Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ __call__() (geoprior.utils.sys_utils.WorkflowOptimizer method) __enter__() (geoprior.utils.sys_utils.BatchDataFrameBuilder method) __exit__() (geoprior.utils.sys_utils.BatchDataFrameBuilder method) __init__() (geoprior.cli._dispatch.CommandSpec method) (geoprior.cli._presets.SM3Preset method) (geoprior.cli.build_add_zsurf_from_coords.CityPaths method) (geoprior.cli.build_external_validation_metrics.MatchResult method) (geoprior.cli.run_sensitivity.RunSpec method) (geoprior.cli.sensitivity_lib.SensitivityContext method) (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase method), [1], [2] (geoprior.models.forecast_tuner._geoprior_tuner.SubsNetTuner method) (geoprior.models.forecast_tuner.PINNTunerBase method) (geoprior.models.forecast_tuner.SubsNetTuner method) (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.maths.LogClipConstraint method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) (geoprior.models.subsidence.models.PoroElasticSubsNet method) (geoprior.models.subsidence.PoroElasticSubsNet method) (geoprior.models.subsidence.scaling.GeoPriorScalingConfig method) (geoprior.models.tuners.SubsNetTuner method) (geoprior.params.BaseFixed method), [1] (geoprior.params.BaseLearnable method), [1] (geoprior.params.DisabledC method), [1] (geoprior.params.FixedC method), [1] (geoprior.params.FixedGammaW method), [1] (geoprior.params.FixedHRef method), [1] (geoprior.params.LearnableC method), [1] (geoprior.params.LearnableK method), [1] (geoprior.params.LearnableKappa method), [1] (geoprior.params.LearnableMV method), [1] (geoprior.params.LearnableQ method), [1] (geoprior.params.LearnableSs method), [1] (geoprior.scripts.compute_hotspots.CityInputs method) (geoprior.scripts.extend_utils.ExtendCfg method) (geoprior.scripts.plot_hotspot_analytics.CityHotspotData method) (geoprior.scripts.plot_sm3_bounds_ridge_summary.BoundInfo method) (geoprior.scripts.plot_transfer.TextFlags method) (geoprior.scripts.plot_xfer_impact.TextFlags method) (geoprior.scripts.plot_xfer_transferability.TextFlags method) (geoprior.scripts.rebuild_confusion_tables.RowSpec method) (geoprior.scripts.registry.ScriptSpec method) (geoprior.scripts.update_ablation_records.PatchInfo method) (geoprior.scripts.utils.Artifacts method) (geoprior.scripts.utils.SpatialSupport method) (geoprior.scripts.utils.SpatialSupportSpec method) (geoprior.utils.holdout_utils.GroupMasks method) (geoprior.utils.holdout_utils.HoldoutSplit method) (geoprior.utils.io_utils.FileManager method) (geoprior.utils.split.SplitCfg method) (geoprior.utils.subsidence_utils.CoordsPack method) (geoprior.utils.sys_utils.BatchDataFrameBuilder method) (geoprior.utils.sys_utils.WorkflowOptimizer method) (geoprior.utils.version.LegacyVersion method) (geoprior.utils.version.Version method) (scripts.registry.ScriptSpec method) A acc (geoprior.scripts.rebuild_confusion_tables.RowSpec attribute) actual_validate_performance_data() (in module geoprior.utils.validator) add_city_arg() (in module geoprior.cli.config) add_city_flags() (in module geoprior.scripts.utils) add_config_args() (in module geoprior.cli.config) add_forecast_times() (in module geoprior.utils.forecast_utils) add_manifest_arg() (in module geoprior.cli.config) add_model_arg() (in module geoprior.cli.config) add_outdir_arg() (in module geoprior.cli.config) add_output_format_arg() (in module geoprior.cli.config) add_output_stem_arg() (in module geoprior.cli.config) add_plot_text_args() (in module geoprior.scripts.utils) add_render_args() (in module geoprior.scripts.utils) add_results_dir_arg() (in module geoprior.cli.config) add_row() (geoprior.utils.sys_utils.BatchDataFrameBuilder method) add_rows() (geoprior.utils.sys_utils.BatchDataFrameBuilder method) add_split_arg() (in module geoprior.cli.config) add_stage1_dir_arg() (in module geoprior.cli.config) add_stage2_manifest_arg() (in module geoprior.cli.config) add_subsidence_mm_columns() (in module geoprior.utils.subsidence_utils) add_subsidence_native_unit_columns() (in module geoprior.utils.subsidence_utils) add_validation_csv_arg() (in module geoprior.cli.config) adjust_time_predictions() (in module geoprior.utils.forecast_utils) affine_from_cfg() (in module geoprior.models.subsidence.utils) alias_map() (in module geoprior.cli._dispatch) aliases (geoprior.cli._dispatch.CommandSpec attribute) (geoprior.scripts.registry.ScriptSpec attribute) (scripts.registry.ScriptSpec attribute) annotate_sites() (in module geoprior.scripts.plot_external_validation) apply_gpu_env() (in module geoprior.utils.parallel_utils) apply_ident_locks() (in module geoprior.models.subsidence.identifiability) apply_interval_factors_df() (in module geoprior.utils.calibrate) apply_no_offset() (in module geoprior.scripts.plot_external_validation) apply_runner_slicing() (in module geoprior.cli.run_sensitivity) apply_tf_threading() (in module geoprior.utils.parallel_utils) apply_thread_env() (in module geoprior.utils.parallel_utils) args_to_config_overrides() (in module geoprior.cli.config) array_to_frame() (in module geoprior.utils.validator) array_to_frame2() (in module geoprior.utils.validator) Artifacts (class in geoprior.scripts.utils) as_path() (in module geoprior.scripts.utils) as_tuple() (in module geoprior.utils.target_utils) assemble_physics_loss() (in module geoprior.models.subsidence.losses) assert_all_finite() (in module geoprior.utils.validator) assert_dynamic_names_match_tensor() (in module geoprior.models.subsidence.utils) assert_xy_in() (in module geoprior.utils.validator) audit_stage1_scaling() (in module geoprior.utils.audit_utils) audit_stage1_stage2_coord_consistency() (in module geoprior.utils.audit_utils) audit_stage2_handshake() (in module geoprior.utils.audit_utils) audit_stage3_run() (in module geoprior.utils.audit_utils) augment_city_spatiotemporal_data() (in module geoprior.utils.geo_utils) augment_series_features() (in module geoprior.utils.geo_utils) augment_spatiotemporal_data() (in module geoprior.utils.geo_utils) auto_noise_std_from_increments() (in module geoprior.utils.scale_metrics) autoplot_geoprior_history() (in module geoprior.models.subsidence) (in module geoprior.models.subsidence.plot) B base_output_dir (geoprior.cli.sensitivity_lib.SensitivityContext attribute) base_version (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) base_year (geoprior.scripts.plot_hotspot_analytics.CityHotspotData attribute) BaseFixed (class in geoprior.params) BaseLearnable (class in geoprior.params) batch_size (geoprior.cli.sensitivity_lib.SensitivityContext attribute) batch_spatial_sampling() (in module geoprior.utils.spatial_utils) BatchDataFrameBuilder (class in geoprior.utils.sys_utils) best_epoch_and_metrics() (in module geoprior.utils.nat_utils) best_hps_ (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase attribute), [1], [2] (geoprior.models.forecast_tuner.PINNTunerBase attribute) best_model_ (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase attribute), [1], [2] (geoprior.models.forecast_tuner.PINNTunerBase attribute) bootstrap_runtime_config() (in module geoprior.cli.config) bounded_exp() (in module geoprior.models.subsidence.maths) BoundInfo (class in geoprior.scripts.plot_sm3_bounds_ridge_summary) Brier score brier_exceedance_main() (in module geoprior.scripts.compute_brier_exceedance) build() (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase method), [1], [2], [3] (geoprior.models.forecast_tuner._geoprior_tuner.SubsNetTuner method) (geoprior.models.forecast_tuner.PINNTunerBase method) (geoprior.models.forecast_tuner.SubsNetTuner method) (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) (geoprior.models.tuners.SubsNetTuner method) build_ablation_table_main() (in module geoprior.scripts.build_ablation_table) build_add_zsurf_main() (in module geoprior.cli.build_add_zsurf_from_coords) build_assign_boreholes_main() (in module geoprior.cli.build_assign_boreholes) build_category_table() (in module geoprior.scripts.plot_sm3_bounds_ridge_summary) build_censor_mask() (in module geoprior.utils.nat_utils) build_city_panels() (in module geoprior.scripts.plot_geo_cumulative) build_context() (in module geoprior.cli.sensitivity_lib) build_custom_objects() (in module geoprior.cli.build_external_validation_fullcity) build_data_if() (in module geoprior.utils.validator) build_external_validation_fullcity() (in module geoprior.cli.build_external_validation_fullcity) build_external_validation_fullcity_main() (in module geoprior.cli.build_external_validation_fullcity) build_external_validation_metrics_main() (in module geoprior.cli.build_external_validation_metrics) build_full_inputs_main() (in module geoprior.cli.build_full_inputs_npz) build_full_inputs_npz() (in module geoprior.cli.build_full_inputs_npz) build_future_inputs_npz() (in module geoprior.utils.split) build_future_sequences_npz() (in module geoprior.utils.sequence_utils) build_grid() (in module geoprior.cli.run_sensitivity) build_group_holdout_npzs() (in module geoprior.utils.split) build_hotspot_tables() (in module geoprior.scripts.plot_hotspot_analytics) build_large_df() (in module geoprior.utils.sys_utils) build_main() (in module geoprior.cli) (in module geoprior.cli.