Contains projects associated to the development of modeling products
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Khalim Conn-Kowlessar 1ac22f3a58 Doc rot cleanup: delete 4 stale SAP-spec docs, refresh sap/README
Documents deleted (pre-implementation or superseded):

- `docs/sap-spec/CALCULATOR_DESIGN_SKETCH.md` — pre-implementation
  design sketch referencing SAP 10.3 PDF. Status field said "sketch
  only — not implemented" but the calculator IS implemented and the
  active spec target is SAP 10.2 per ADR-0010. Served its purpose.

- `docs/sap-spec/HANDOVER_SECTION_6.md` — §6 handover from when §6
  was being built. §6 is now Full (per closed cascade pins).
  Superseded by HANDOVER_NEXT.md.

- `docs/sap-spec/PARITY_FINDINGS.md` — log of MAE/RMSE measurements
  against 100-cert sample. The project has since moved to strict
  abs=1e-4 per-line-ref pins on 6 deterministic test vectors; MAE/
  RMSE on a random sample doesn't carry information value any more.
  Superseded by the cascade pin scoreboard in HANDOVER_NEXT.md.

- `docs/sap-spec/SPEC_COVERAGE.md` — coverage map with status table
  per-section. Stale: said §3 "Full (non-RR)" but RR detailed is
  implemented; said §4 "Table 3c pending" but Table 3c landed in
  slices 6-7; said §14 CO2/primary energy partial — current state
  lives in HANDOVER_NEXT.md cascade pin scoreboard. Maintenance
  burden of keeping a static status table in sync with reality made
  it net-negative.

`packages/domain/src/domain/sap/README.md` updates:

- Spec reference repointed to SAP 10.2 (14-03-2025) per ADR-0010
  (was sap-10-3-full-specification-2026-01-13.pdf).
- Added validation contract section pointing to test_section_
  cascade_pins.py + test_e2e_elmhurst_sap_score.py with the
  abs=1e-4 rule.
- Window lodgement section: documented per-window u_value path
  (slice 22) instead of legacy single-avg-U.
- §3 "currently only checks invariants" claim removed — all four §3
  aggregates pinned at abs=1e-4.
- Room-in-roof "one big known gap" claim removed — §3.10 detailed
  surfaces implemented across slices 13/16/23. U=0.86 external
  gable variant flagged as the remaining open item.
- "Worksheet lines to capture" guidance points at the cascade pin
  approach + capturing every line through §12.

