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Chapter 10 — Implementation Bindings & API Specification
I. One-Sentence Goal
Bind the physical formalism of this volume—Catalog / Seeds / Trajectory, Phi_T / grad_Phi_T, L_nu / LC, n_eff, segmentation and Delta_T_sigma, and the two arrival-time forms T_arr / Delta_T_arr—into a reusable API consistent with the template v0.1 interface family, standardizing I70-* prototypes, data objects, dimension/unit checks, error codes, logging, and reproducibility, so that cross-team implementations are consistent, auditable, and replayable.
II. Scope & Non-Goals
Covered: interface layering and function prototypes (aligned with the template family; concrete I70-* bindings), minimal data structures, dimension/unit and parameter validation, error codes and exception semantics, concurrency & reproducibility, logging & audit, exemplar workflows, and publication norms.
Not covered: re-deriving the equations/numerics of Chs. 3–9; hardware/observatory specifics; substituting the verification and uncertainty processes of Chs. 11–12.
III. Minimal Terms & Symbols
- Objects & state: Catalog, Seeds, Trajectory; state = { M, R, J, a_bh, SFR, Z, … }.
- Fields & environment: T_fil(x,t), Phi_T(x,t)=G(T_fil), grad_Phi_T(x,t); SeaProfile / Sigma_env.
- Propagation & forms: n_eff(x,t,f) (dimensionless, n_eff ≥ 1), c_ref, gamma(ell), d ell, endpoints { ell_i }.
- Constant pull-out: T_arr = ( 1 / c_ref ) * ( ∫ n_eff d ell )
- General form: T_arr = ( ∫ ( n_eff / c_ref ) d ell )
- Energy closure & naming isolation: R_env + T_trans + A_sigma = 1; T_fil ≠ T_trans, n ≠ n_eff.
IV. Interface Layering & Function Prototypes
(aligned to template v0.1; recommended I70-* bindings)
A. Catalog / Causation / Evolution (template: I.Build.*)
- I70-1 build_early_object_catalog(params) -> Catalog
Produce object inventory, types, z_form / z_obs, environment references, and hashes. - I70-2 seed_and_trigger(Phi_T, env, priors) -> Seeds
Sample seed from priors & environment; instantiate trigger process handles (supports inhomogeneous Poisson). - I70-3 evolve_object_state(O, env, tgrid) -> Trajectory
Numerically advance S70-7 … S70-10; apply Trigger at event times.
B. Radiation & Propagation (template: I.Build.*, I.Arrival.*)
- I70-4 synthesize_spectrum(O, state, fgrid) -> L_nu
- I70-5 couple_to_sea(O, SeaProfile, params) -> EnvCoupled (optional; hooks to LayeredSea)
- I70-6 predict_arrival_signature(n_eff, gamma, mode, c_ref) -> { T_arr, Delta_T_arr }
mode ∈ {constant, general}; segmentation & Delta_T_sigma are supplied at entry or assembled in the n_eff layer.
C. Interfaces & Energy (template: I.Interface.*, I.RT.Estimate)
- detect_interfaces(gamma, Sigma_env or SeaProfile) -> { ell_i, labels }
- interface_correction_sea(gamma, SeaProfile, params) -> Delta_T_sigma (thin-layer optional)
- I70-7 estimate_energy_triplet(data, Sigma_env) -> { R_env, T_trans, A_sigma }
D. Metrology / Consistency / Uncertainty (template: I.Consistency.*, I.Uncertainty.*)
- check_dual_arrival_consistency(inputs) -> eta_T
- consistency_thin_vs_thick_EO(inputs) -> tau_report
- propagate_uncertainty_GUM(inputs) -> u_c
- propagate_uncertainty_MC(inputs, Nsamples, seed) -> dist
E. Reporting & Logging (template: I.Report.*)
- emit_measurement_report(contract, logs, artifacts) -> Report
- log_artifacts_EO(meta, hashes, metrics) -> Log
Unified constraints (all entries): dimension checks check_dimension, enforce T_arr ≥ L_path / c_ref and R_env + T_trans + A_sigma = 1, naming isolation (T_fil vs T_trans, n vs n_eff), and explicit inclusion of segment endpoints { ell_i }—no cross-interface interpolation.
V. Data Structures (Minimal Definitions)
- Contract: spec_version, coords_spec, units_spec, metric_spec, mode, tolerances:{eps_T,eta_T,eta_w,tau_switch}, hash(*), SolverCfg, seed.
- Catalog: { id, type, z_form, z_obs, env_ref, seed_ref }, hash(Catalog).
- Seeds / Triggers: priors, samples & seed_rng, trigger events & timestamps, hash(Seeds).
- Trajectory: time series state(t) plus event log, hash(Trajectory).
- Field: name ∈ {Phi_T, grad_Phi_T, n_eff}, storage ∈ {grid, trajectory}, coords_spec / units_spec.
- SeaProfile / Interfaces: layer params, Sigma_env labels, { ell_i } tolerances, hash(SeaProfile).
- Spectral / Obs: L_nu(f), F_nu(f), LC(t), T_arr / Delta_T_arr with uncertainties.
- RTParams: band curves & confidence bands for R_env(f), T_trans(f), A_sigma(f).
- Report / Log: metrics, thresholds, falsification samples, hashes, and environmental metadata.
VI. Parameter Validation & Units / Dimensions
- Bindings: dim(T_arr) = [T], dim(c_ref) = [L][T^-1], dim(d ell) = [L], dim(n_eff) = 1, dim(Delta_T_sigma) = [T]; specify dim(L_nu) and dim(F_nu) in Contract.
