homemaker-layout/CLAUDE.md
Bruno Postle cf634ae949 homemaker-py-2g7.5: CP-SAT exact room-code assignment (seeder + reassign op)
Adds src/homemaker_layout/cpsat.py (OR-Tools CP-SAT) as an exact alternative
to operators._assign_adjacency_aware's greedy/beam room-code placement,
wired in as assign_solver="greedy"|"cpsat" (EXPERIMENTAL, default "greedy",
byte-identical to before) through constructive_topology/lift_base_to_storeys/
driver.search, plus a new operators.mutate_reassign in-search repair
operator (driver.search's enable_reassign=False default, mirrors
enable_ruin_recreate). Both found and fixed a resize-fragility bug (a
second CP-SAT pass against settled geometry, operators._cpsat_relabel_settled)
and a CP-SAT symmetry-blowup stall (explicit interchangeable-code grouping).

Seeder-level A/B on harbor-house is a solid, low-noise positive (~13% fewer
real fitness-scored secondary-adjacency fails, 10 seeds). Full driver.search
A/B is only pilot-scale (budget=3000 vs the bead's own 20k target) and
inconclusive -- both flags stay default-off pending a larger-N confirmation.
Full writeup: DESIGN.md §37.7. Bead left in_progress (own acceptance
criteria not fully met); homemaker-py-5bv tracks the deferred post-collapse
repair item.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LSwQwpEaHFBkeVSDDWd75S
2026-08-04 09:19:36 +01:00

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# Project Instructions for AI Agents
This file provides instructions and context for AI coding agents working on this project.
<!-- BEGIN BEADS INTEGRATION v:1 profile:minimal hash:ca08a54f -->
## Beads Issue Tracker
This project uses **bd (beads)** for issue tracking. Run `bd prime` to see full workflow context and commands.
### Quick Reference
```bash
bd ready # Find available work
bd show <id> # View issue details
bd update <id> --claim # Claim work
bd close <id> # Complete work
```
### Rules
- Use `bd` for ALL task tracking — do NOT use TodoWrite, TaskCreate, or markdown TODO lists
- Run `bd prime` for detailed command reference and session close protocol
- Use `bd remember` for persistent knowledge — do NOT use MEMORY.md files
## Session Completion
**When ending a work session**, you MUST complete ALL steps below. Work is NOT complete until `git push` succeeds.
**MANDATORY WORKFLOW:**
1. **File issues for remaining work** - Create issues for anything that needs follow-up
2. **Run quality gates** (if code changed) - Tests, linters, builds
3. **Update issue status** - Close finished work, update in-progress items
4. **PUSH TO REMOTE** - This is MANDATORY:
```bash
git pull --rebase
bd dolt push
git push
git status # MUST show "up to date with origin"
```
5. **Clean up** - Clear stashes, prune remote branches
6. **Verify** - All changes committed AND pushed
7. **Hand off** - Provide context for next session
**CRITICAL RULES:**
- Work is NOT complete until `git push` succeeds
- NEVER stop before pushing - that leaves work stranded locally
- NEVER say "ready to push when you are" - YOU must push
- If push fails, resolve and retry until it succeeds
<!-- END BEADS INTEGRATION -->
## Build & Test
```bash
pip install -e .
pytest
```
## Architecture Overview
homemaker-layout is a Python successor to the Perl [Urb](../urb) project. It
represents a building as a binary slicing tree where leaves carry **target
dimensions** from the programme and division ratios are **solved bottom-up**
(inverting Urb's top-down approach). The evolutionary search explores topology,
types, and adjacency only.
Key modules:
- `dom.py` — read/write Urb `.dom` YAML into a `Node` tree
- `geometry.py` — faithful port of Urb's top-down geometry
- `programme.py` — parse `patterns.config` space requirements
- `solver.py` — bottom-up ratio solve (scipy)
- `shapecurve.py` — Otten/Stockmeyer shape-curve DP: exact size/width/proportion feasibility for a frozen topology, any storey count (DESIGN.md §37.2/§37.4-§37.6); used as `driver._evaluate`'s NM warm-start/hard pre-filter
- `cpsat.py` — exact room-code-to-leaf labelling via OR-Tools CP-SAT for a fixed topology (DESIGN.md §37.7); replaces `operators._assign_adjacency_aware`'s greedy/beam room placement behind `assign_solver="cpsat"`, and powers the `operators.mutate_reassign` in-search repair operator
- `fitness.py` — native Python fitness evaluator (replaces Perl oracle)
- `fitness_cmd.py` — `homemaker-fitness` CLI entry point
- `collapse_cmd.py` — `homemaker-collapse` CLI: finish-time global cell→room collapse (94g)
- `graph.py` — leaf-adjacency graph for programme-driven fitness checks
- `genome.py` — topology genome: base-floor tree + per-storey deltas
- `operators.py` — high-locality mutation and subtree crossover
- `innerloop.py` — ratio optimisation inner loop (Nelder-Mead / CMA-ES)
- `driver.py` — memetic search outer loop
- `evolve.py` — `homemaker-evolve` CLI entry point
- `oracle.py` — legacy Perl shim, kept for validation only; do not use in new code
- `bubble.py` — 3D bubble-diagram adjacency fitness-signal prototype (DESIGN.md §27, `mi7`); validated NULL, not wired into `fitness.py` — reference only, do not build on without a new formulation
## Conventions & Patterns
### Scoring .dom files
Use the native `homemaker-fitness` command. Like the old `urb-fitness.pl`, you
**must `cd` to the directory containing the `.dom` file first** — the tool
resolves `patterns.config`, `costs.config`, and writes `.score`/`.fails`
relative to `cwd`:
```bash
cd /home/bruno/src/homemaker-layout/examples/programme-house
homemaker-fitness cf0b8a77e8b2325f92a7e7d150184a55.dom
```
The score is written to `<file>.dom.score` and failures to `<file>.dom.fails`; the numeric score is also printed to stderr.
Do **not** use `urb-fitness.pl` directly — `oracle.py` and the Perl tool are
kept only for cross-validation.