__main__) build_model_metrics_main() (in module geoprior.scripts.build_model_metrics) build_offsets_table() (in module geoprior.scripts.plot_sm3_log_offsets) build_parser() (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.scripts.compute_hotspots) (in module geoprior.scripts.extend_forecast) (in module geoprior.scripts.plot_geo_cumulative) (in module geoprior.scripts.tag_clusters_with_zones) build_physics_bundle() (in module geoprior.models.subsidence.losses) build_physics_payload_main() (in module geoprior.cli.build_physics_payload_npz) build_physics_payload_npz() (in module geoprior.cli.build_physics_payload_npz) build_pixel_table() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.scripts.plot_external_validation) build_sm3_collect_main() (in module geoprior.cli.build_sm3_collect_summaries) build_sm3_collect_parser() (in module geoprior.cli.build_sm3_collect_summaries) C calibrate_forecasts() (in module geoprior.utils.calibrate) calibrate_forecasts_in() (in module geoprior.utils.calibrate) calibrate_probability_forecast() (in module geoprior.utils.calibrate) calibrate_quantile_forecasts() (in module geoprior.utils.calibrate) calibration call() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) call_entry() (in module geoprior.cli._dispatch) canonical_city() (in module geoprior.scripts.utils) canonicalize_BHQO() (in module geoprior.utils.shapes) canonicalize_BHQO_quantiles_np() (in module geoprior.utils.shapes) canonicalize_scaling_kwargs() (in module geoprior.models.subsidence.utils) center_x (geoprior.scripts.utils.SpatialSupportSpec attribute) center_y (geoprior.scripts.utils.SpatialSupportSpec attribute) cfg_base (geoprior.cli.sensitivity_lib.SensitivityContext attribute) check_and_rename_keys() (in module geoprior.models.utils.pinn) check_array() (in module geoprior.utils.validator) check_classification_targets() (in module geoprior.utils.validator) check_consistency_size() (in module geoprior.utils.validator) check_consistent_length() (in module geoprior.utils.validator) check_disjoint() (geoprior.utils.holdout_utils.HoldoutSplit method) check_donut_inputs() (in module geoprior.utils.validator) check_epsilon() (in module geoprior.utils.validator) check_group_column_validity() (in module geoprior.utils.generic_utils) check_has_run_method() (in module geoprior.utils.validator) check_is_fitted() (in module geoprior.utils.validator) check_is_fitted2() (in module geoprior.utils.validator) check_is_runned() (in module geoprior.utils.validator) check_keras_tuner_is_available() (in module geoprior.models.forecast_tuner) check_memory() (in module geoprior.utils.validator) check_mixed_data_types() (in module geoprior.utils.validator) check_port_in_use() (in module geoprior.utils.sys_utils) check_random_state() (in module geoprior.utils.validator) check_required_input_keys() (in module geoprior.models.utils.pinn) check_scalar() (in module geoprior.utils.validator) check_sequence_feasibility() (in module geoprior.utils.sequence_utils) check_symmetric() (in module geoprior.utils.validator) check_X_y() (in module geoprior.utils.validator) check_y() (in module geoprior.utils.validator) chisq_cramers_v() (in module geoprior.scripts.plot_litho_parity) city (geoprior.cli.build_add_zsurf_from_coords.CityPaths attribute) (geoprior.scripts.compute_hotspots.CityInputs attribute) (geoprior.scripts.plot_hotspot_analytics.CityHotspotData attribute) (geoprior.scripts.utils.SpatialSupport attribute) (geoprior.scripts.utils.SpatialSupportSpec attribute) CityHotspotData (class in geoprior.scripts.plot_hotspot_analytics) CityInputs (class in geoprior.scripts.compute_hotspots) CityPaths (class in geoprior.cli.build_add_zsurf_from_coords) clamp_physics_logits() (in module geoprior.models.subsidence.stability) clean_gwl_zsurf() (in module geoprior.utils.subsidence_utils) clean_temp_files() (in module geoprior.utils.sys_utils) cleanup_between_runs() (in module geoprior.cli.sensitivity_lib) clip_bounds() (in module geoprior.scripts.plot_geo_cumulative) closure consistency collect_fig3_metrics() (in module geoprior.scripts.plot_core_ablation) collect_rows() (in module geoprior.cli.build_sm3_collect_summaries) color (geoprior.scripts.plot_hotspot_analytics.CityHotspotData attribute) CommandSpec (class in geoprior.cli._dispatch) compile() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) (geoprior.models.subsidence.models.PoroElasticSubsNet method) (geoprior.models.subsidence.PoroElasticSubsNet method) compile_for_eval() (in module geoprior.utils.nat_utils) compile_geoprior_for_eval() (in module geoprior.utils.nat_utils) compose_physics_fields() (in module geoprior.models.subsidence.maths) compute_anomaly_scores() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) compute_bounds_residual() (in module geoprior.models.subsidence.maths) compute_brier_scores() (in module geoprior.scripts.compute_brier_exceedance) compute_consistency_prior() (in module geoprior.models.subsidence.maths) compute_consolidation_residual() (in module geoprior.models.subsidence.maths) compute_consolidation_step_residual() (in module geoprior.models.subsidence.maths) compute_external_metrics() (in module geoprior.cli.build_external_validation_fullcity) compute_flags() (in module geoprior.scripts.plot_sm3_bounds_ridge_summary) compute_forecast_horizon() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) compute_group_masks() (in module geoprior.utils.holdout_utils) compute_gw_flow_residual() (in module geoprior.models.subsidence.maths) compute_head_pde_derivatives_raw() (in module geoprior.models.subsidence.derivatives) compute_hotspots_main() (in module geoprior.scripts.compute_hotspots) compute_identifiability_summary() (in module geoprior.models.subsidence.payloads) compute_metrics() (in module geoprior.cli.build_external_validation_metrics) compute_mv_prior() (in module geoprior.models.subsidence.maths) compute_physics_warmup_gate() (in module geoprior.models.subsidence.stability) compute_proportions() (in module geoprior.scripts.plot_litho_parity) compute_scales() (in module geoprior.models.subsidence.maths) compute_smoothness_prior() (in module geoprior.models.subsidence.maths) cons_step_to_cons_residual() (in module geoprior.models.subsidence.maths) contains_nested_objects() (in module geoprior.utils.validator) convert_array_to_pandas() (in module geoprior.utils.validator) convert_eval_payload_units() (in module geoprior.utils.subsidence_utils) convert_target_units_df() (in module geoprior.utils.subsidence_utils) coord_mins (geoprior.utils.subsidence_utils.CoordsPack attribute) coord_ranges (geoprior.utils.subsidence_utils.CoordsPack attribute) coord_ranges() (in module geoprior.models.subsidence.utils) coord_ranges_si() (in module geoprior.models.subsidence.utils) coord_x (geoprior.scripts.utils.SpatialSupport attribute) coord_y (geoprior.scripts.utils.SpatialSupport attribute) coords (geoprior.utils.subsidence_utils.CoordsPack attribute) coords_npz (geoprior.scripts.utils.Artifacts attribute) CoordsPack (class in geoprior.utils.subsidence_utils) coverage cpath() (in module geoprior.utils.io_utils) create() (geoprior.models.forecast_tuner._geoprior_tuner.SubsNetTuner class method) (geoprior.models.forecast_tuner.SubsNetTuner class method) (geoprior.models.tuners.SubsNetTuner class method) create_sequences() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) create_spatial_clusters() (in module geoprior.utils.spatial_utils) create_temp_dir() (in module geoprior.utils.sys_utils) create_temp_file() (in module geoprior.utils.sys_utils) cross-city transfer cumulative_to_rate() (in module geoprior.utils.subsidence_utils) current_kappa() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) current_mv() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) D data-dominated regime DataConversionWarning dbg_assert_data_layout() (in module geoprior.models.subsidence.debugs) dbg_call_nonfinite() (in module geoprior.models.subsidence.debugs) dbg_call_nonfinite_diag() (in module geoprior.models.subsidence.debugs) dbg_chk_core_finite() (in module geoprior.models.subsidence.debugs) dbg_chk_finite() (in module geoprior.models.subsidence.debugs) dbg_chk_scales() (in module geoprior.models.subsidence.debugs) dbg_cons_units_rms() (in module geoprior.models.subsidence.debugs) dbg_done_apply_gradients() (in module geoprior.models.subsidence.debugs) dbg_dt_debug() (in module geoprior.models.subsidence.debugs) dbg_dt_diag() (in module geoprior.models.subsidence.debugs) dbg_gw_grad_flux_rms() (in module geoprior.models.subsidence.debugs) dbg_gw_units_and_sec_scale() (in module geoprior.models.subsidence.debugs) dbg_mae() (in module geoprior.models.subsidence.debugs) dbg_on() (in module geoprior.models.subsidence.debugs) dbg_pde_divergence_maxabs() (in module geoprior.models.subsidence.debugs) dbg_run_first_iter() (in module geoprior.models.subsidence.debugs) dbg_select_q() (in module geoprior.models.subsidence.debugs) dbg_stats() (in module geoprior.models.subsidence.debugs) dbg_step0_inputs_targets() (in module geoprior.models.subsidence.debugs) dbg_step10_grads() (in module geoprior.models.subsidence.debugs) dbg_step1_thickness() (in module geoprior.models.subsidence.debugs) dbg_step2_coords_checks() (in module geoprior.models.subsidence.debugs) dbg_step31_forward_outputs() (in module geoprior.models.subsidence.debugs) dbg_step33_physics_fields() (in module geoprior.models.subsidence.debugs) dbg_step33_physics_logits() (in module geoprior.models.subsidence.debugs) dbg_step3_mean_head() (in module geoprior.models.subsidence.debugs) dbg_step3_residual_scales() (in module geoprior.models.subsidence.debugs) dbg_step41_si_grads() (in module geoprior.models.subsidence.debugs) dbg_step4_ad_raw() (in module geoprior.models.subsidence.debugs) dbg_step5_q() (in module geoprior.models.subsidence.debugs) dbg_step5_q_source() (in module geoprior.models.subsidence.debugs) dbg_step6_consolidation() (in module geoprior.models.subsidence.debugs) dbg_step7_residuals() (in module geoprior.models.subsidence.debugs) dbg_step8_residual_scale_stats() (in module geoprior.models.subsidence.debugs) dbg_step8_scaling() (in module geoprior.models.subsidence.debugs) dbg_step9_losses() (in module geoprior.models.subsidence.debugs) dbg_term_grads_finite() (in module geoprior.models.subsidence.debugs) dbg_units_once() (in module geoprior.models.subsidence.debugs) debug_model_reload() (in module geoprior.models.subsidence) (in module geoprior.models.subsidence.debugs) decimals (geoprior.utils.split.SplitCfg attribute) default_meta_from_model() (in module geoprior.models.subsidence.payloads) deg_to_m() (in module geoprior.models.subsidence.utils) desc (geoprior.cli._dispatch.CommandSpec attribute) (geoprior.scripts.registry.ScriptSpec attribute) (scripts.registry.ScriptSpec attribute) deserialize_data() (in module geoprior.utils.io_utils) detect_artifacts() (in module geoprior.scripts.utils) detect_categorical_columns() (in module geoprior.utils.base_utils) detect_dt_format() (in module geoprior.utils.generic_utils) detect_forecast_type() (in module geoprior.utils.forecast_utils) detect_gpu_ids() (in module geoprior.utils.parallel_utils) detect_subsidence_mode() (in module geoprior.utils.subsidence_utils) dev (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) df_points (geoprior.scripts.plot_hotspot_analytics.CityHotspotData attribute) df_years (geoprior.scripts.plot_hotspot_analytics.CityHotspotData attribute) DisabledC (class in geoprior.params) discover_suite_root() (in module geoprior.cli.build_sm3_collect_summaries) distance_m (geoprior.cli.build_external_validation_metrics.MatchResult attribute) draw_city_row() (in module geoprior.scripts.plot_geo_cumulative) draw_lithology_parity() (in module geoprior.scripts.plot_litho_parity) ds_test (geoprior.cli.sensitivity_lib.SensitivityContext attribute) ds_train (geoprior.cli.sensitivity_lib.SensitivityContext attribute) ds_val (geoprior.cli.sensitivity_lib.SensitivityContext attribute) dt_to_seconds() (in module geoprior.models.subsidence.maths) dummy_csv_translator() (in module geoprior.utils.io_utils) dyn_names (geoprior.cli.sensitivity_lib.SensitivityContext attribute) dynamic-balance error E effective compressible thickness effective drainage thickness elev_csv (geoprior.cli.build_add_zsurf_from_coords.CityPaths attribute) enforce_scaling_alias_consistency() (in module geoprior.models.subsidence.utils) enrich_city_dataset() (in module geoprior.cli.build_add_zsurf_from_coords) ensure_2d() (in module geoprior.utils.validator) ensure_3d() (in module geoprior.models.subsidence.maths) ensure_columns() (in module geoprior.scripts.utils) ensure_config_json() (in module geoprior.utils.nat_utils) ensure_dir() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.scripts.utils) ensure_directory() (geoprior.utils.generic_utils.ExistenceChecker method) (geoprior.utils.generic_utils.ExistenceChecker static method) ensure_directory_exists() (in module geoprior.utils.generic_utils) ensure_file() (geoprior.utils.generic_utils.ExistenceChecker method) (geoprior.utils.generic_utils.ExistenceChecker static method) ensure_input_shapes() (in module geoprior.utils.nat_utils) ensure_module_installed() (in module geoprior.utils.deps_utils) ensure_non_negative() (in module geoprior.utils.validator) ensure_outdir() (in module geoprior.cli.config) ensure_pkg() (in module geoprior.utils.deps_utils) ensure_pkgs() (in module geoprior.utils.deps_utils) ensure_script_dirs() (in module geoprior.scripts.utils) ensure_si_derivative_frame() (in module geoprior.models.subsidence.derivatives) environment_summary() (in module geoprior.utils.sys_utils) epoch (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) epsilon_value_for_logs() (in module geoprior.models.subsidence.losses) equilibrium_compaction_si() (in module geoprior.models.subsidence.maths) eval_csv (geoprior.scripts.compute_hotspots.CityInputs attribute) eval_diag (geoprior.scripts.update_ablation_records.PatchInfo attribute) eval_diag_json (geoprior.scripts.utils.Artifacts attribute) evaluate_forecast() (in module geoprior.utils.forecast_utils) evaluate_physics() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) evaluate_point_forecast() (in module geoprior.utils.scale_metrics) evolve_spatial_field() (in module geoprior.scripts.utils) exceed_prob_from_quantiles() (in module geoprior.scripts.compute_brier_exceedance) (in module geoprior.scripts.plot_hotspot_analytics) exceedance probability exclude_duplicate_kwargs() (in module geoprior.utils.generic_utils) ExistenceChecker (class in geoprior.utils.generic_utils) exp_from_bounds() (in module geoprior.models.subsidence.maths) export_env_summary() (in module geoprior.scripts.config) export_fullcity_payload() (in module geoprior.cli.build_external_validation_fullcity) export_keras_losses() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) export_physics_payload() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) extend_forecast_main() (in module geoprior.scripts.extend_forecast) extend_future_csv_file() (in module geoprior.scripts.extend_utils) extend_future_df() (in module geoprior.scripts.extend_utils) ExtendCfg (class in geoprior.scripts.extend_utils) extent (geoprior.scripts.plot_hotspot_analytics.CityHotspotData attribute) (geoprior.scripts.utils.SpatialSupport attribute) extract_batches_from_dataset() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) extract_callbacks_from() (in module geoprior.models.utils) extract_coordinates() (in module geoprior.utils.spatial_utils) extract_preds() (in module geoprior.utils.nat_utils) extract_spatial_roi() (in module geoprior.utils.spatial_utils) extract_tar_with_progress() (in module geoprior.utils.io_utils) extract_target() (in module geoprior.utils.base_utils) extract_txy() (in module geoprior.models.utils) (in module geoprior.models.utils.pinn) extract_txy_in() (in module geoprior.models.utils) (in module geoprior.models.utils.pinn) extract_zones_from() (in module geoprior.utils.spatial_utils) F f1 (geoprior.scripts.rebuild_confusion_tables.RowSpec attribute) family (geoprior.cli._dispatch.CommandSpec attribute) (geoprior.scripts.registry.ScriptSpec attribute) (scripts.registry.ScriptSpec attribute) fancier_downloader() (in module geoprior.utils.base_utils) fetch_joblib_data() (in module geoprior.utils.io_utils) fetch_json_data_from_url() (in module geoprior.utils.io_utils) fetch_tgz_from_url() (in module geoprior.utils.io_utils) fetch_tgz_locally() (in module geoprior.utils.io_utils) field_extent() (in module geoprior.scripts.plot_external_validation) fig_dir() (in module geoprior.scripts.config) figA1_phys_profiles_main() (in module geoprior.scripts.plot_physics_profiles) figS1_lithology_parity_main() (in module geoprior.scripts.plot_litho_parity) figSx_xfer_impact_main() (in module geoprior.scripts.plot_xfer_impact) figSx_xfer_transferability_main() (in module geoprior.scripts.plot_transfer) (in module geoprior.scripts.plot_xfer_transferability) FileManager (class in geoprior.utils.io_utils) fill_NaN() (in module geoprior.utils.base_utils) fillNaN() (in module geoprior.utils.base_utils) filter_df_by_groups() (in module geoprior.utils.holdout_utils) filter_nan_gradients() (in module geoprior.models.subsidence.stability) filter_position() (in module geoprior.utils.spatial_utils) filter_valid_kwargs() (in module geoprior.utils.validator) filter_year() (in module geoprior.scripts.utils) finalize() (geoprior.utils.sys_utils.BatchDataFrameBuilder method) finalize_scaling_kwargs() (in module geoprior.models.subsidence) (in module geoprior.models.subsidence.utils) finalize_si_affines_and_units() (in module geoprior.utils.subsidence_utils) finalize_si_scaling_kwargs() (in module geoprior.utils.subsidence_utils) find_all() (in module geoprior.scripts.utils) find_by_regex() (in module geoprior.utils.sys_utils) find_eval_diag_json() (in module geoprior.scripts.utils) find_id_column() (in module geoprior.utils.generic_utils) find_latest() (in module geoprior.scripts.utils) find_latest_dir() (in module geoprior.cli.config) find_phys_json() (in module geoprior.scripts.utils) find_preferred() (in module geoprior.scripts.utils) find_similar_string() (in module geoprior.utils.sys_utils) finite_floor() (in module geoprior.models.subsidence.maths) fit() (geoprior.utils.io_utils.FileManager method) fit_interval_factors_df() (in module geoprior.utils.calibrate) fixed_model_params (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase attribute), [1], [2] (geoprior.models.forecast_tuner.PINNTunerBase attribute) FixedC (class in geoprior.params) FixedGammaW (class in geoprior.params) FixedHRef (class in geoprior.params) flatten_eval_diag() (in module geoprior.scripts.utils) fn (geoprior.cli._dispatch.CommandSpec attribute) (geoprior.scripts.registry.ScriptSpec attribute) (scripts.registry.ScriptSpec attribute) footprint (geoprior.scripts.utils.SpatialSupportSpec attribute) forecast horizon forecast_future_csv (geoprior.scripts.utils.Artifacts attribute) forecast_multi_step() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) forecast_single_step() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) forecast_test_csv (geoprior.scripts.utils.Artifacts attribute) forecast_test_future_csv (geoprior.scripts.utils.Artifacts attribute) forecast_val_csv (geoprior.scripts.utils.Artifacts attribute) format_and_forecast() (in module geoprior.utils.forecast_utils) format_forecast_dataframe() (in module geoprior.utils.forecast_utils) format_pihalnet_predictions() (in module geoprior.models.utils) (in module geoprior.models.utils.pinn) format_pinn_predictions() (in module geoprior.models.utils) (in module geoprior.models.utils.pinn) format_predictions() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) format_predictions_to_dataframe() (in module geoprior.models.utils) format_preds() (in module geoprior.models.utils.pinn) forward_with_aux() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) from_any() (geoprior.models.subsidence.scaling.GeoPriorScalingConfig class method) from_config() (geoprior.models.subsidence.GeoPriorSubsNet class method) (geoprior.models.subsidence.models.GeoPriorSubsNet class method) (geoprior.models.subsidence.scaling.GeoPriorScalingConfig class method) (geoprior.params.BaseFixed class method) (geoprior.params.BaseLearnable class method) from_si_subsidence() (in module geoprior.models.subsidence.utils) fut_names (geoprior.cli.sensitivity_lib.SensitivityContext attribute) future_csv (geoprior.scripts.compute_hotspots.CityInputs attribute) G gather_coords_flat() (in module geoprior.models.subsidence.plot) gather_physics_payload() (in module geoprior.models.subsidence.payloads) gen_buffered_negative_samples() (in module geoprior.utils.spatial_utils) gen_negative_samples() (in module geoprior.utils.spatial_utils) gen_negative_samples_plus() (in module geoprior.utils.spatial_utils) generate_dummy_pinn_data() (in module geoprior.utils.geo_utils) generate_forecast() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) generate_forecast_with() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) generate_pinn_sequences() (in module geoprior.utils.sequence_utils) generate_ts_sequences() (in module geoprior.utils.sequence_utils) geoprior.__main__ module geoprior.cli module geoprior.cli.