1) + sigma = np.exp(-1.0 + 0.45 * np.sin(2.0 * x0) - 0.35 * np.cos(2.5 * x1)) + y = rng.normal(mu, sigma, size=n) + return pd.DataFrame({"y": y, "x0": x0, "x1": x1}) + + def _gammals_data(n=100, seed=2): rng = np.random.default_rng(seed) x = rng.uniform(-1.0, 1.0, n) diff --git a/tests/optimization/test_mgcv_general_family_preoptimization_parity.py b/tests/optimization/test_mgcv_general_family_preoptimization_parity.py index 708c1677..ac790b9c 100644 --- a/tests/optimization/test_mgcv_general_family_preoptimization_parity.py +++ b/tests/optimization/test_mgcv_general_family_preoptimization_parity.py @@ -20,10 +20,12 @@ from tests._paths import PARITY_DIR, REPO_ROOT from tests.families.test_general_family_mgcv_parity import ( GAULSS_FORMULA, + GENERAL_MULTISMOOTH_FORMULA, _gammals_by_data, _gammals_data, _gaulss_by_data, _gaulss_data, + _gaulss_multismooth_data, ) from tests.mgcv_parity_utils import _family_specs, _fit_nampy_model_fixed_sp from tests.reference_fixtures import ( @@ -404,6 +406,15 @@ def _assert_general_fit5_setup_parity( GENERAL_PREOPT_CASES = [ ("gaulss_cr", "gaulss", GAULSS_FORMULA, _gaulss_data, "ML", False, True), + ( + "gaulss_multi_smooth_both_predictors", + "gaulss", + GENERAL_MULTISMOOTH_FORMULA, + _gaulss_multismooth_data, + "ML", + False, + True, + ), ( "gaulss_fs", "gaulss", diff --git a/tests/parity/test_mgcv_general_family_prediction_filters_parity.py b/tests/parity/test_mgcv_general_family_prediction_filters_parity.py index 09f28466..75d84120 100644 --- a/tests/parity/test_mgcv_general_family_prediction_filters_parity.py +++ b/tests/parity/test_mgcv_general_family_prediction_filters_parity.py @@ -3,6 +3,7 @@ import numpy as np import pytest +from nampy.gam.inference.summary import summary_gam from tests.families.test_general_family_mgcv_parity import ( _gaulss_by_data, _general_newdata, @@ -17,6 +18,19 @@ ] +def test_general_family_inference_uses_predictor_aware_term_labels(): + """Formula-list parametric and smooth rows use mgcv's later-LP suffix.""" + data = _gaulss_by_data(seed=270, n=120) + gam = _fit_nampy_model(data, _FORMULA, "gaulss", "fixed") + + summary = summary_gam(gam) + assert list(summary.pterms_table["label"]) == ["x", "z.1"] + assert list(summary.s_table["label"]) == ["s(z)", "s.1(x)"] + anova = gam.anova() + assert list(anova.parametric_table["label"]) == ["x", "z.1"] + assert list(anova.smooth_table["label"]) == ["s(z)", "s.1(x)"] + + def test_general_family_terms_filter_values_labels_and_se_match_mgcv(): data = _gaulss_by_data(seed=271, n=120) newdata = _general_newdata(data, n=19) diff --git a/tests/parity/test_mgcv_snapshot_extended_matrix.py b/tests/parity/test_mgcv_snapshot_extended_matrix.py index b762fcf9..1e0604f3 100644 --- a/tests/parity/test_mgcv_snapshot_extended_matrix.py +++ b/tests/parity/test_mgcv_snapshot_extended_matrix.py @@ -6,9 +6,14 @@ import pandas as pd import pytest +from nampy.gam.inference.summary import summary_gam from tests._mgcv_snapshot_parity_shared import ( TestAdditionalScenarioParity as _SharedTestAdditionalScenarioParity, ) +from tests.families.test_general_family_mgcv_parity import ( + GENERAL_MULTISMOOTH_FORMULA, + _gaulss_multismooth_data, +) from tests.mgcv_parity_utils import ( _assert_basic_mgcv_parity, _assert_exact_mgcv_snapshot_parity, @@ -804,6 +809,118 @@ def test_general_family_gaulss_and_gammals_tensor_multi_smooth_predictions_match ) +def test_general_family_multismooth_fit_inference_and_diagnostics_match_mgcv(): + """Close the wrapped-block surface across both gaulss predictors.""" + data = _gaulss_multismooth_data() + formula = GENERAL_MULTISMOOTH_FORMULA + expected = _run_mgcv_snapshot(data, formula, "gaulss", "ML") + model = _fit_nampy_model(data, formula, "gaulss", "ML") + core = model.gam_result_.fit_summary.core + expected_fit = expected["fit"] + diagnostics = expected["parity"]["diagnostics"] + + np.testing.assert_allclose( + model.smoothing_params, + expected_fit["smoothing_params"], + atol=2e-5, + rtol=2e-6, + ) + np.testing.assert_allclose( + core.coef_full, expected_fit["coef_full"], atol=5e-7, rtol=5e-7 + ) + for name in ("cov_bayes", "cov_freq", "cov_unconditional"): + np.testing.assert_allclose( + np.asarray(getattr(core, name), dtype=np.float64), + np.asarray(expected_fit[name], dtype=np.float64), + atol=5e-7, + rtol=5e-7, + ) + assert model.smoothing_score_ == pytest.approx( + float(expected_fit["criterion_value"]), abs=1e-6 + ) + assert model.loglik() == pytest.approx(float(expected_fit["loglik"]), abs=1e-6) + assert model.aic() == pytest.approx(float(expected_fit["aic"]), abs=2e-6) + assert model.bic() == pytest.approx(float(diagnostics["bic"]), abs=3e-6) + + np.testing.assert_allclose( + model.sp_vcov(edge_correct=False), + diagnostics["sp_vcov"], + atol=2e-6, + rtol=2e-6, + ) + np.testing.assert_allclose( + model.one_se_rule(), + diagnostics["one_se_rule"], + atol=5e-5, + rtol=2e-6, + ) + vcomp = model.gam_vcomp(rescale=False) + assert list(vcomp["names"]) == list(diagnostics["gam_vcomp_names"]) + np.testing.assert_allclose( + vcomp["vc"], diagnostics["gam_vcomp"], atol=2e-6, rtol=2e-6 + ) + + summary = summary_gam(model) + expected_summary = diagnostics["summary"] + assert list(summary.p_table.index) == list(expected_summary["p_table"]["labels"]) + np.testing.assert_allclose( + summary.p_table.to_numpy(dtype=np.float64), + expected_summary["p_table"]["values"], + atol=2e-6, + rtol=2e-6, + ) + expected_smooth = diagnostics["anova_smooth"] + assert list(summary.s_table["label"]) == list(expected_smooth["labels"]) + np.testing.assert_allclose( + summary.s_table[["edf", "ref_df", "wald_stat", "p_value"]].to_numpy( + dtype=np.float64 + ), + expected_smooth["values"], + atol=2e-5, + rtol=2e-6, + ) + anova = model.anova() + assert list(anova.smooth_table["label"]) == list(expected_smooth["labels"]) + + expected_residuals = diagnostics["residuals"] + for residual_type in ("response", "pearson", "deviance"): + np.testing.assert_allclose( + model.residuals(type=residual_type), + expected_residuals[residual_type], + atol=2e-6, + rtol=2e-6, + ) + + full = model.concurvity(full=True) + assert list(full["labels"]) == list(diagnostics["concurvity_labels"]) + # Two predictors contain smooths of the same covariates, making the + # function-space estimate nearly singular; the observed/worst rows remain + # tight while the estimate row is stable to about 0.7% across QR stacks. + np.testing.assert_allclose( + full["values"], diagnostics["concurvity_full"], atol=7e-3, rtol=0.0 + ) + pairwise = model.concurvity(full=False) + expected_pairwise = diagnostics["concurvity_pairwise"] + assert list(pairwise["labels"]) == list(expected_pairwise["labels"]) + for name, values in pairwise["values"].items(): + np.testing.assert_allclose( + values, expected_pairwise[name], atol=2e-7, rtol=2e-7 + ) + + k_table = model.k_check(subsample=120, n_rep=8, seed=0) + expected_k = diagnostics["k_check"] + assert list(k_table.index) == list(expected_k["labels"]) + actual_k = k_table[["k_prime", "edf", "k_index", "p_value"]].to_numpy( + dtype=np.float64 + ) + expected_k_values = np.asarray(expected_k["values"], dtype=np.float64) + np.testing.assert_allclose(actual_k[:, :2], expected_k_values[:, :2], atol=2e-6) + np.testing.assert_allclose( + actual_k[:, 2], expected_k_values[:, 2], atol=0.4, rtol=0.5 + ) + assert 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