Home / Docs-Technical WhitePaper / 37-EFT.WP.EDX.HighSpeed v1.0
Chapter 15 — Data & Reproducibility (DataSpec / Methods.Repro)
I. Chapter Objectives & Structure
- Objective: Define this volume’s data contract, data/pipeline cards, and audit-trail exports; lock environments and equivalence tests so that S20-HF / S30-HF / S50-HF / I30-HF / I40-HF / M10-HF / M20-HF / Chapter 7 are reproducible, auditable, and releasable under a unified data dialect.
- Structure: Data contract → Fields & templates → Pipeline card & env-lock → Repro workflow → Audit trail & release → Falsifiability → Compliance templates → Cross-chapter closure.
- Shared time-of-arrival dialect (equivalent; explicit path/measure; record delta_form):
- Constant-factored: T_arr = ( 1 / c_ref ) * ( ∫ n_eff d ell )
- General: T_arr = ( ∫ ( n_eff / c_ref ) d ell )
II. Data Contract (HighSpeed increments)
- Artifacts: raw/cleaned/aligned S-parameters, Z_eft/argZ, Znorm(omega), (optional) T_mm/Z0_mm, arrival, binding_ref, deemb/sync, HF KPIs {T_group/E_phase/GDR/ΔW}, Z_c(omega), (if enabled) ΔZ_rad(omega), qa_gates, audit_manifest.
- Minimal consistency: SI units; key equalities check_dim = pass; Re{Z_eft} ≥ 0 and KK_consistency = pass; two-dialect T_arr agreement; if radiation enabled, Re{ΔZ_rad} ≥ 0.
- Versioning & checksums: semver + per-file sha256; record created_at, toolchain, and env_lock fingerprints.
III. Dataset Card (v1.0, HF fields)
Field | Req. | Notes |
|---|---|---|
dataset_id | ✓ | Unique ID |
version | ✓ | semver |
source | ✓ | measurement / simulation / 3D-EM |
instruments | ✓ | VNA/TDR/probe models, calibration |
deemb | ✓ | Method/version/artifact/baseline_id |
sync | ✓ | Timebase scheme/dt_sync_s |
binding_ref | ✓ | layout ↔ gamma(ell) binding ID |
arrival | ✓ | form/gamma/measure/c_ref/Tarr/u_Tarr/delta_form |
Znorm(omega) | ✓ | Port normalization impedance (array vs ω allowed) |
S(omega) | ✓ | Multiport S-parameters (file or array) |
T_mm/Z0_mm | — | Mixed-mode matrix & norm impedances |
Z_eft/argZ | ✓ | Tension-landscape impedance & phase |
Z_c(omega) | ✓ | Characteristic impedance (line/mode) |
HF_KPI | ✓ | T_group_s[] / E_phase / GDR / ΔW |
alpha_per_m/beta_per_m | — | Amplitude/phase dispersion (optional) |
ΔZ_rad(omega) | — | Positive-real radiation correction (if enabled; Re ≥ 0) |
qa_gates | ✓ | Results for check_dim/passivity/KK |
hashes/created_at/toolchain | ✓/—/— | Integrity & traceability |
Minimal template (copy-ready)
dataset_card:
dataset_id: "EDXHS-001"
version: "1.0.0"
source: "measurement"
instruments:
- {type:"VNA", model:"—", cal:"2025-08-01", range:"10 MHz–40 GHz"}
deemb: {method:"TRL", version:"1.2", artifact:"/artifacts/deemb.json", baseline_id:"BLSN-EDX-001"}
sync: {ref:"10MHz", scheme:"shared_ref+trigger", dt_sync_s: 2.0e-12}
binding_ref: "LAY2PATH-HF-0001"
arrival:
form: "n_over_c" # or "one_over_c_times_n"
gamma: "explicit"
measure: "d_ell"
c_ref: 299792458.0