__main__ module geoprior.cli._dispatch module geoprior.cli._presets module geoprior.cli.build_add_zsurf_from_coords module geoprior.cli.build_assign_boreholes module geoprior.cli.build_external_validation_fullcity module geoprior.cli.build_external_validation_metrics module geoprior.cli.build_full_inputs_npz module geoprior.cli.build_physics_payload_npz module geoprior.cli.build_sm3_collect_summaries module geoprior.cli.config module geoprior.cli.init_config module geoprior.cli.run_sensitivity module geoprior.cli.run_sm3_suite module geoprior.cli.sensitivity_lib module geoprior.cli.sm3_collect_summaries module geoprior.cli.sm3_log_offsets_diagnostics module geoprior.cli.sm3_synthetic_identifiability module geoprior.cli.stage1 module geoprior.cli.stage2 module geoprior.cli.stage3 module geoprior.cli.stage4 module geoprior.cli.stage5 module geoprior.models.forecast_tuner module geoprior.models.forecast_tuner._base_tuner module, [1] geoprior.models.forecast_tuner._geoprior_tuner module geoprior.models.subsidence module geoprior.models.subsidence.batch_io module geoprior.models.subsidence.debugs module geoprior.models.subsidence.derivatives module geoprior.models.subsidence.doc module geoprior.models.subsidence.identifiability module geoprior.models.subsidence.log_offsets_diagnostics module geoprior.models.subsidence.losses module geoprior.models.subsidence.maths module geoprior.models.subsidence.models module geoprior.models.subsidence.payloads module geoprior.models.subsidence.plot module geoprior.models.subsidence.scaling module geoprior.models.subsidence.stability module geoprior.models.subsidence.step_core module geoprior.models.subsidence.utils module geoprior.models.tuners module geoprior.models.utils module geoprior.models.utils._utils module geoprior.models.utils.pinn module geoprior.scripts.build_ablation_table module geoprior.scripts.build_model_metrics module geoprior.scripts.compute_brier_exceedance module geoprior.scripts.compute_hotspots module geoprior.scripts.config module geoprior.scripts.extend_forecast module geoprior.scripts.extend_utils module geoprior.scripts.make_boundary module geoprior.scripts.make_district_grid module geoprior.scripts.make_exposure module geoprior.scripts.plot_ablations_sensitivity module geoprior.scripts.plot_core_ablation module geoprior.scripts.plot_driver_response module geoprior.scripts.plot_external_validation module geoprior.scripts.plot_geo_cumulative module geoprior.scripts.plot_hotspot_analytics module geoprior.scripts.plot_litho_parity module geoprior.scripts.plot_physics_fields module geoprior.scripts.plot_physics_maps module geoprior.scripts.plot_physics_profiles module geoprior.scripts.plot_physics_sanity module geoprior.scripts.plot_physics_sensitivity module geoprior.scripts.plot_sm3_bounds_ridge_summary module geoprior.scripts.plot_sm3_identifiability module geoprior.scripts.plot_sm3_log_offsets module geoprior.scripts.plot_spatial_forecasts module geoprior.scripts.plot_transfer module geoprior.scripts.plot_uncertainty module geoprior.scripts.plot_uncertainty_extras module geoprior.scripts.plot_xfer_impact module geoprior.scripts.plot_xfer_transferability module geoprior.scripts.rebuild_confusion_tables module geoprior.scripts.registry module geoprior.scripts.summarize_hotspots module geoprior.scripts.tag_clusters_with_zones module geoprior.scripts.update_ablation_record_posthoc module geoprior.scripts.update_ablation_records module geoprior.scripts.utils module geoprior.utils.audit_utils module geoprior.utils.base_utils module geoprior.utils.calibrate module geoprior.utils.data_utils module geoprior.utils.deps_utils module geoprior.utils.forecast_utils module geoprior.utils.generic_utils module geoprior.utils.geo_utils module geoprior.utils.holdout_utils module geoprior.utils.io_utils module geoprior.utils.nat_utils module geoprior.utils.parallel_utils module geoprior.utils.scale_metrics module geoprior.utils.sequence_utils module geoprior.utils.shapes module geoprior.utils.spatial_utils module geoprior.utils.split module geoprior.utils.subsidence_utils module geoprior.utils.sys_utils module geoprior.utils.target_utils module geoprior.utils.validator module geoprior.utils.version module GeoPriorScalingConfig (class in geoprior.models.subsidence.scaling) GeoPriorSubsNet (class in geoprior.models.subsidence) (class in geoprior.models.subsidence.models) get_actual_column_name() (in module geoprior.utils.generic_utils) get_config() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) (geoprior.models.subsidence.scaling.GeoPriorScalingConfig method) (geoprior.params.BaseFixed method) (geoprior.params.BaseLearnable method) (geoprior.params.FixedHRef method) get_config_fname_from_varname() (in module geoprior.utils.io_utils) get_config_paths() (in module geoprior.utils.nat_utils) get_cpu_usage() (in module geoprior.utils.sys_utils) get_dataset_mode() (in module geoprior.cli.build_external_validation_fullcity) get_disk_usage() (in module geoprior.utils.sys_utils) get_estimator_name() (in module geoprior.utils.validator) get_feature_names() (in module geoprior.cli.build_external_validation_fullcity) get_forecast_horizon() (in module geoprior.cli.build_external_validation_fullcity) get_gpu_info() (in module geoprior.utils.sys_utils) get_gwl_dyn_index_cached() (in module geoprior.models.subsidence.utils) get_h_hist_si() (in module geoprior.models.subsidence.utils) get_h_ref_si() (in module geoprior.models.subsidence.utils) get_ident_profile() (in module geoprior.models.subsidence.identifiability) get_installation_name() (in module geoprior.utils.deps_utils) get_installed_packages() (in module geoprior.utils.sys_utils) get_last_physics_fields() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) get_log_bounds() (in module geoprior.models.subsidence.maths) get_log_tau_bounds() (in module geoprior.models.subsidence.maths) get_memory_usage() (in module geoprior.utils.sys_utils) get_natcom_dir() (in module geoprior.utils.nat_utils) get_output_names() (in module geoprior.utils.target_utils) get_processed_files() (geoprior.utils.io_utils.FileManager method), [1] get_python_version() (in module geoprior.utils.sys_utils) get_s_init_si() (in module geoprior.models.subsidence.utils) get_sequence_counts() (in module geoprior.utils.sequence_utils) get_sk() (in module geoprior.models.subsidence.utils) get_sm3_preset() (in module geoprior.cli._presets) get_step_names() (in module geoprior.utils.forecast_utils) get_subs_dyn_index_cached() (in module geoprior.models.subsidence.utils) get_system_info() (in module geoprior.utils.sys_utils) get_tensor_from() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) get_uptime() (in module geoprior.utils.sys_utils) get_valid_key() (in module geoprior.utils.io_utils) get_value() (geoprior.params.BaseFixed method) (geoprior.params.BaseLearnable method) (geoprior.params.LearnableK method) (geoprior.params.LearnableKappa method) (geoprior.params.LearnableMV method) (geoprior.params.LearnableQ method) (geoprior.params.LearnableSs method) get_value_prefixes() (in module geoprior.utils.forecast_utils) get_value_prefixes_in() (in module geoprior.utils.forecast_utils) get_versions() (in module geoprior.utils.deps_utils) grid_mean() (in module geoprior.scripts.plot_external_validation) group_col (geoprior.scripts.extend_utils.ExtendCfg attribute) GroupMasks (class in geoprior.utils.holdout_utils) guard_scale_with_residual() (in module geoprior.models.subsidence.maths) gwl_to_head_m() (in module geoprior.models.subsidence.utils) H handle_zero_division() (in module geoprior.utils.validator) has_fit_parameter() (in module geoprior.utils.validator) has_methods() (in module geoprior.utils.validator) has_required_attributes() (in module geoprior.utils.validator) Hd_max (geoprior.scripts.plot_sm3_bounds_ridge_summary.BoundInfo attribute) Hd_min (geoprior.scripts.plot_sm3_bounds_ridge_summary.BoundInfo attribute) help() (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase method), [1], [2] (geoprior.models.forecast_tuner._geoprior_tuner.SubsNetTuner method) (geoprior.models.forecast_tuner.PINNTunerBase method) (geoprior.models.forecast_tuner.SubsNetTuner method) (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) (geoprior.models.subsidence.models.PoroElasticSubsNet method) (geoprior.models.subsidence.PoroElasticSubsNet method) (geoprior.models.tuners.SubsNetTuner method) (geoprior.utils.io_utils.FileManager method) HoldoutSplit (class in geoprior.utils.holdout_utils) horizon (geoprior.cli.sensitivity_lib.SensitivityContext attribute) hotspot hotspot stability huber() (in module geoprior.models.subsidence.maths) I ident_audit_dict() (in module geoprior.models.subsidence.identifiability) identifiability identifiability regime identifiability_diagnostics_from_payload() (in module geoprior.models.subsidence.payloads) identify (geoprior.cli._presets.SM3Preset attribute) import_optional_dependency() (in module geoprior.utils.deps_utils) infer_bounds() (in module geoprior.scripts.plot_sm3_bounds_ridge_summary) infer_dt_units_from_t() (in module geoprior.models.subsidence.utils) infer_regime() (in module geoprior.cli.build_sm3_collect_summaries) (in module geoprior.cli.sm3_collect_summaries) infer_stage1_dir() (in module geoprior.cli.build_external_validation_metrics) infer_stage1_dir_from_layout() (in module geoprior.cli.build_external_validation_metrics) infer_utm_epsg_from_lonlat() (in module geoprior.utils.subsidence_utils) infer_xy_crs() (in module geoprior.scripts.plot_geo_cumulative) init_identifiability() (in module geoprior.models.subsidence.identifiability) install_package() (in module geoprior.utils.deps_utils) install_user_config() (in module geoprior.cli.config) integrate_consolidation_mean() (in module geoprior.models.subsidence.maths) interpolate_temporal_gaps() (in module geoprior.utils.geo_utils) interval_stats() (in module geoprior.scripts.plot_uncertainty) InvalidVersion inverse_scale_target() (in module geoprior.utils.scale_metrics) inverse_txy() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.scripts.plot_external_validation) is_binary_class() (in module geoprior.utils.validator) is_categorical() (in module geoprior.utils.validator) is_devrelease (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) is_frame() (in module geoprior.utils.validator) is_gpu_available() (in module geoprior.utils.sys_utils) is_installed() (in module geoprior.utils.validator) is_installing() (in module geoprior.utils.deps_utils) is_module_installed() (in