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Appendix D — Reference Implementation & Test Script Inventory
I. One-line Aim
Provide a minimal, template-aligned (v0.1) reference implementation and a concrete list of test scripts—covering directory layout, entrypoints, configuration, execution, and audit rules—so that end-to-end flows for Catalog/Seeds/Trajectory, Phi_T/grad_Phi_T, L_nu/LC, n_eff, { ell_i }, Delta_T_sigma, {R_env,T_trans,A_sigma}, and both arrival-time forms T_arr/Delta_T_arr are deployable, reproducible, and auditable.
II. Scope & Non-Goals
- Covers: repository layout; minimal interfaces (Template API family → this volume’s I70-* mapping); benchmark scripts and their intent; CLI run examples; configuration samples; outputs & audit essentials; reproducibility workflow; security constraints.
- Not: device-level hardware code; private/closed libraries; anything beyond “minimal viable + dimensional safeguards.”
III. Directory Layout (recommended)
ref_eo/ # reference implementation root
core/ # physics & numerics core
catalog.py # I.Build.Catalog → build_early_object_catalog
seed.py # I.Build.Seeds|Triggers → seed_and_trigger
evolve.py # I.Build.* → evolve_object_state
sed.py # spectra/fields → synthesize_spectrum
transport.py # I.Arrival.Constant|General|Delta → predict_arrival_signature
interfaces.py # I.Interface.ApplyMatching|I.Path.Segment|I.Path.InterfaceCorrection
rt.py # I.RT.Estimate → estimate_energy_triplet
metrics.py # I.Consistency.*, I.Uncertainty.* (eta_T, tau_switch, GUM/MC)
io/
contract.py # Contract I/O + validation + DimReport
dataio.py # read/write Catalog/Seeds/Trajectory/SeaProfile/Path/Observations
hashing.py # content hashes for Catalog/Seeds/Trajectory/SeaProfile/Phi_T/n_eff/gamma/code
utils/
solvercfg.py # quadrature/step rules/concurrency policies
logger.py # I.Report.Log|Emit → log_artifacts_EO, emit_measurement_report
rng.py # seeded RNG for MC reproducibility
scripts/ # benchmarks & tests (see §V)
configs/ # runnable configs & samples (see §VII)
artifacts/ # results & audits (logs, reports, hash manifests, replay lists)
Naming isolation (hard-guard): never conflate T_fil with T_trans, nor n with n_eff. Every entry must pass n_eff ≥ 1 and dimensional checks at ingress.
IV. Core Interfaces (Template API Family → this volume I70-*)
- I.Build.Catalog → build_early_object_catalog(params) -> Catalog (I70-1)
- I.Build.Seeds|Triggers → seed_and_trigger(Phi_T, env, priors) -> Seeds (I70-2)
- I.Build. (evolution)* → evolve_object_state(O, env, tgrid) -> Trajectory (I70-3)
- I.Build.Phi / spectra → synthesize_spectrum(O, state, fgrid) -> L_nu (I70-4)
- I.Arrival.Constant|General|Delta →
predict_arrival_signature(n_eff, gamma, mode, c_ref) -> { T_arr, Delta_T_arr } (I70-6)
with mode ∈ {constant, general}; segmentation and Delta_T_sigma are provided at ingress or assembled with n_eff. - I.Interface.ApplyMatching / I.Path.Segment / I.Path.InterfaceCorrection →
detect_interfaces, segment_integrals, interface_correction_sea - I.RT.Estimate → estimate_energy_triplet(data, Sigma_env) -> { R_env, T_trans, A_sigma } (I70-7)
- I.Consistency.DualMode|ThinThick → check_dual_arrival_consistency, consistency_thin_vs_thick_EO
- I.Uncertainty.GUM|MC → propagate_uncertainty_GUM, propagate_uncertainty_MC
- I.Report.Log|Emit → log_artifacts_EO, emit_measurement_report
Unified constraints (all ingress): run check_dimension; enforce T_arr ≥ L_path / c_ref and R_env + T_trans + A_sigma = 1; include explicit segment endpoints { ell_i }; no cross-interface interpolation.
V. Script Inventory & Purpose (minimal set)
- scripts/run_catalog.py — build Catalog and environment refs (I.Build.Catalog).
- scripts/run_seed.py — sample Seeds/Triggers and persist (I.Build.Seeds|Triggers).
- scripts/run_evolve.py — advance Trajectory, log events (**I.Build.*`).
- scripts/run_spectrum.py — synthesize L_nu/LC (spectral).
- scripts/run_transport.py — assemble n_eff, segment, compute both T_arr/Delta_T_arr (I.Arrival. + I.Path.).
- scripts/run_interfaces.py — detect/match interfaces, apply Delta_T_sigma, estimate {R_env,T_trans,A_sigma} (I.Interface. + I.RT.Estimate*).
- scripts/run_dispersion.py — differential band analysis and n_path polynomial fit (I.Arrival.Delta).
- scripts/run_dual_consistency.py — two-form consistency eta_T (I.Consistency.DualMode).
- scripts/run_thin_vs_thick.py — thin/thick coherence tau_switch (I.Consistency.ThinThick).
- scripts/run_uncertainty_gum.py / scripts/run_uncertainty_mc.py — GUM/MC propagation & tail risk.
- scripts/run_report.py — consolidate logs & metrics, generate report & hash manifest.