- Coordinates / metric: metric_spec is mandatory and must provide the chi → d ell mapping; all entries carry consistent coords_spec / units_spec.
- Clamping: n_eff ∈ [1, n_max]; out-of-range ⇒ reject and record a falsification sample.
- Two forms: record mode and rationale; general form requires a c_ref(x,t,f) model with uncertainty.
VII. Error Codes & Exceptions (mapped to the template family)
- E-DIM-001 dimension mismatch or missing units
- E-GAUGE-002 gauge not fixed or conflicting conventions
- E-NEFF-003 n_eff < 1 or assembly failure
- E-PATH-004 invalid path discretization or measure mismatch
- E-INTF-005 interface matching failure or parameter out of bounds
- E-QAD-006 quadrature non-convergence or unmet eps_T
- E-CREF-007 c_ref calibration unsolved/unstable
- E-CONSIST-008 two-form consistency failure (eta_T over gate)
- E-EO-010 thin/thick consistency failure or Delta_T_sigma vs volume integral mismatch beyond gate
Handling: return error objects that preserve intermediate logs and RNG seed; output falsification samples and back-trace guidance (form choice, segmentation, SeaProfile, step size).
VIII. Concurrency, Determinism & Reproducibility
- Determinism: keep core pipeline pure-function where possible; for MC, log seed, sampling policy, and hashes.
- Concurrency: parallelize across object × band × path; evaluate local layer windows concurrently; avoid mutable shared state.
- Reproducibility: record hash(Catalog / Seeds / Trajectory / SeaProfile / Phi_T / n_eff / gamma / code) at entry; reports carry SolverCfg and metric_spec snapshots.
IX. Logging & Audit (minimal fields)
- Runtime: timestamp, platform, library versions, spec_version, SolverCfg.
- Physics & geometry: hash(Catalog / Seeds / Trajectory / SeaProfile / Phi_T / n_eff / gamma), Sigma_env labels and { ell_i } tolerances.
- Forms & thresholds: mode, eps_T, eta_T, eta_c, eta_w, tau_switch, lower-bound margin T_arr − L_path / c_ref.
- Energy & differential: R_env / T_trans / A_sigma residuals, Delta_T_sigma trigger stats, Delta_T_arr linear-regime diagnostics and OOB leakage ratio.
- Uncertainty & replay: u_stat, u_sys, u_c, k, seed, coords_spec / units_spec / metric_spec, hash manifests, falsification list.
X. Example Workflows (aligned with the template family)
A. Catalog → Causation → Evolution → Spectrum → Propagation (end-to-end)
- Catalog = build_early_object_catalog(params)
- Seeds = seed_and_trigger(Phi_T, env, priors)
- Trajectory = evolve_object_state(O, env, tgrid)
- L_nu = synthesize_spectrum(O, state, fgrid)
- T_arr, Delta_T_arr = predict_arrival_signature(n_eff, gamma, mode, c_ref)
- emit_measurement_report(…) (includes eta_T, tau_switch, energy closure and lower-bound audits)
B. Interfaces & Energy Closure
- ell_i = detect_interfaces(gamma, Sigma_env or SeaProfile)
- T_arr = segment_integrals(n_eff, gamma, { ell_i }, mode) [+ Delta_T_sigma]
- { R_env, T_trans, A_sigma } = estimate_energy_triplet(data, Sigma_env)
- log_artifacts_EO(…)
C. Uncertainty & Consistency
- u_c = propagate_uncertainty_GUM(inputs) / dist = propagate_uncertainty_MC(inputs, Nsamples, seed)
- eta_T = check_dual_arrival_consistency(inputs)
- tau_report = consistency_thin_vs_thick_EO(inputs)
XI. Cross-References
- EFT.WP.Cosmo.EarlyObjects v1.0: Ch. 3 (minimal equations), Ch. 4 (seed/trigger), Ch. 5 (coupling & growth), Ch. 6 (radiation & propagation), Ch. 7 (metrology), Ch. 9 (numerical implementation), Ch. 11 (verification), Ch. 12 (uncertainty budget).
- Template v0.1: interface family and I/O contract layering.
- EFT.WP.Cosmo.LayeredSea v1.0: segmentation, matching, consistency.
- EFT.WP.Propagation.TensionPotential v1.0: two-form, differential, path rules.
- EFT.WP.Core.*: Equations / Metrology / Errors.
XII. Deliverables
- API reference inventory: I70-* prototypes, inputs/outputs, units & dimensions, error semantics (aligned with template v0.1).
- Contract templates: field norms for Contract / Catalog / Seeds / Trajectory / Field / SeaProfile / RTParams / Report.
- Audit & reproducibility packs: logs, hashes, and replay manifests for workflows A/B/C.
Copyright & License (CC BY 4.0)
Copyright: Unless otherwise noted, the copyright of “Energy Filament Theory” (text, charts, illustrations, symbols, and formulas) belongs to the author “Guanglin Tu”.
License: This work is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0). You may copy, redistribute, excerpt, adapt, and share for commercial or non‑commercial purposes with proper attribution.
Suggested attribution: Author: “Guanglin Tu”; Work: “Energy Filament Theory”; Source: energyfilament.org; License: CC BY 4.0.
First published: 2025-11-11|Current version:v5.1
License link:https://creativecommons.org/licenses/by/4.0/