module geoprior.utils.deps_utils) is_normalized() (in module geoprior.utils.validator) is_package_installed() (in module geoprior.utils.sys_utils) is_path_accessible() (in module geoprior.utils.sys_utils) is_port_open() (in module geoprior.utils.sys_utils) is_postrelease (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) is_prerelease (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) is_readable_file() (in module geoprior.cli.build_external_validation_fullcity) is_square_matrix() (in module geoprior.utils.validator) is_time_series() (in module geoprior.utils.validator) is_valid_policies() (in module geoprior.utils.validator) J jitter_x (geoprior.scripts.utils.SpatialSupportSpec attribute) jitter_y (geoprior.scripts.utils.SpatialSupportSpec attribute) K K_max (geoprior.scripts.plot_sm3_bounds_ridge_summary.BoundInfo attribute) K_min (geoprior.scripts.plot_sm3_bounds_ridge_summary.BoundInfo attribute) kappa_lr_mult (geoprior.models.subsidence.GeoPriorSubsNet property) (geoprior.models.subsidence.models.GeoPriorSubsNet property) keep_for_processing (geoprior.utils.holdout_utils.GroupMasks property) keep_frac (geoprior.scripts.utils.SpatialSupportSpec attribute) key() (geoprior.cli.run_sensitivity.RunSpec method) key_checker() (in module geoprior.utils.io_utils) key_search() (in module geoprior.utils.io_utils) kind (geoprior.scripts.extend_utils.ExtendCfg attribute) L label() (in module geoprior.scripts.utils) lambda_cons (geoprior.cli.run_sensitivity.RunSpec attribute) lambda_offset (geoprior.models.subsidence.GeoPriorSubsNet property) (geoprior.models.subsidence.models.GeoPriorSubsNet property) lambda_offset_value (geoprior.models.subsidence.GeoPriorSubsNet property) (geoprior.models.subsidence.models.GeoPriorSubsNet property) lambda_prior (geoprior.cli.run_sensitivity.RunSpec attribute) LearnableC (class in geoprior.params) LearnableK (class in geoprior.params) LearnableKappa (class in geoprior.params) LearnableMV (class in geoprior.params) LearnableQ (class in geoprior.params) LearnableSs (class in geoprior.params) legacy_names (geoprior.cli._dispatch.CommandSpec attribute) (geoprior.scripts.registry.ScriptSpec attribute) (scripts.registry.ScriptSpec attribute) LegacyVersion (class in geoprior.utils.version) load_best_hps_near_model() (in module geoprior.utils.nat_utils) load_boundary_xy() (in module geoprior.scripts.plot_external_validation) load_callable() (in module geoprior.cli._dispatch) load_city_df() (in module geoprior.scripts.plot_litho_parity) load_csv() (in module geoprior.utils.io_utils) load_dataset_any() (in module geoprior.scripts.utils) load_eval_csv() (in module geoprior.scripts.extend_utils) load_forecast_csv() (in module geoprior.scripts.utils) load_future_csv() (in module geoprior.scripts.extend_utils) (in module geoprior.scripts.plot_geo_cumulative) load_hps_auto_near_model() (in module geoprior.utils.nat_utils) load_inference_bundle() (in module geoprior.cli.build_external_validation_fullcity) load_module() (in module geoprior.cli._dispatch) load_nat_config() (in module geoprior.utils.nat_utils) load_nat_config_payload() (in module geoprior.utils.nat_utils) load_npz_dict() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.scripts.plot_external_validation) load_or_rebuild_geoprior_model() (in module geoprior.utils.nat_utils) load_physics_payload() (geoprior.models.subsidence.GeoPriorSubsNet static method) (geoprior.models.subsidence.models.GeoPriorSubsNet static method) (in module geoprior.models.subsidence) (in module geoprior.models.subsidence.payloads) load_scaler_info() (in module geoprior.utils.nat_utils) load_scaling_kwargs() (in module geoprior.models.subsidence.utils) load_serialized_data() (in module geoprior.utils.io_utils) load_trained_hps_near_model() (in module geoprior.utils.nat_utils) load_tuned_hps_near_model() (in module geoprior.utils.nat_utils) load_val_csv() (in module geoprior.scripts.plot_geo_cumulative) load_windows_npz() (in module geoprior.utils.nat_utils) local (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) LogClipConstraint (class in geoprior.models.subsidence.maths) lonlat_to_utm_m() (in module geoprior.utils.subsidence_utils) M mae() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.scripts.plot_external_validation) main() (in module geoprior.cli) (in module geoprior.cli.__main__) (in module geoprior.cli.build_add_zsurf_from_coords) (in module geoprior.cli.build_assign_boreholes) (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.cli.build_full_inputs_npz) (in module geoprior.cli.build_physics_payload_npz) (in module geoprior.cli.build_sm3_collect_summaries) (in module geoprior.cli.init_config) (in module geoprior.cli.run_sensitivity) (in module geoprior.cli.run_sm3_suite) (in module geoprior.cli.sm3_collect_summaries) (in module geoprior.cli.sm3_log_offsets_diagnostics) (in module geoprior.cli.sm3_synthetic_identifiability) (in module geoprior.cli.stage1) (in module geoprior.cli.stage2) (in module geoprior.cli.stage3) (in module geoprior.cli.stage4) (in module geoprior.cli.stage5) (in module geoprior.scripts.build_ablation_table) (in module geoprior.scripts.build_model_metrics) (in module geoprior.scripts.compute_brier_exceedance) (in module geoprior.scripts.extend_forecast) (in module geoprior.scripts.make_boundary) (in module geoprior.scripts.make_district_grid) (in module geoprior.scripts.make_exposure) (in module geoprior.scripts.plot_ablations_sensitivity) (in module geoprior.scripts.plot_core_ablation) (in module geoprior.scripts.plot_driver_response) (in module geoprior.scripts.plot_external_validation) (in module geoprior.scripts.plot_geo_cumulative) (in module geoprior.scripts.plot_hotspot_analytics) (in module geoprior.scripts.plot_litho_parity) (in module geoprior.scripts.plot_physics_fields) (in module geoprior.scripts.plot_physics_maps) (in module geoprior.scripts.plot_physics_profiles) (in module geoprior.scripts.plot_physics_sanity) (in module geoprior.scripts.plot_physics_sensitivity) (in module geoprior.scripts.plot_sm3_bounds_ridge_summary) (in module geoprior.scripts.plot_sm3_identifiability) (in module geoprior.scripts.plot_sm3_log_offsets) (in module geoprior.scripts.plot_spatial_forecasts) (in module geoprior.scripts.plot_transfer) (in module geoprior.scripts.plot_uncertainty) (in module geoprior.scripts.plot_uncertainty_extras) (in module geoprior.scripts.plot_xfer_impact) (in module geoprior.scripts.plot_xfer_transferability) (in module geoprior.scripts.rebuild_confusion_tables) (in module geoprior.scripts.summarize_hotspots) (in module geoprior.scripts.tag_clusters_with_zones) (in module geoprior.scripts.update_ablation_record_posthoc) (in module geoprior.scripts.update_ablation_records) (in module scripts.__main__) main_csv (geoprior.cli.build_add_zsurf_from_coords.CityPaths attribute) major (geoprior.utils.version.Version property) make_boundary_main() (in module geoprior.scripts.make_boundary) make_dict_to_tuple_fn() (in module geoprior.models.utils) make_district_grid_main() (in module geoprior.scripts.make_district_grid) make_env() (in module geoprior.cli.run_sensitivity) make_exposure_main() (in module geoprior.scripts.make_exposure) make_forecast_ready_sample() (in module geoprior.utils.spatial_utils) make_full_inputs_npz() (in module geoprior.cli.build_external_validation_fullcity) make_noisy_actual() (in module geoprior.scripts.utils) make_spatial_field() (in module geoprior.scripts.utils) make_spatial_quantile_frame() (in module geoprior.scripts.utils) make_spatial_scale() (in module geoprior.scripts.utils) make_spatial_support() (in module geoprior.scripts.utils) make_tf_dataset() (in module geoprior.utils.nat_utils) make_txy_coords() (in module geoprior.utils.subsidence_utils) manage_env_variable() (in module geoprior.utils.sys_utils) manage_file_lock() (in module geoprior.utils.sys_utils) manage_temp() (in module geoprior.utils.sys_utils) manifest (geoprior.cli.sensitivity_lib.SensitivityContext attribute) manifest_path (geoprior.cli.sensitivity_lib.SensitivityContext attribute) map_targets_for_training() (in module geoprior.utils.nat_utils) mask_by_reference() (in module geoprior.utils.data_utils) match_mode (geoprior.cli.build_external_validation_metrics.MatchResult attribute) MatchResult (class in geoprior.cli.build_external_validation_metrics) maybe_shuffle() (in module geoprior.cli.run_sensitivity) median_bias() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.scripts.plot_external_validation) merge_frames_to_file() (in module geoprior.utils.geo_utils) merged() (geoprior.cli._presets.SM3Preset method) meta (geoprior.utils.subsidence_utils.CoordsPack attribute) method (geoprior.scripts.extend_utils.ExtendCfg attribute) metrics (geoprior.models.subsidence.GeoPriorSubsNet property) (geoprior.models.subsidence.models.GeoPriorSubsNet property) micro (geoprior.utils.version.Version property) minor (geoprior.utils.version.Version property) mod (geoprior.cli._dispatch.CommandSpec attribute) (geoprior.scripts.registry.ScriptSpec attribute) (scripts.registry.ScriptSpec attribute) mode (geoprior.cli._dispatch.CommandSpec attribute) (geoprior.cli.sensitivity_lib.SensitivityContext attribute) (geoprior.scripts.registry.ScriptSpec attribute) (scripts.registry.ScriptSpec attribute) model_class (geoprior.models.forecast_tuner._geoprior_tuner.SubsNetTuner attribute) (geoprior.models.tuners.SubsNetTuner attribute) model_scaling_digest() (in module geoprior.models.subsidence.debugs) module geoprior.__main__ geoprior.cli geoprior.cli.