VI. Run Examples (CLI)
Catalog → Seeds → Evolution (basics)
python scripts/run_catalog.py --contract configs/eo.contract.json --out artifacts/catalog/
python scripts/run_seed.py --contract configs/eo.contract.json --priors configs/priors.json --out artifacts/seeds/
python scripts/run_evolve.py --contract configs/eo.contract.json --catalog artifacts/catalog/catalog.json --seeds artifacts/seeds/sd.json --out artifacts/traj/
Spectra → Transport → Consistency
python scripts/run_spectrum.py --contract configs/eo.contract.json --traj artifacts/traj/trajectory.jsonl --fgrid configs/fgrid.json --out artifacts/sed/
python scripts/run_transport.py --contract configs/eo.contract.json --path paths/p001.path.jsonl --phi fields/phi_t.zarr --gphi fields/grad_phi_t.zarr --sea seaprofile/sea.v1.json --out artifacts/transport/
python scripts/run_dual_consistency.py --contract configs/eo.contract.json --path paths/p001.path.jsonl --neff fields/neff.zarr --cref calib/c_ref.json --out artifacts/consistency/
Differential / Thin–Thick / Uncertainty
python scripts/run_dispersion.py --contract configs/eo.contract.json --obs obs/p001.obs.jsonl --fgrid configs/fgrid.json --out artifacts/dispersion/
python scripts/run_thin_vs_thick.py --contract configs/eo.contract.json --path paths/p001.path.jsonl --sea seaprofile/sea.v1.json --out artifacts/switch/
python scripts/run_uncertainty_gum.py --contract configs/eo.contract.json --inputs artifacts/transport/results.json --out artifacts/uncertainty/gum/
python scripts/run_uncertainty_mc.py --contract configs/eo.contract.json --inputs artifacts/transport/results.json --nsamples 20000 --seed 20250905 --out artifacts/uncertainty/mc/
Reporting
python scripts/run_report.py --manifest artifacts/manifest.json --out artifacts/report/
VII. Sample Config (minimal)
configs/eo.contract.json
{
"spec_version":"EFT.WP.Cosmo.EarlyObjects v1.0",
"coords_spec":"Comoving-Spherical",
"units_spec":{"length":"m","time":"s","speed":"m•s^-1","frequency":"Hz"},
"metric_spec":{"type":"FLRW-like","S_k":"sin","a_ref":1.0},
"mode":"constant",
"gauge":{"x_ref":[0,0,0],"t_ref":"2025-01-01T00:00:00Z"},
"tolerances":{"eps_T":1e-9,"eta_T":5e-10,"eta_w":0.03,"tau_switch":5e-12}
}
configs/priors.json
{"BHSeed":{"M0":{"dist":"lognormal","mu":2e4,"sigma":0.3},"a_bh0":{"dist":"uniform","low":0.1,"high":0.9}}}
configs/solver.eo.json
{
"quad":"adaptive_simpson",
"step_rule":"curvature_medium_layer",
"tau_geom":0.02,"tau_medium":0.01,"tau_sea":0.005,
"convergence":{"levels":[1.0,0.5,0.25],"eps_T":1e-9},
"parallel":{"freq":"threads","paths":"threads"}
}
configs/fgrid.json
{"f0":1.0e9,"band":[-5.0e7,5.0e7],"nodes":[9.5e8,1.0e9,1.05e9]}
VIII. Outputs & Audit (minimum set)
- Results: results.json (contains T_arr/Delta_T_arr, optional Delta_T_sigma, eta_T, tau_switch, primary hashes, and SolverCfg/metric_spec snapshot).
- Audit: audit.log (dimension checks, form selection, step & error stats, interface triggers, energy-consistency margins, clamp rates).
- Hashes: hashes.json (content hashes of Catalog/Seeds/Trajectory/SeaProfile/Phi_T/n_eff/gamma/code).
- Report: report.md (metric panels, falsification samples, replay commands, environment & versions).
IX. Reproducibility (one-click replay)
- Freeze artifacts/manifest.json (includes Contract; Catalog/Seeds/Trajectory; SeaProfile/Path; Fields/Neff; SolverCfg/metric_spec; seed; all hashes).
- Execute:
python scripts/run_report.py --manifest artifacts/manifest.json --out artifacts/report/
- Verify that the new hashes.json matches the frozen one; any mismatch ⇒ replay failure with a diff summary.
X. Security & Integrity
- Read-only inputs: mount /contracts, /obs, /interfaces as read-only to prevent tampering.
- Dimensional guard: every script gates on check_dimension; failures hard-fail and log.
- Naming isolation: forbid mapping T_fil ↔ T_trans, n ↔ n_eff.
- Seeded randomness: MC scripts accept --seed and persist the seed in logs.
XI. Template API Family Quick Map (anchored to template v0.1)
- Build: I.Build.Catalog|Seeds|Trajectory|Phi|Neff
- Path: I.Path.Capture|Segment|InterfaceCorrection
- Arrival: I.Arrival.Constant|General|Delta
- Interface/Energy: I.Interface.ApplyMatching, I.RT.Estimate
- Consistency/Uncertainty: I.Consistency.DualMode|ThinThick, I.Uncertainty.GUM|MC
- Reporting: I.Report.Log|Emit
Engineering mapping: see this volume’s I70-* roster in §IV.
XII. Cross-References
- EFT.WP.Cosmo.EarlyObjects v1.0: Ch. 3–10, 11–12 (objects, causation, growth, radiation, propagation, metrology, interfaces, numerics, validation & errors).
- Template v0.1: API family & I/O contract layering.
- Cosmo.LayeredSea v1.0: segmentation, matching, and consistency.
- Propagation.TensionPotential v1.0: two-form arrival & differential flows.
- Core. suite: Equations / Metrology / Errors.
XIII. Deliverables
- Minimal reference skeleton (ref_eo/core|io|utils) plus test script set (scripts/).
- Runnable config samples (configs/) and benchmark path/observation placeholders.
- Audit & replay templates (artifacts/: results.json, audit.log, hashes.json, report.md, manifest.json).
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/