Tarr_s: 1.234e-09
u_Tarr_s: 6.0e-12
delta_form: "n_over_c"
Znorm_ohm: [50.0, 50.0]
sparams: "/artifacts/S.s2p"
mixed_mode:
enabled: true
T_mm: "/cfg/T_mm.yaml"
Z0_mm_ohm: [100.0, 25.0]
Z_eft: {real:[...], imag:[...]}
argZ: [ ... ]
Zc_ohm: [ ... ]
HF_KPI:
T_group_s: [ ... ]
E_phase_rad: 0.043
GDR_s: 1.8e-10
ΔW: 0.17
dispersion:
alpha_per_m: [ ... ] # optional
beta_per_m: [ ... ] # optional
radiation:
enabled: true
deltaZ_rad: {Re_ohm:[...], Im_ohm:[...]} # Re ≥ 0
Re_Zrad_min: 0.0
qa_gates: {check_dim:"pass", passivity:"pass", KK:"pass"}
hashes:
files:
- {path:"/artifacts/S.s2p", sha256:"..."}
- {path:"/artifacts/deemb.json", sha256:"..."}
created_at: "2025-09-16T10:00:00Z"
toolchain: {simstack_hf:"1.0.0", kernels:"0.9.3"}
IV. Pipeline Card (v1.0) & Environment Lock (v1.0)
- Standard stages: ingest → align(I30-HF) → deembed/renorm → s2z(I40-HF) → sync_corr → path_correct → kpi_eval(Ω) → radiation_eval → export(cards).
- Env-lock: record OS/interpreter/dependencies/container digest & hardware; execute every stage in a unified unit system.
pipeline_card:
pipeline_id: "EDXHS-PIPE-001"
version: "1.0.0"
steps:
- {id:"ingest", cmd:"load_sparams --input /artifacts/S.s2p"}
- {id:"align", cmd:"map_ports --binding LAY2PATH-HF-0001"}
- {id:"deembed", cmd:"deembed --fixture /artifacts/deemb.json --baseline BLSN-EDX-001"}
- {id:"renorm", cmd:"renorm --znorm Znorm.yaml"}
- {id:"s2z", cmd:"map_S_to_Z --mode mixed --Tmm /cfg/T_mm.yaml"}
- {id:"sync_corr", cmd:"phase_corr --dt_sync_s 2.0e-12"}
- {id:"path_correct", cmd:"pathfix --binding LAY2PATH-HF-0001"}
- {id:"kpi_eval", cmd:"kpi --omega ω1,ω2 --kpi_gates gates.yaml"}
- {id:"rad_eval", cmd:"rad --enable --zref Z_base.npy"}
- {id:"export", cmd:"export_cards --out /release"}
env_lock:
os: {name:"Ubuntu", version:"22.04"}
interpreter: {name:"Python", version:"3.11.6"}
packages:
- {name:"numpy", version:"1.26.4", hash:"sha256:..."}
- {name:"scipy", version:"1.13.1", hash:"sha256:..."}
- {name:"pandas", version:"2.2.2", hash:"sha256:..."}
container: {image:"registry/edxhs:1.0.0", digest:"sha256:..."}
hardware: {cpu:"x86_64", gpu:"none", ram_GB:32}
seeds: {global: 20250916}
V. Reproducibility Workflow (Methods.Repro, execution dialect)
- Fetch & verify: pull dataset_card/pipeline_card/env_lock; verify sha256.
- Rebuild environment: start container/venv per env_lock.
- Alignment & corrections: run align → deembed/renorm → s2z → sync_corr → path_correct; ensure passivity/KK and complete arrival.
- Arrival consistency: compute T_arr with both dialects; verify agreement within u(T_arr).
- Recompute KPIs: on window Ω, recompute T_group/E_phase/GDR and ΔW; (if available) verify T_group ≈ L·dβ/dω.
- Radiation consistency: if ΔZ_rad enabled, verify Re{ΔZ_rad} ≥ 0 and pre/post sealing monotonicity; compute P_rad ≈ ½Re{ΔZ_rad}|I_port|^2 vs field trends.
- Equivalence test: compare reproduced vs published with thresholds ε_Z/ε_φ/ε_Tg/ε_W/(ε_Zc); issue qa_gates.