__main__ geoprior.cli._dispatch geoprior.cli._presets geoprior.cli.build_add_zsurf_from_coords geoprior.cli.build_assign_boreholes geoprior.cli.build_external_validation_fullcity geoprior.cli.build_external_validation_metrics geoprior.cli.build_full_inputs_npz geoprior.cli.build_physics_payload_npz geoprior.cli.build_sm3_collect_summaries geoprior.cli.config geoprior.cli.init_config geoprior.cli.run_sensitivity geoprior.cli.run_sm3_suite geoprior.cli.sensitivity_lib geoprior.cli.sm3_collect_summaries geoprior.cli.sm3_log_offsets_diagnostics geoprior.cli.sm3_synthetic_identifiability geoprior.cli.stage1 geoprior.cli.stage2 geoprior.cli.stage3 geoprior.cli.stage4 geoprior.cli.stage5 geoprior.models.forecast_tuner geoprior.models.forecast_tuner._base_tuner, [1] geoprior.models.forecast_tuner._geoprior_tuner geoprior.models.subsidence geoprior.models.subsidence.batch_io geoprior.models.subsidence.debugs geoprior.models.subsidence.derivatives geoprior.models.subsidence.doc geoprior.models.subsidence.identifiability geoprior.models.subsidence.log_offsets_diagnostics geoprior.models.subsidence.losses geoprior.models.subsidence.maths geoprior.models.subsidence.models geoprior.models.subsidence.payloads geoprior.models.subsidence.plot geoprior.models.subsidence.scaling geoprior.models.subsidence.stability geoprior.models.subsidence.step_core geoprior.models.subsidence.utils geoprior.models.tuners geoprior.models.utils geoprior.models.utils._utils geoprior.models.utils.pinn geoprior.scripts.build_ablation_table geoprior.scripts.build_model_metrics geoprior.scripts.compute_brier_exceedance geoprior.scripts.compute_hotspots geoprior.scripts.config geoprior.scripts.extend_forecast geoprior.scripts.extend_utils geoprior.scripts.make_boundary geoprior.scripts.make_district_grid geoprior.scripts.make_exposure geoprior.scripts.plot_ablations_sensitivity geoprior.scripts.plot_core_ablation geoprior.scripts.plot_driver_response geoprior.scripts.plot_external_validation geoprior.scripts.plot_geo_cumulative geoprior.scripts.plot_hotspot_analytics geoprior.scripts.plot_litho_parity geoprior.scripts.plot_physics_fields geoprior.scripts.plot_physics_maps geoprior.scripts.plot_physics_profiles geoprior.scripts.plot_physics_sanity geoprior.scripts.plot_physics_sensitivity geoprior.scripts.plot_sm3_bounds_ridge_summary geoprior.scripts.plot_sm3_identifiability geoprior.scripts.plot_sm3_log_offsets geoprior.scripts.plot_spatial_forecasts geoprior.scripts.plot_transfer geoprior.scripts.plot_uncertainty geoprior.scripts.plot_uncertainty_extras geoprior.scripts.plot_xfer_impact geoprior.scripts.plot_xfer_transferability geoprior.scripts.rebuild_confusion_tables geoprior.scripts.registry geoprior.scripts.summarize_hotspots geoprior.scripts.tag_clusters_with_zones geoprior.scripts.update_ablation_record_posthoc geoprior.scripts.update_ablation_records geoprior.scripts.utils geoprior.utils.audit_utils geoprior.utils.base_utils geoprior.utils.calibrate geoprior.utils.data_utils geoprior.utils.deps_utils geoprior.utils.forecast_utils geoprior.utils.generic_utils geoprior.utils.geo_utils geoprior.utils.holdout_utils geoprior.utils.io_utils geoprior.utils.nat_utils geoprior.utils.parallel_utils geoprior.utils.scale_metrics geoprior.utils.sequence_utils geoprior.utils.shapes geoprior.utils.spatial_utils geoprior.utils.split geoprior.utils.subsidence_utils geoprior.utils.sys_utils geoprior.utils.target_utils geoprior.utils.validator geoprior.utils.version scripts.__main__ scripts.registry move_cfile() (in module geoprior.utils.io_utils) mv_lr_mult (geoprior.models.subsidence.GeoPriorSubsNet property) (geoprior.models.subsidence.models.GeoPriorSubsNet property) my_params (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase attribute), [1], [2] (geoprior.models.forecast_tuner._geoprior_tuner.SubsNetTuner attribute) (geoprior.models.forecast_tuner.PINNTunerBase attribute) (geoprior.models.forecast_tuner.SubsNetTuner attribute) (geoprior.models.subsidence.GeoPriorSubsNet attribute) (geoprior.models.subsidence.models.GeoPriorSubsNet attribute) (geoprior.models.subsidence.models.PoroElasticSubsNet attribute) (geoprior.models.subsidence.PoroElasticSubsNet attribute) (geoprior.models.tuners.SubsNetTuner attribute) (geoprior.utils.io_utils.FileManager attribute) N name (geoprior.cli._presets.SM3Preset attribute) (geoprior.scripts.rebuild_confusion_tables.RowSpec attribute) name_of() (in module geoprior.utils.nat_utils) nan_ops() (in module geoprior.utils.data_utils) nearest_match() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) normalize_array() (in module geoprior.utils.validator) normalize_for_pinn() (in module geoprior.models.utils) normalize_gwl_alias() (in module geoprior.utils.subsidence_utils) normalize_model_inputs() (in module geoprior.utils.generic_utils) normalize_time_column() (in module geoprior.utils.generic_utils) normalize_time_units() (in module geoprior.models.subsidence.maths) nx (geoprior.scripts.utils.SpatialSupportSpec attribute) ny (geoprior.scripts.utils.SpatialSupportSpec attribute) O ok (geoprior.scripts.update_ablation_records.PatchInfo attribute) out_dir() (in module geoprior.scripts.config) out_kind (geoprior.scripts.extend_utils.ExtendCfg attribute) OUTPUT_KEYS (geoprior.models.subsidence.GeoPriorSubsNet attribute) (geoprior.models.subsidence.models.GeoPriorSubsNet attribute) override_scaling_kwargs() (in module geoprior.models.subsidence) (in module geoprior.models.subsidence.scaling) P pack_eval_physics() (in module geoprior.models.subsidence.losses) pack_step_results() (in module geoprior.models.subsidence.losses) pack_xy_npz() (in module geoprior.utils.split) package (geoprior.cli._dispatch.CommandSpec attribute) parallelize_jobs() (in module geoprior.utils.sys_utils) param_space_config (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase attribute), [1], [2] (geoprior.models.forecast_tuner.PINNTunerBase attribute) parameter_validator() (in module geoprior.utils.validator) params (geoprior.cli._presets.SM3Preset attribute) parse() (in module geoprior.utils.version) parse_args() (in module geoprior.cli.run_sensitivity) (in module geoprior.scripts.plot_geo_cumulative) (in module geoprior.scripts.plot_transfer) (in module geoprior.scripts.plot_uncertainty_extras) (in module geoprior.scripts.plot_xfer_impact) (in module geoprior.scripts.plot_xfer_transferability) parse_csv() (in module geoprior.utils.io_utils) parse_json() (in module geoprior.utils.io_utils) parse_md() (in module geoprior.utils.io_utils) parse_override_value() (in module geoprior.cli.config) parse_set_items() (in module geoprior.cli.config) parse_yaml() (in module geoprior.utils.io_utils) PatchInfo (class in geoprior.scripts.update_ablation_records) payload (geoprior.models.subsidence.scaling.GeoPriorScalingConfig attribute) pde_mode (geoprior.cli.run_sensitivity.RunSpec attribute) per_horizon_from_phys() (in module geoprior.scripts.plot_uncertainty) per_horizon_metrics() (in module geoprior.utils.scale_metrics) persist_runtime_overrides() (in module geoprior.cli.config) phys_json (geoprior.scripts.update_ablation_records.PatchInfo attribute) (geoprior.scripts.utils.Artifacts attribute) phys_json_to_mm() (in module geoprior.scripts.utils) phys_label() (in module geoprior.scripts.utils) physics-consistent forecast physics_core() (in module geoprior.models.subsidence.step_core) physics_payload (geoprior.scripts.utils.Artifacts attribute) pick_existing() (in module geoprior.cli.build_external_validation_metrics) pick_gpu_id() (in module geoprior.utils.parallel_utils) pick_interval_metrics() (in module geoprior.scripts.utils) pick_npz_for_dataset() (in module geoprior.utils.nat_utils) pick_point_metrics() (in module geoprior.scripts.utils) PINNTunerBase (class in geoprior.models.forecast_tuner) (class in geoprior.models.forecast_tuner._base_tuner), [1], [2] PINNTunerBase() (geoprior.models.forecast_tuner._base_tuner method) pivot_forecast() (in module geoprior.utils.forecast_utils) pivot_forecast_dataframe() (in module geoprior.utils.forecast_utils) pixel_idx (geoprior.cli.build_external_validation_metrics.MatchResult attribute) pixel_x (geoprior.cli.build_external_validation_metrics.MatchResult attribute) pixel_y (geoprior.cli.build_external_validation_metrics.MatchResult attribute) plot_ablations_sensivity_main() (in module geoprior.scripts.plot_ablations_sensitivity) plot_driver_response() (in module geoprior.scripts.plot_driver_response) plot_driver_response_main() (in module geoprior.scripts.plot_driver_response) plot_epsilons_in() (in module geoprior.models.subsidence.plot) plot_external_validation() (in module geoprior.scripts.plot_external_validation) plot_external_validation_main() (in module geoprior.scripts.plot_external_validation) plot_fig3_core_ablation() (in module geoprior.scripts.plot_core_ablation) plot_fig3_core_ablation_main() (in module geoprior.scripts.plot_core_ablation) plot_fig5_uncertainty() (in module geoprior.scripts.plot_uncertainty) plot_fig5_uncertainty_main() (in module geoprior.scripts.plot_uncertainty) plot_fig6_spatial_forecasts() (in module geoprior.scripts.plot_spatial_forecasts) plot_fig6_spatial_forecasts_main() (in module geoprior.scripts.plot_spatial_forecasts) plot_geo_cumulative_main() (in module geoprior.scripts.plot_geo_cumulative) plot_history_in() (in module geoprior.models.subsidence.plot) plot_horizon_row() (in module geoprior.scripts.plot_uncertainty) plot_hotspot_analytics() (in module geoprior.scripts.plot_hotspot_analytics) plot_hotspot_analytics_main() (in module geoprior.scripts.plot_hotspot_analytics) plot_hydraulic_head() (in module geoprior.models.utils) (in module geoprior.models.utils.pinn) plot_main() (in module geoprior.cli) (in module geoprior.cli.