Why:
- Plan 001 Phase 4 needs batched, concurrency-bounded embedding wired into
the inline upload path, with process-wide capacity/timeout/chunk-limit
guards (ADR-0017).
- The BM25 analyzer and dense-model config are ported from the `emet`
evaluation lab, which benchmarked them against the real Farsi corpus
(bm25-fa-norm-stop; nomic-embed-text-v2-moe at 768-dim; text-embedding-3-large
at native 3072-dim), closing open items in ADR-0001/ADR-0005.
Changes:
- New: embedding ports, orchestration (embed_chunks), request-bounds
helpers, and dense/sparse adapters (analyzers.py, bm25.py,
openai_compatible.py).
- upload.py now parses/chunks/embeds inline behind INGESTION_MAX_CONCURRENCY
(503), INGESTION_TIMEOUT_SECONDS (504), and the chunk-count ceiling (413);
every failure path still writes a terminal job row.
- Lifespan builds and warms both dense embedders at startup (fail-soft) and
creates the sparse embedder and concurrency semaphore.
- httpx moves from dev to main dependencies (adapters use it directly).
Impact:
- Qdrant point upserts are still Phase 5 -- chunks_indexed stays 0.
- New EMBEDDING_* env vars documented in .env.example; safe defaults.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Adds src/application/ingestion/ -- Persian normalization, DOCX body
walk with structural data/layout table classification, CSV/XLSX row
rendering, and fixed-size token chunking (cl100k_base, 400/60/512) --
as pure functions per ADR-0015, tested against real production
documents (asia_data_sample, kept out of the repo). ADR-0018 records
where this diverges from ADR-0004 (fixed-size default, no invented
headings/tree, structural table classification, header-provable
labeling only). Plan 001's scope line is corrected from CSV-only to
DOCX/XLSX/CSV, and CLAUDE.md's stale project-status paragraph is
updated to match current implementation state.
Switch the durable ingestion/maintenance job-dispatch broker decision from
NATS JetStream to RabbitMQ (aio-pika), rewriting ADR-0014 and propagating
the terminology change through ADR-0015, ADR-0016, and the ingestion
vertical-slice plan. Adds aio-pika as a runtime dependency.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