VI. Audit Trail & Release
audit_manifest:
run_id: "RUN-2025-09-16-001"
toolchain: {simstack_hf:"1.0.0", kernels:"0.9.3"}
diffs: {params_changed:["Ks_tau"], reason:"tuning within prior"}
seeds: {global: 20250916}
qa:
check_dim: "pass"
passivity: "pass"
KK: "pass"
logs: "/logs/run_001.txt"
release_manifest:
normative_refs: ["EFT.WP.Core.DataSpec v1.0","Methods.Repro v1.0"]
artifacts:
- "/release/dataset_card.yaml"
- "/release/pipeline_card.yaml"
- "/release/env_lock.yaml"
- ["/release/audit_manifest.yaml", "/release/qa_report.json"]
hashes:
dataset_card: "sha256:..."
pipeline_card: "sha256:..."
env_lock: "sha256:..."
audit: "sha256:..."
VII. Falsifiability (Repro-specific)
- R-HF-1 (Two-dialect agreement): for the same gamma(ell)/n_eff, T_arr(n_over_c) vs T_arr(one_over_c_times_n) differ beyond u(T_arr).
- R-HF-2 (Positive-real/causality failure): reproduced Re{Z_eft} < 0 or KK_consistency fails.
- R-HF-3 (Equivalence failure):
- ε_Z = max_ω |Z_eft^{rep} − Z_eft^{pub}| / |Z_eft^{pub}| > ε_Z_gate
- ε_φ = max_ω |arg Z^{rep} − arg Z^{pub}| > ε_φ_gate
- ε_Tg = max_ω |T_group^{rep} − T_group^{pub}| > ε_Tg_gate
- ε_W = max_ω Σ_{p,m} |w_{p,m}^{rep} − w_{p,m}^{pub}| > ε_W_gate
- (optional) ε_Zc = max_ω |Z_c^{rep} − Z_c^{pub}| > ε_Zc_gate
- R-HF-4 (Env not reproducible): env_lock cannot be rebuilt or fingerprints mismatch.
- R-HF-5 (Audit trail missing): missing hashes or incomplete logs.
VIII. Compliance Bundle (copy-ready)
Equivalence & consistency checks (pseudocode)# 1) Two-dialect T_arr
T1 = (1/c_ref) * sum(n_eff[i]*Δell[i]) # n_over_c
T2 = sum((n_eff[i]/c_ref) * Δell[i]) # one_over_c_times_n
assert abs(T1 - T2) <= u_Tarr
# 2) KPIs & propagation consistency
phi = unwrap(argZ - ω*Δt_sync)
T_group = grad(phi, ω)
assert max_abs(T_group - L*grad(beta, ω)) <= u_Tg # if beta available
# 3) Positive-real & K–K quick gates
assert min(Re(Z_eft)) >= 0.0 and KK_consistency(Z_eft)
# 4) Equivalence thresholds
eps_Z = max_abs(Z_eft_rep - Z_eft_pub) / max_abs(Z_eft_pub)
eps_phi= max_abs(phi_rep - phi_pub)
eps_Tg = max_abs(Tg_rep - Tg_pub)
eps_W = max_over_ω(sum_abs(w_rep - w_pub))
eps_Zc = max_abs(Zc_rep - Zc_pub)
assert eps_Z<=ε_Z_gate and eps_phi<=ε_φ_gate and eps_Tg<=ε_Tg_gate and eps_W<=ε_W_gate and eps_Zc<=ε_Zc_gate
Suggested gates (to be specialized in dataset cards)
equivalence_gates:
eps_Z_gate: 0.03
eps_phi_gate: 0.05 # rad
eps_Tg_gate: 0.10e-9 # s
eps_W_gate: 0.10
eps_Zc_gate: 2.0 # ohm
IX. Cross-Chapter Links & Closure
- Dependencies: Chapter 7 (Coherence KPIs), Chapter 8 (S↔Z mapping), Chapter 9 (Metrology chain), Chapter 10 (Falsification), Chapter 11 (Co-simulation), Chapter 12 (Design Rules), Chapter 14 (SimStack).
- Downstream: Chapter 16 (Design Protocol & Checklist — integrate repro gates & equivalence thresholds), and the unified specifications EFT.WP.Core.DataSpec / Methods.Repro.
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/