__main__) plot_offsets() (in module geoprior.scripts.plot_sm3_log_offsets) plot_physics_fields() (in module geoprior.scripts.plot_physics_fields) plot_physics_fields_main() (in module geoprior.scripts.plot_physics_fields) plot_physics_losses_in() (in module geoprior.models.subsidence.plot) plot_physics_maps() (in module geoprior.scripts.plot_physics_maps) plot_physics_maps_main() (in module geoprior.scripts.plot_physics_maps) plot_physics_sanity_main() (in module geoprior.scripts.plot_physics_sanity) plot_physics_sensitivity_main() (in module geoprior.scripts.plot_physics_sensitivity) plot_physics_values_in() (in module geoprior.models.subsidence) (in module geoprior.models.subsidence.plot) plot_radial() (in module geoprior.scripts.plot_uncertainty) plot_reliability() (in module geoprior.scripts.plot_uncertainty) plot_reliability_diagram() (in module geoprior.utils.forecast_utils) plot_s5() (in module geoprior.scripts.plot_uncertainty_extras) plot_sm3_bounds_ridge_summary() (in module geoprior.scripts.plot_sm3_bounds_ridge_summary) plot_sm3_bounds_ridge_summary_main() (in module geoprior.scripts.plot_sm3_bounds_ridge_summary) plot_sm3_identifiability() (in module geoprior.scripts.plot_sm3_identifiability) plot_sm3_identifiability_main() (in module geoprior.scripts.plot_sm3_identifiability) plot_sm3_log_offsets_main() (in module geoprior.scripts.plot_sm3_log_offsets) point_metrics() (in module geoprior.utils.scale_metrics) policy_gate() (in module geoprior.models.subsidence.utils) pop_labels_in() (in module geoprior.utils.data_utils) PoroElasticSubsNet (class in geoprior.models.subsidence) (class in geoprior.models.subsidence.models) positive() (in module geoprior.models.subsidence.maths) PositiveSpectrumWarning post (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) postprocess_eval_json() (in module geoprior.utils.subsidence_utils) pre (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) prec (geoprior.scripts.rebuild_confusion_tables.RowSpec attribute) prediction interval prepare_model_inputs() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) prepare_model_inputs_in() (in module geoprior.models.utils) prepare_pinn_data_sequences() (in module geoprior.models.utils) (in module geoprior.models.utils.pinn) prepare_spatial_future_data() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) print_cmsg() (in module geoprior.utils.io_utils) print_config_table() (in module geoprior.utils.generic_utils) print_help_table() (in module geoprior.cli._dispatch) process_pde_modes() (in module geoprior.models.utils) (in module geoprior.models.utils.pinn) process_y_pairs() (in module geoprior.utils.validator) public (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) public_items() (in module geoprior.cli._dispatch) public_name (geoprior.cli._dispatch.CommandSpec attribute) (geoprior.scripts.registry.ScriptSpec attribute) (scripts.registry.ScriptSpec attribute) Q q_to_gw_source_term_si() (in module geoprior.models.subsidence.maths) q_to_per_second() (in module geoprior.models.subsidence.maths) quantile_columns_from_mean_scale() (in module geoprior.scripts.utils) quantile_reliability() (in module geoprior.scripts.plot_uncertainty) R rate_to_cumulative() (in module geoprior.utils.subsidence_utils) rate_to_per_second() (in module geoprior.models.subsidence.maths) ratios (geoprior.utils.split.SplitCfg attribute) read_json() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) read_table() (in module geoprior.scripts.plot_external_validation) reason (geoprior.scripts.update_ablation_records.PatchInfo attribute) rec (geoprior.scripts.rebuild_confusion_tables.RowSpec attribute) reduce_horizon() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.scripts.plot_external_validation) release (geoprior.utils.version.LegacyVersion property) (geoprior.utils.version.Version property) rename_dict_keys() (in module geoprior.utils.generic_utils) rename_files() (in module geoprior.utils.io_utils) render() (in module geoprior.scripts.plot_transfer) (in module geoprior.scripts.plot_xfer_impact) (in module geoprior.scripts.plot_xfer_transferability) render_physics_sanity() (in module geoprior.scripts.plot_physics_sanity) reorder_columns() (in module geoprior.utils.generic_utils) represent_callable() (in module geoprior.utils.sys_utils) required_forecast_years (geoprior.utils.holdout_utils.GroupMasks attribute) required_train_years (geoprior.utils.holdout_utils.GroupMasks attribute) resolve() (geoprior.models.subsidence.scaling.GeoPriorScalingConfig method) resolve_audit_stages() (in module geoprior.utils.audit_utils) resolve_auto_scale_floor() (in module geoprior.models.subsidence.maths) resolve_cities() (in module geoprior.scripts.utils) resolve_compile_weights() (in module geoprior.models.subsidence.identifiability) resolve_cons_drawdown_options() (in module geoprior.models.subsidence.maths) resolve_cons_units() (in module geoprior.models.subsidence.maths) resolve_coord_scaler_path() (in module geoprior.cli.build_external_validation_metrics) resolve_device() (in module geoprior.utils.parallel_utils) resolve_export_path() (in module geoprior.scripts.config) resolve_fig_out() (in module geoprior.scripts.utils) resolve_fig_stem() (in module geoprior.scripts.utils) resolve_gallery_raster_path() (in module geoprior.scripts.utils) resolve_gpu_ids() (in module geoprior.utils.parallel_utils) resolve_gw_units() (in module geoprior.models.subsidence.maths) resolve_gwl_dyn_index() (in module geoprior.models.subsidence.utils) resolve_gwl_for_physics() (in module geoprior.utils.subsidence_utils) resolve_head_column() (in module geoprior.utils.subsidence_utils) resolve_hybrid_config() (in module geoprior.utils.nat_utils) resolve_inputs_npz() (in module geoprior.cli.build_external_validation_metrics) resolve_mv_gamma_log_target() (in module geoprior.models.subsidence.maths) resolve_mv_gamma_log_target_from_logSs() (in module geoprior.models.subsidence.maths) resolve_n_jobs() (in module geoprior.utils.parallel_utils) resolve_noise_std() (in module geoprior.utils.scale_metrics) resolve_out_out() (in module geoprior.scripts.utils) resolve_outdir() (in module geoprior.cli.build_external_validation_metrics) resolve_outputs() (in module geoprior.cli.build_sm3_collect_summaries) resolve_payload_path() (in module geoprior.cli.build_external_validation_metrics) resolve_physical_param() (in module geoprior.params) resolve_q_kind() (in module geoprior.models.subsidence.maths) resolve_run_dir() (in module geoprior.cli.build_external_validation_fullcity) resolve_si_affine() (in module geoprior.utils.nat_utils) resolve_spatial_columns() (in module geoprior.utils.geo_utils) resolve_stage1_artifact() (in module geoprior.cli.build_external_validation_fullcity) resolve_stage1_inputs_paths() (in module geoprior.cli.build_external_validation_fullcity) resolve_stage1_manifest() (in module geoprior.cli.build_external_validation_metrics) resolve_stage2_bundle() (in module geoprior.cli.build_external_validation_fullcity) resolve_stage2_manifest() (in module geoprior.cli.build_external_validation_metrics) resolve_subs_dyn_index() (in module geoprior.models.subsidence.utils) resolve_suite_root() (in module geoprior.cli.build_sm3_collect_summaries) resolve_title() (in module geoprior.scripts.utils) resolve_user_artifact_path() (in module geoprior.scripts.config) resolve_validation_csv() (in module geoprior.cli.build_external_validation_metrics) robust_trend() (in module geoprior.scripts.plot_driver_response) RowSpec (class in geoprior.scripts.rebuild_confusion_tables) run() (geoprior.models.forecast_tuner._geoprior_tuner.SubsNetTuner method) (geoprior.models.forecast_tuner.SubsNetTuner method) (geoprior.models.tuners.SubsNetTuner method) (geoprior.utils.io_utils.FileManager method), [1] run_command() (in module geoprior.utils.sys_utils) run_dir (geoprior.scripts.update_ablation_records.PatchInfo attribute) run_encoder_decoder_core() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) run_main() (in module geoprior.cli) (in module geoprior.cli.__main__) run_module() (in module geoprior.cli._dispatch) run_one() (in module geoprior.cli.sensitivity_lib) run_one_script() (in module geoprior.cli.run_sensitivity) run_sm3_collect_summaries() (in module geoprior.cli.build_sm3_collect_summaries) run_sm3_identifiability() (in module geoprior.cli.sm3_synthetic_identifiability) run_sm3_offsets() (in module geoprior.cli.sm3_log_offsets_diagnostics) run_sm3_offsets_from_payload() (in module geoprior.models.subsidence.log_offsets_diagnostics) run_stage1() (in module geoprior.cli.stage1) run_stage2() (in module geoprior.cli.stage2) run_stage3() (in module geoprior.cli.stage3) run_stage4() (in module geoprior.cli.stage4) run_stage5() (in module geoprior.cli.stage5) run_tag() (geoprior.cli.run_sensitivity.RunSpec method) RunSpec (class in geoprior.cli.run_sensitivity) S safe_getattr() (in module geoprior.utils.sys_utils) safe_load_json() (in module geoprior.scripts.utils) safe_log_pos() (in module geoprior.models.subsidence.maths) safe_metric_result() (in module geoprior.models.subsidence.losses) safe_optimize() (in module geoprior.utils.sys_utils) safe_pos() (in module geoprior.models.subsidence.maths) sample_df() (in module geoprior.scripts.utils) sample_idx (geoprior.scripts.utils.SpatialSupport attribute) sanitize_inputs_np() (in module geoprior.utils.nat_utils) sanitize_scales() (in module geoprior.models.subsidence.stability) sanitize_unicode_string() (in module geoprior.utils.io_utils) save_ablation_record() (in module geoprior.utils.nat_utils) save_all_figures() (in module geoprior.utils.generic_utils) save_figure() (in module geoprior.scripts.utils) save_job() (in module geoprior.utils.io_utils) save_npz_dict() (in module geoprior.cli.build_external_validation_fullcity) save_path() (in module geoprior.utils.io_utils) save_physics_payload() (in module geoprior.models.subsidence.payloads) scale_residual() (in module geoprior.models.subsidence.maths) scale_target() (in module geoprior.utils.scale_metrics) scaler_info (geoprior.cli.sensitivity_lib.SensitivityContext attribute) schema_version (geoprior.models.subsidence.scaling.GeoPriorScalingConfig attribute) scripts.