Commit Graph

8 Commits

Author SHA1 Message Date
jordan
8aa1fbb414 vector search: normalize the query, instrument the blob path, expose per-group vector counts
Three real defects, plus a retracted fourth that was a probe artifact.

P3 (fixed) - query/stored normalization asymmetry. The write path L2-normalized
every stored vector; the read path passed the caller's raw query straight to the
index, so the two sides lived in different spaces. With unit v,
d = |q|^2 - 2q.v + 1, so a non-unit query shifted and scaled every distance by
|q|^2. Measured live: 591-1174 against a documented [0,4], and an exact match
scoring |q|^2 - 1 instead of ~0. vector_search_items now normalizes with the
canonical l2_normalize; a zero-norm query (no direction, so nearest-by-cosine is
undefined) is rejected with 400. Ranking is unchanged - |q|^2 and 1 are constant
across candidates - which is why it went unnoticed; what broke was every absolute
use of the number. WIRE-VISIBLE, recorded in CHANGELOG.

P2 (fixed) - the blob path had zero instrumentation. Added per-kind
tidaldb_cluster_blobs_originated/applied/apply_failed totals. Label cardinality
is fixed at 4 by construction via a new BlobKind enum, and BlobRecord::blob_kind
is now the ONE exhaustive match over the variants (kind() derives from it), so a
new variant is a compile error in one place instead of a silent zero in three.
Only the live apply path is counted - boot replay would inflate applied past
originated on every restart.

Coverage gap (fixed) - tidaldb_usearch_vector_count rendered only the metrics
owner's shard group, so on a 3-group node two thirds of the corpus had no
vector-count series at all. Co-located groups now render shard="N"; the owner
stays unlabeled for wire compatibility, so an alert grouped by (shard) buckets
each replica set separately without double-counting.

P1 (RETRACTED) - the "replica-divergent vector index" does not exist. Every probe
wrote through the /sharded/ surface, which hash-partitions and applies to the
owning region's local store with no WAL append, and therefore does not replicate
BY DESIGN (cluster/node.rs:8828-8829). A controlled A/B settled it: on /items plus
/embeddings all 6 entities reach all 3 replicas; on the sharded surface four of six
reach exactly one node. Both are now pinned by tests. See
tmp/vector-search-correctness/diagnosis.md and the k3s-fleet cluster-state.yaml
entry RETRACTED_blob_replication_rf1_2026_08_30.

Pre-work: usearch_index.rs 872 to 503 lines by extracting its tests to a sibling
(the project's existing path-attribute convention), and the three hand-rolled
l2_normalize copies collapsed to one. The two entity copies used a zero threshold
about 2900x looser than the canonical one; normalize_centroid now names the
centroid zero-tolerance policy once, and a test pins the tightened behavior.

Tests: 2107 lib (+5), 8 vector_search e2e (+4, three of which fail without the
P3 fix), 4 cluster_sharding e2e (+2). The heavy multiproc tests in
cluster_sharding are now serialized - four concurrent 3-node clusters made the
pre-existing failover test miss its 10s budget.
2026-08-30 13:57:36 -06:00
jx12n
6a937fc4bc feat(m12): multi-vector user preference modeling + ANN candidate-gen
Add multi-vector preference entity (per-signal-type preference vectors with
event-time decay) feeding ANN candidate generation in the query executor.

- entities: multi_preference vectors + event-time-aware preference updates
- query/executor: ANN candidate-gen + personalization/pipeline integration
- storage/keys, db ops, state_rebuild: persist & rebuild multi-vector prefs
- ranking: profile + builtins support for multi-vector scoring
- tidal-server/config: expose multi-preference knobs
- tests/bench: m12_preference_event_time integration + multi_preference bench
- docs: multi-vector-preference research, ROADMAP/ARCHITECTURE refresh,
  legal/tidaldb-patent-proposal
- .codex/agents: codex agent definitions
- chore: gitignore tool-regenerated .agents/ mirror (doc-guard rejects it)
2026-06-23 09:52:36 -06:00
jx12n
9728194f16 fix: M0-M10 code-review pass2 remediation — all 91 findings
Resolves every finding in docs/reviews/M0-M10-code-review-2026-06-08-pass2.md
across the engine, network, server, and CLI crates: session restore,
replication/CRDT, WAL format and recovery, storage indexes, query/ranking
executors, cohort/community governance, and scatter-gather routing.

