Model/packages
Khalim Conn-Kowlessar 6836aed004 Slice 42: golden-cohort PE pin uses demand cascade via calculate_sap_from_inputs
Slice 37's per-cert pin refactor pinned PE residuals against
`result.primary_energy_kwh_per_m2` from the rating cascade (UK-avg
climate). But per SAP10.2 Appendix U + the codebase's own
SAP_CALCULATOR.md docs, the EPC's published `energy_consumption_current`
is a postcode-climate value — same as CO2. The CO2 pin was already
correct; PE was an oversight.

Fix: use the public `calculate_sap_from_inputs` entry point twice —
once with `cert_to_inputs` (rating cascade) for SAP, once with
`cert_to_demand_inputs` (demand cascade) for PE + CO2. This drops
the four section-helper imports and reads everything off SapResult,
keeping the test surface minimal.

PE residuals shift on every fixture (sometimes toward zero, sometimes
away — the rating cascade was masking the real gap):

  cert                              old PE     new PE     Δ
  0240-0200-5706-2365-8010          +0.74      +5.58      worse — known RR gap
  0300-2747-7640-2526-2135          +17.34     +4.45      tighter
  0390-2254-6420-2126-5561 (LN12)   -3.14      +0.18      tighter ← bread-and-butter cert now within 0.2 kWh/m²
  0390-2954-3640-2196-4175          -27.64     -26.68     ~same
  2130-1033-4050-5007-8395 (DE22)   -61.25     -65.89     worse — PV PE-offset now correctly accounted
  6035-7729-2309-0879-2296          +34.62     +45.05     worse — known wall-insulation + RR gap
  7536-3827-0600-0600-0276          -27.45     -17.98     tighter
  8135-1728-8500-0511-3296          -14.37     -9.50      tighter

The "worse" certs (0240, 6035, DE22) were never close — the rating
cascade had been coincidentally masking the real PE gap on the certs
with documented mapper gaps. Demand cascade now exposes the real
residual for each; the documented gaps' fixes will close them.

LN12 (bread-and-butter, gas combi, no PV) now reads:
  SAP   resid +0       (exact match)
  PE    resid +0.18    (within 0.2 kWh/m² of lodged 241)
  CO2   resid +0.04    (within 0.05 t/yr of lodged 3.5)
First cert in the cohort within target ±0.5 on SAP and ±1 on PE/CO2.

930/930 Elmhurst cascade unchanged. 14/14 golden cohort + PCDB chain
green. Pyright net-zero (2 errors before and after).

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-24 14:42:55 +00:00
..
domain Slice 42: golden-cohort PE pin uses demand cascade via calculate_sap_from_inputs 2026-05-24 14:42:55 +00:00
fetchers added potential file scaffolding: 2026-05-15 10:56:53 +00:00
repos added potential file scaffolding: 2026-05-15 10:56:53 +00:00
utils added potential file scaffolding: 2026-05-15 10:56:53 +00:00
README.md added potential file scaffolding: 2026-05-15 10:56:53 +00:00

Shared packages

Workspace packages consumed by services/*. Each package is its own Python distribution with its own pyproject.toml; services import via the workspace dependency mechanism ({ workspace = true }).

Package Purpose
domain/ Shared domain types — Property, BaselinePerformance, Plan, Scenario, EpcPropertyData, etc. No persistence, no IO, no business logic.
repos/ Persistence layer — one repo per aggregate. Owns the SQL. Depends on domain.
fetchers/ External API clients (gov EPC, Ofgem, Google Solar, etc.). Depend on domain for response shapes.
utils/ Cross-cutting infra — logging, S3, CloudWatch URL builders, SQS task helpers.

Adding a new shared package

Only when a real second consumer materialises. Don't pre-shatter (repos-epc, repos-property, ...) — split when a deployment needs to drop a dep, not before.

See ../ara_backend_design.md §11 for the broader monorepo layout and ../CONTEXT.md for the domain glossary that names the types living in domain/.