Four shipped features and a PRD realignment, all measured end-to-end:
HNSW trial system (Phase 15 horizon item → complete)
- vectord: EmbeddingCache, harness (eval sets + brute-force ground truth),
TrialJournal, parameterized HnswConfig on build_index_with_config
- /vectors/hnsw/trial, /hnsw/trials/{idx}, /hnsw/trials/{idx}/best,
/hnsw/evals/{name}/autogen, /hnsw/cache/stats
- Measured on resumes_100k_v2 (100K × 768d): brute-force 44ms -> HNSW 873us
at 100% recall@10. ec=80 es=30 locked as HnswConfig::default()
- Lower ec values trade recall for build time: 20/30 = 0.96 recall in 8s,
80/30 = 1.00 recall in 230s
Catalog manifest repair
- catalogd: resync_from_parquet reads parquet footers to restore row_count
and columns on drifted manifests
- POST /catalog/datasets/{name}/resync + POST /catalog/resync-missing
- All 7 staffing tables recovered to PRD-matching 2,469,278 rows
Federation foundation (ADR-017)
- shared::secrets: SecretsProvider trait + FileSecretsProvider (reads
/etc/lakehouse/secrets.toml, enforces 0600 perms)
- storaged::registry::BucketRegistry — multi-bucket resolution with
rescue_bucket read fallback and reachability probing
- storaged::error_journal — bucket op failures visible in one HTTP call
- storaged::append_log — write-once batched append pattern (fixes the RMW
anti-pattern llms3.com calls out; errors and trial journals both use it)
- /storage/buckets, /storage/errors, /storage/bucket-health,
/storage/errors/{flush,compact}
- Bucket-aware I/O at /storage/buckets/{bucket}/objects/{*key} with
X-Lakehouse-Rescue-Used observability headers on fallback
Postgres streaming ingest
- ingestd::pg_stream: DSN parser, batched ORDER BY + LIMIT/OFFSET pagination
into ArrowWriter, lineage redacts password
- POST /ingest/db — verified against live knowledge_base.team_runs
(586 rows × 13 cols, 6 batches, 196ms end-to-end)
PRD realignment (2026-04-16)
- Dual use case: staffing analytics + local LLM knowledge substrate
- Removed "multi-tenancy (single-owner system)" from non-goals
- Added invariants 8-11: indexes hot-swappable, per-reader profiles,
trials-as-data, operational failures findable in one HTTP call
- New phases 16 (hot-swap generations), 17 (model profiles + dataset
bindings), 18 (Lance vs Parquet+sidecar evaluation)
- Known ceilings table documents the 5M vector wall and escape hatches
- ADR-017 (federation), ADR-018 (append-log pattern) added
- EXECUTION_PLAN.md sequences phases B-E with success gates and
decision rules
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
50 lines
838 B
TOML
50 lines
838 B
TOML
# Lakehouse Configuration
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[gateway]
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host = "0.0.0.0"
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port = 3100
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[storage]
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root = "./data"
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profile_root = "./data/_profiles"
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rescue_bucket = "rescue"
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[[storage.buckets]]
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name = "primary"
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backend = "local"
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root = "./data"
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[[storage.buckets]]
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name = "rescue"
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backend = "local"
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root = "./data/_rescue"
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[[storage.buckets]]
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name = "testing"
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backend = "local"
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root = "./data/_testing"
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[catalog]
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# Manifests persisted to object storage under this prefix
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manifest_prefix = "_catalog/manifests"
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[query]
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# max_rows_per_query = 10000
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[sidecar]
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url = "http://localhost:3200"
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[ai]
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embed_model = "nomic-embed-text"
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gen_model = "qwen2.5"
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rerank_model = "qwen2.5"
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[auth]
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enabled = false
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# api_key = "changeme"
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[observability]
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# Export traces to stdout (set to "otlp" for OpenTelemetry collector)
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exporter = "stdout"
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service_name = "lakehouse"
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