32 Sub-Module 6.2-A
PoC Pipeline, Commands and Run-Bundle Conventions
32.1 SM-6.2-A: PoC Pipeline, Commands and Run-Bundle Conventions
Step 1: DemandPack construction
python -m src.generate_demandpack --epoch-tag 2035_EB --outdir Output/runs/<bundle>/epoch2035_EB/
python -m src.generate_demandpack --epoch-tag 2035_BB --outdir Output/runs/<bundle>/epoch2035_BB/Produces staged hourly demand CSVs accepted by the site dispatch module. Verify output: annual_total_mwh field within 0.5 percent of the declared annual total.
Step 2: Site dispatch (proportional mode)
python -m src.site_dispatch_2020 --epoch 2035_EB --mode proportional `
--demand-csv Output/runs/<bundle>/epoch2035_EB/demand_staged.csv `
--output-root Output --run-id <bundle>/epoch2035_EB/dispatch_prop_v2_capfix1Repeat for 2035_BB. Produces site_dispatch_2035_EB_summary.csv and incremental_electricity_MW_2035_EB.csv in the signals/ subfolder.
Step 3: Futures template (first time or when scaling)
# Generate 100 paired futures (recommended for thesis PoC)
python scripts/generate_futures_2035.py --n 100 --seed 42 `
--out "Input/rdm/futures_2035.csv"
# Validate
python scripts/validate_futures_2035.py --csv "Input/rdm/futures_2035.csv" --n 100Anchor futures 0 to 20 are preserved exactly. Futures 21 to 99 use Latin Hypercube Sampling across continuous driver dimensions and weighted discrete sampling for VOLL.
Step 4: Grid RDM screening
python -m src.run_rdm_2035 --bundle <bundle> --epoch-tag 2035_EB `
--futures-csv "Input/rdm/futures_2035.csv"
python -m src.run_rdm_2035 --bundle <bundle> --epoch-tag 2035_BB `
--futures-csv "Input/rdm/futures_2035.csv"Both runs must reference the same futures_2035.csv to enforce the paired-futures contract. Produces rdm_summary_2035_EB.csv and rdm_summary_2035_BB.csv in Output/runs/
Step 5: Site decision robustness overlay
# Initialise canonical futures.csv with site multipliers
python -m src.site_decision_robustness --bundle <bundle> --init-futures-multipliers
# Validate setup
python -m src.site_decision_robustness --bundle <bundle> --validate-only
# Generate overlay
python -m src.site_decision_robustness --bundle <bundle> --epoch-eb 2035_EB --epoch-bb 2035_BBStep 6: Pathway comparison
python -m src.compare_pathways_2035 --bundle <bundle>Produces compare_2035_EB_vs_BB.csv and compare_2035_EB_vs_BB.md in Output/runs/
Acceptance checklist
All items below must be verified before the bundle is considered release-ready:
- All dispatch summaries exist for 2035_EB and 2035_BB
- All incremental electricity CSVs exist in signals/ folders
- RDM summaries exist for both 2035_EB and 2035_BB
- Paired futures: EB and BB RDM summaries use identical future_id sets
- No unacceptable unserved energy: annual_unserved_MWh equals zero or within declared tolerance
- Pathway comparison CSV and MD exist
- Overlay outputs exist: site_decision_robustness_summary_2035.csv
- SHA256 hash verification passes for all SignalsPack files