7 Commits
Author SHA1 Message Date
KoalaTrapLord 5b5bac42fb fix: use vars(row) instead of dict(row) in _build_collection_from_bulk
dict() on a types.SimpleNamespace raises TypeError: object is not iterable.
vars() correctly extracts the __dict__ attribute map. Fixes
TestBuildCollectionFailureTracking::test_high_failure_rate_raises_runtime_error.
2026-03-30 10:39:49 -04:00
KoalaTrapLord 882e2370c1 fix(#127): persist built_at in ChromaDB collection metadata as sidecar fallback
- _write_build_meta: after writing build_meta.json, also stamps built_at
  onto the collection via col.modify() (best-effort, swallows exceptions)
- _collection_is_current: if sidecar built_at is missing/zero, falls back
  to collection.metadata["built_at"] so a deleted sidecar doesn't force
  an unnecessary full rebuild when the ChromaDB data is still valid
2026-03-29 04:29:35 -04:00
KoalaTrapLord bbca0b7985 fix(#126): add batch insert retry logic with exponential backoff
- Add BATCH_RETRY_LIMIT and BATCH_RETRY_DELAY constants after DEFAULT_BATCH_SIZE
- Add _insert_batch_with_retry() helper with exponential backoff
- Replace both bare try/except insert blocks in _build_collection_from_bulk
  with calls to the retry helper so transient ChromaDB errors are retried
  up to BATCH_RETRY_LIMIT times before a batch is counted as failed
2026-03-29 04:24:58 -04:00
KoalaTrapLord aefd0cace6 feat(rag): Phase 1 — rewrite build_card_text to natural-language format (#137)
* feat(rag): Phase 1 — rewrite build_card_text to natural-language format

* feat(rag): Phase 2 — Forge-enriched ChromaDB RAG store (2a–2e)

Phase 2a: Forge lazy import guard (_try_import_forge_lookup)
Phase 2b: _build_document appends Forge trigger/replacement/static/keyword tags
Phase 2c: _build_metadata adds has_trigger, has_replacement, has_static, trigger_modes fields
Phase 2d: query_cards extended with require_trigger, require_replacement, require_static params + ChromaDB where clause support
Phase 2e: get_rag_stats reports forge_enriched and forge_coverage; _write_build_meta tracks coverage; build loop counts enriched cards

* feat(rag): Phase 3 — add mtgrules second ChromaDB collection

Adds build_rules_index() and query_rules() operating on a separate
'mtgrules' ChromaDB collection. Chunks MagicCompRules.txt by rule-number
boundaries, embeds each chunk, and exposes semantic search. Completely
independent from the mtg_oracle card collection.

* feat(coach): Phase 4 — behavior-aware RAG + rules context in coach_service

Phase 4a: run_coaching_session uses dual RAG query
  - Primary: commander synergy (n=10)
  - Secondary: require_replacement=True for graveyard/protection cards (n=5)
  - Deduplicates by name before merging
Phase 4b: query_rules() fetches 3 Commander rules chunks to ground the prompt
  - Passed as rules_context kwarg to build_user_prompt()

* feat(rag): Phase 5 — add /api/rag/build-rules and /api/rag/query-rules endpoints
2026-03-29 02:11:38 -04:00
KoalaTrapLord 0010b0f394 refactor: RAG improvements — shared card_text, Chroma fallback, staleness monitor (fixes #133, #134, #135) (#136)
* refactor: add shared build_card_text() utility

* refactor: unify _build_document via shared card_text + add is_chroma_available/check_staleness (fixes #133, #134, #135)

* refactor: delegate embeddings._build_card_text to shared utility

* feat: add background RAG staleness monitor to lab_api lifespan (fixes #135)
2026-03-27 16:46:33 -04:00
KoalaTrapLord bcf558418a fix(rag): squash all RAG/ChromaDB bugs #123–#130
Fixes critical API contract mismatch, batch_size wiring, lifespan init, failure tracking, build_meta persistence, mana_cost in embeddings, pyproject.toml deps, and adds full test suite.

Closes #123, #124, #125, #126, #127, #128, #129, #130
2026-03-27 13:24:41 -04:00
KoalaTrapLord 4b0cd34eda feat(rag): Phase 2 — ChromaDB vector index over bulk card DB (#120)
* feat(rag): Phase 2 — ChromaDB vector index over bulk card DB

* feat(rag): add routes/rag.py with build, search, status endpoints

* Update lab_api.pyfeat(rag): register rag_router in lab_api.py, remove old inline rag_status

* Update requirements.txtfeat(rag): add chromadb>=0.5.0 to requirements.txtfeat(rag): add chromadb to requirements.txt
2026-03-27 08:39:02 -04:00