__main__ module scripts.registry module scripts_root() (in module geoprior.scripts.config) ScriptSpec (class in geoprior.scripts.registry) (class in scripts.registry) search() (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase method), [1], [2], [3] (geoprior.models.forecast_tuner.PINNTunerBase method) seconds_per_time_unit() (in module geoprior.models.subsidence.maths) seed (geoprior.scripts.utils.SpatialSupportSpec attribute) (geoprior.utils.split.SplitCfg attribute) select_features() (in module geoprior.utils.base_utils) select_mode() (in module geoprior.utils.generic_utils) select_q() (in module geoprior.models.subsidence.batch_io) sensitivity_main() (in module geoprior.cli.run_sensitivity) SensitivityContext (class in geoprior.cli.sensitivity_lib) serialize_data() (in module geoprior.utils.io_utils) serialize_data_in() (in module geoprior.utils.io_utils) serialize_subs_params() (in module geoprior.utils.nat_utils) set_default_params() (in module geoprior.models.utils) set_paper_style() (in module geoprior.scripts.utils) settlement_state_for_pde() (in module geoprior.models.subsidence.maths) sharpness should_audit() (in module geoprior.utils.audit_utils) should_log_physics() (in module geoprior.models.subsidence.losses) show_gallery_saved_figure() (in module geoprior.scripts.utils) show_labels (geoprior.scripts.plot_transfer.TextFlags attribute) (geoprior.scripts.plot_xfer_impact.TextFlags attribute) (geoprior.scripts.plot_xfer_transferability.TextFlags attribute) show_legend (geoprior.scripts.plot_transfer.TextFlags attribute) (geoprior.scripts.plot_xfer_impact.TextFlags attribute) (geoprior.scripts.plot_xfer_transferability.TextFlags attribute) show_panel_titles (geoprior.scripts.plot_transfer.TextFlags attribute) (geoprior.scripts.plot_xfer_impact.TextFlags attribute) (geoprior.scripts.plot_xfer_transferability.TextFlags attribute) show_ticklabels (geoprior.scripts.plot_transfer.TextFlags attribute) (geoprior.scripts.plot_xfer_impact.TextFlags attribute) (geoprior.scripts.plot_xfer_transferability.TextFlags attribute) show_title (geoprior.scripts.plot_transfer.TextFlags attribute) (geoprior.scripts.plot_xfer_impact.TextFlags attribute) (geoprior.scripts.plot_xfer_transferability.TextFlags attribute) site_x (geoprior.cli.build_external_validation_metrics.MatchResult attribute) site_y (geoprior.cli.build_external_validation_metrics.MatchResult attribute) slice_dynamic_channel() (in module geoprior.models.subsidence.utils) sm3_identifiability_main() (in module geoprior.cli.sm3_synthetic_identifiability) sm3_offsets_main() (in module geoprior.cli.sm3_log_offsets_diagnostics) sm3_suite_main() (in module geoprior.cli.run_sm3_suite) SM3Preset (class in geoprior.cli._presets) smooth_relu() (in module geoprior.models.subsidence.maths) source (geoprior.models.subsidence.scaling.GeoPriorScalingConfig attribute) span_x (geoprior.scripts.utils.SpatialSupportSpec attribute) span_y (geoprior.scripts.utils.SpatialSupportSpec attribute) spath() (in module geoprior.utils.io_utils) spatial_sampling() (in module geoprior.utils.spatial_utils) SpatialSupport (class in geoprior.scripts.utils) SpatialSupportSpec (class in geoprior.scripts.utils) spearman_rho() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) (in module geoprior.scripts.plot_external_validation) split_after_artifacts() (in module geoprior.cli.build_external_validation_fullcity) split_data_predictions() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) split_group_keys() (in module geoprior.utils.split) split_groups_holdout() (in module geoprior.utils.holdout_utils) split_physics_predictions() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) split_static_dynamic() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) SplitCfg (class in geoprior.utils.split) squeeze_last_dim_if() (in module geoprior.models.utils) src (geoprior.scripts.utils.Artifacts attribute) sta_names (geoprior.cli.sensitivity_lib.SensitivityContext attribute) stack_quantile_predictions() (in module geoprior.utils.forecast_utils) stage1_main() (in module geoprior.cli.stage1) stage2_main() (in module geoprior.cli.stage2) stage3_main() (in module geoprior.cli.stage3) stage4_main() (in module geoprior.cli.stage4) stage5_main() (in module geoprior.cli.stage5) step_to_long() (in module geoprior.models.utils) (in module geoprior.models.utils._utils) store_or_write_hdf5() (in module geoprior.utils.io_utils) str_to_bool() (in module geoprior.scripts.utils) subs_native_unit() (in module geoprior.utils.subsidence_utils) subs_point_from_out() (in module geoprior.utils.nat_utils) subs_unit_to_si() (in module geoprior.utils.subsidence_utils) subset_by_keys() (in module geoprior.utils.split) SubsNetTuner (class in geoprior.models.forecast_tuner) (class in geoprior.models.forecast_tuner._geoprior_tuner) (class in geoprior.models.tuners) suite_prefix (geoprior.cli._presets.SM3Preset attribute) summarise_effective_params() (in module geoprior.models.subsidence.payloads) summarise_offsets() (in module geoprior.scripts.plot_sm3_log_offsets) summarize_city() (in module geoprior.scripts.plot_uncertainty_extras) summarize_counts() (in module geoprior.scripts.plot_sm3_bounds_ridge_summary) summarize_hotspots() (in module geoprior.scripts.summarize_hotspots) summarize_hotspots_main() (in module geoprior.scripts.summarize_hotspots) supp_figS5_uncertainty_extras_main() (in module geoprior.scripts.plot_uncertainty_extras) system_uptime() (in module geoprior.utils.sys_utils) T tag() (geoprior.cli.run_sensitivity.RunSpec method) tag_clusters_with_zones_main() (in module geoprior.scripts.tag_clusters_with_zones) tau_max (geoprior.scripts.plot_sm3_bounds_ridge_summary.BoundInfo attribute) tau_min (geoprior.scripts.plot_sm3_bounds_ridge_summary.BoundInfo attribute) tau_phys_from_fields() (in module geoprior.models.subsidence.maths) test_groups (geoprior.utils.holdout_utils.HoldoutSplit attribute) test_step() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) TextFlags (class in geoprior.scripts.plot_transfer) (class in geoprior.scripts.plot_xfer_impact) (class in geoprior.scripts.plot_xfer_transferability) tf_print_nonfinite() (in module geoprior.models.subsidence.maths) threads_per_job() (in module geoprior.utils.parallel_utils) tile_true_to_quantiles() (in module geoprior.models.subsidence.batch_io) time_col (geoprior.scripts.extend_utils.ExtendCfg attribute) title (geoprior.scripts.plot_transfer.TextFlags attribute) (geoprior.scripts.plot_xfer_impact.TextFlags attribute) (geoprior.scripts.plot_xfer_transferability.TextFlags attribute) to_dtype_str() (in module geoprior.utils.validator) to_float() (in module geoprior.scripts.utils) to_frame() (geoprior.scripts.utils.SpatialSupport method) to_hdf5() (in module geoprior.utils.io_utils) to_mm() (in module geoprior.scripts.extend_utils) to_rms() (in module geoprior.models.subsidence.maths) to_si_head() (in module geoprior.models.subsidence.utils) to_si_subsidence() (in module geoprior.models.subsidence.utils) to_si_thickness() (in module geoprior.models.subsidence.utils) to_txt() (in module geoprior.utils.io_utils) to_web_mercator() (in module geoprior.scripts.plot_geo_cumulative) train_groups (geoprior.utils.holdout_utils.HoldoutSplit attribute) train_step() (geoprior.models.subsidence.GeoPriorSubsNet method) (geoprior.models.subsidence.models.GeoPriorSubsNet method) transform_contributions() (in module geoprior.utils.generic_utils) ts (geoprior.scripts.update_ablation_records.PatchInfo attribute) tuner_ (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase attribute), [1], [2] (geoprior.models.forecast_tuner.PINNTunerBase attribute) tuning_summary_ (geoprior.models.forecast_tuner._base_tuner.PINNTunerBase attribute), [1], [2] (geoprior.models.forecast_tuner.PINNTunerBase attribute) U unc_growth (geoprior.scripts.extend_utils.ExtendCfg attribute) unc_scale (geoprior.scripts.extend_utils.ExtendCfg attribute) unpack_frames_from_file() (in module geoprior.utils.geo_utils) update_ablation_records_main() (in module geoprior.scripts.update_ablation_records) update_compiled_metrics() (in module geoprior.models.subsidence.losses) (in module geoprior.utils.target_utils) update_epsilon_metrics() (in module geoprior.models.subsidence.losses) Usage() (in module geoprior.utils.validator) V val_groups (geoprior.utils.holdout_utils.HoldoutSplit attribute) valid_for_forecast (geoprior.utils.holdout_utils.GroupMasks attribute) valid_for_train (geoprior.utils.holdout_utils.GroupMasks attribute) validate_and_adjust_ranges() (in module geoprior.utils.validator) validate_batch_size() (in module geoprior.utils.validator) validate_comparison_data() (in module geoprior.utils.validator) validate_data_types() (in module geoprior.utils.validator) validate_dates() (in module geoprior.utils.validator) validate_distribution() (in module geoprior.utils.validator) validate_dtype_selector() (in module geoprior.utils.validator) validate_estimator_methods() (in module geoprior.utils.validator) validate_fit_weights() (in module geoprior.utils.validator) validate_length_range() (in module geoprior.utils.validator) validate_multiclass_target() (in module geoprior.utils.validator) validate_multioutput() (in module geoprior.utils.validator) validate_nan_policy() (in module geoprior.utils.validator) validate_numeric() (in module geoprior.utils.validator) validate_performance_data() (in module geoprior.utils.validator) validate_positive_integer() (in module geoprior.utils.validator) validate_sample_weights() (in module geoprior.utils.validator) validate_scaling_kwargs() (in module geoprior.models.subsidence.utils) validate_scores() (in module geoprior.utils.validator) validate_sets() (in module geoprior.utils.validator) validate_site_matches() (in module geoprior.cli.build_external_validation_fullcity) (in module geoprior.cli.build_external_validation_metrics) validate_square_matrix() (in module geoprior.utils.validator) validate_strategy() (in module geoprior.utils.validator) validate_target_in() (in module geoprior.utils.base_utils) validate_weights() (in module geoprior.utils.validator) validate_yy() (in module geoprior.utils.validator) verify_identical_items() (in module geoprior.utils.generic_utils) Version (class in geoprior.utils.version) vlog() (in module geoprior.utils.generic_utils) vprint() (in module geoprior.models.subsidence.maths) W warm-start adaptation weight_diff_report() (in module geoprior.models.subsidence.debugs) well_id (geoprior.cli.build_external_validation_metrics.MatchResult attribute) widen_temporal_columns() (in module geoprior.utils.data_utils) window (geoprior.scripts.extend_utils.ExtendCfg attribute) WorkflowOptimizer (class in geoprior.utils.sys_utils) write_splits_json() (in module geoprior.utils.split) write_tables() (in module geoprior.scripts.plot_uncertainty_extras) X x_norm (geoprior.scripts.utils.SpatialSupport attribute) X_test (geoprior.cli.sensitivity_lib.SensitivityContext attribute) X_train (geoprior.cli.sensitivity_lib.SensitivityContext attribute) X_val (geoprior.cli.sensitivity_lib.SensitivityContext attribute) Y y_norm (geoprior.scripts.utils.SpatialSupport attribute) y_test (geoprior.cli.sensitivity_lib.SensitivityContext attribute) y_train (geoprior.cli.sensitivity_lib.SensitivityContext attribute) y_val (geoprior.cli.sensitivity_lib.SensitivityContext attribute) years (geoprior.scripts.plot_hotspot_analytics.CityHotspotData attribute) Z zero-shot transfer zero_physics_bundle() (in module geoprior.models.subsidence.losses) zip_extractor() (in module geoprior.utils.io_utils)