Adds regression tests:
- review_pass2_creator_search_filter
- review_pass2_d_replication
- review_pass2_query_for_session
- review_pass2_storage_indexes_bitmap_cache
- review_pass2_zone_a_sessions

Verified: cargo clippy -D warnings and full test suite green across all crates.
2026-06-09 12:21:00 -06:00
jx12n
b55ad70141 fix: M0-M10 third-pass remediation — durability, replication, and CLI hardening
Resolves the 142 findings from tidal/docs/reviews/CODE_REVIEW_m0-m10.md across
the engine, server, net, and CLI surfaces:

- WAL/session-journal durability, checkpoint format, and crash-recovery hardening
- Replication shipper/receiver, tenant isolation, and migration paths
- Cluster scatter-gather, router, standalone server + health/offload endpoints
- tidalctl refactored into command modules with JSON output and WAL-state tooling
- Cohort, governance, signal-ledger, and vector-registry correctness fixes
- Expanded UAT/integration/durability test coverage across all milestones
2026-06-08 10:28:34 -06:00
jx12n
3bcfb3c576 feat: Bazel build, crate docs/ai-lookup, docker images, and engine hardening
- Add BUILD.bazel across tidal, tidal-net, tidal-server, tidalctl for bzlmod build
- Add tidal/ crate docs (README, CHANGELOG, CONTRIBUTING, AGENTS, CLAUDE, API, ARCHITECTURE) and ai-lookup reference
- Add docker standalone/cluster/deploy images, compose, and prometheus config
- Harden WAL (batch format, writer, dedup, diagnostics), text syncer/collectors, and vector registry
- Expand tidalctl CLI and tests; restructure WAL/visibility integration test suites
- Refine tidal-net transport/client/server and tidal-server cluster/scatter-gather
2026-06-07 18:29:38 -06:00
jordan
213b8efcca feat: complete M6-M7 + Enterprise Readiness milestones; split oversized source files per CODING_GUIDELINES §9
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-02-23 22:41:16 -07:00
jordan
192c473f55 feat: complete Milestone 5 — full-text search, RRF fusion, and creator search
- M5p1: BM25 text indexing via Tantivy with background syncer (0.26ms @ 10K docs)
- M5p2: RRF fusion layer combining BM25 + ANN scores (46µs @ 1K candidates)
- M5p3: unified Search query API (8-stage pipeline, BM25 + vector + ranking)
- M5p4: creator text + vector indexing and creator search executor (< 20ms @ 200 creators)
- Refactor db/mod.rs into focused sub-modules (creators, items, sessions, signals, etc.)
- Decompose monolithic files into directory modules (query/executor, ranking/diversity, etc.)
- Split brute.rs → brute/mod.rs + brute/tests.rs; extract search executor helpers
- Add benches: fusion, search, session, text_index
- Add M5 UAT test suites (m5_uat, m5_search, m5p4_creator_search, text_index)
- Update blog posts, roadmap, content strategy, and M5 planning docs
- Add tmp/ and .claude/worktrees/ to .gitignore

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-02-21 23:53:16 -07:00
jordan
39ada28c6e feat: complete Milestones 2–4 — RETRIEVE query, vector index, ranking profiles, diversity, entity system, sessions
M2: RETRIEVE query pipeline with 5-stage execution (candidate → filter → score → diversify → limit),
    usearch HNSW vector index, bitmap/range/universe filters, ranking profiles with signal scoring,
    MMR diversity enforcement, and m2_uat integration tests.

M3: Entity system with typed metadata, relationship graph (follows/blocks/interactions),
    creator entities, session tracking, and m3_uat integration tests.

M4: Advanced ranking with builtin functions (freshness, trending, controversy, wilson),
    ranking executor with explain mode, query executor integration, benchmarks for
    query/ranking/vector/filters/diversity, and m4_uat integration tests.

Includes: 9 new blog posts, marketing site updates, updated roadmap, and updated vision doc.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-21 16:24:48 -07:00