Also added §A.4 to HANDOVER_NEXT.md: the user prefers the
fixture × line-ref matrix format for scoreboard reporting (with ✓
for within abs=1e-4 or numeric Δ for finer granularity). Following
sections renumbered A.5/A.6.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-23 07:42:58 +00:00
.devcontainer added env variables for boto 2026-05-12 12:34:17 +00:00
.github/workflows resolve merge conflict 2026-05-13 14:22:04 +00:00
.idea scaffolding for ml pipeline 2026-05-16 14:15:56 +00:00
.vscode added utils to allow easier subtask management 2026-03-02 15:15:39 +00:00
asset_list save 2026-05-07 15:55:44 +00:00
backend P6.1 follow-on: unbox BuildingPartIdentifier at backend boundaries 2026-05-20 09:58:23 +00:00
backlog implemented onboarding 2026-04-21 20:23:33 +00:00
datatypes Cohort residual slice 13: Detailed §3.10 RR geometry — per-surface lodgement 2026-05-22 19:36:10 +00:00
docs Doc rot cleanup: delete 4 stale SAP-spec docs, refresh sap/README 2026-05-23 07:42:58 +00:00
epr_data_exports allowing carbon and energy otimisation by removing slack 2025-07-31 19:13:16 +01:00
etl scaffolding for ml pipeline 2026-05-16 14:15:56 +00:00
infrastructure/terraform correct tfstate bucket name 2026-05-12 13:03:04 +00:00
model_data/requirements its working the way khalim wanted wiht postcode and then search that 2026-01-22 15:17:13 +00:00
packages Doc rot cleanup: delete 4 stale SAP-spec docs, refresh sap/README 2026-05-23 07:42:58 +00:00
recommendations save 2026-05-07 15:55:44 +00:00
scripts added type hinting to uprn 2026-05-12 09:40:12 +00:00
services P2.1: extract predict_sap_for_cert; swap probe to SAP 10.2 spec prices 2026-05-19 09:51:42 +00:00
sfr/principal_pitch added added historic epc data class with shape 2026-05-08 12:03:35 +00:00
survey_report quidos site notes extraction 2025-02-18 19:49:29 +00:00
utils changed to utils 2026-05-11 08:37:44 +00:00
.coveragerc fixed unit tests 2023-10-05 16:04:12 +01:00
.dockerignore make sure all test files are ignored when docker images are built 2026-04-23 11:29:07 +00:00
.gitignore slice 14a: ml_training_data pkg + sample.py (CSV filter + random sample) 2026-05-16 17:39:43 +00:00
__init__.py added checking for directory before creation and made some minor style changes 2023-08-25 15:21:17 +01:00
AGENTS.md added bulk address uprn route 2026-04-20 13:06:31 +00:00
ara_backend_design.md second grill session updating prd + context 2026-05-15 10:41:47 +00:00
BaseUtility.py fixed missing task and subtask for single remote assessments 2025-11-27 17:50:26 +00:00
CLAUDE.md note kwh service not needing predictions 2026-05-13 21:52:02 +00:00
conftest.py working on integrating new EPC api into address2UPRN 2026-04-27 11:32:44 +00:00
CONTEXT.md docs: ADR-0010 retargets calculator to SAP 10.2; rewrite handover 2026-05-19 09:54:24 +00:00
devcontainer.sh add dev container 2026-04-17 14:50:57 +00:00
Dockerfile.test post gres can't be ran as root 2026-03-13 15:56:13 +00:00
Dockerfile.test.dockerignore run tests 2026-03-13 15:44:16 +00:00
Makefile adding to dev container to create shared network on start up 2026-04-25 15:03:07 +00:00
MEMORY.md memory 2026-04-02 10:24:31 +00:00
package-lock.json restructuring openUrpn code 2023-07-20 11:41:43 +01:00
package.json restructuring openUrpn code 2023-07-20 11:41:43 +01:00
pyproject.toml slice 14a: ml_training_data pkg + sample.py (CSV filter + random sample) 2026-05-16 17:39:43 +00:00
pyrightconfig.json slice 14d: build_features wires bulk reader -> mapper -> EpcMlTransform 2026-05-16 18:38:41 +00:00
pytest.ini slice 14a: ml_training_data pkg + sample.py (CSV filter + random sample) 2026-05-16 17:39:43 +00:00
README.md adding to dev container to create shared network on start up 2026-04-25 15:03:07 +00:00
run_backlog.sh added bulk address uprn route 2026-04-20 13:06:31 +00:00
run_lambda_local.sh debugging local lambda run and updating the sap point checking condition 2023-09-13 18:47:12 +01:00
serverless.yml added logic to add to serverless 2026-04-22 12:39:44 +00:00
test.requirements.txt fixing missing deps for tests 2026-04-30 20:03:57 +00:00
tox.ini removing playright install for integration test 2026-04-30 20:08:13 +00:00
UBIQUITOUS_LANGUAGE.md note kwh service not needing predictions 2026-05-13 21:52:02 +00:00

Model Repository

This repository contains the code pertaining to the development of the data science and machine learning products being utilised by Hestia.

The different folders in this repository relate to services that can be used independently, or can be imported and used as part of a larger application

Getting Started

Prerequisites

Dev Container Setup

This repo uses a Docker Compose-based dev container. The model-backend service joins a shared-dev Docker network so it can communicate with other local services (e.g. a frontend container) running on your machine.

VS Code users: The initializeCommand in devcontainer.json creates the shared-dev network automatically before the container starts. No manual step required — just open the repo and select Reopen in Container.

Non-VS Code / CI workflows: Run the following once before starting the container:

make dev-setup

This is idempotent and safe to re-run if the network already exists.

Folders

backend/

This folder contains the code for the fastapi backend service, which provides an interface to much of the functionality in this repository, for the frontend

model_data/

This folder contains related to the reading and preparation of assessment model data, including pulling out epc attributes

Testing

All tests can be run, against the configuration in pytest.ini running

pytest

This will run the complete panel of tests and report on coverage in the locations specified by the pytest.ini file.

To run tests in a specific service, e.g. inside of model_data, simply run

pytest --cov-config=model_data/.coveragerc --cov=model_data

This will produce the test results and coverage reports