Wires nomic-embed-text (iguana ollama) + pgvector on the shared
postgres18 into brain_query / brain_answer via Reciprocal Rank Fusion.
Pure BM25 stays the default; setting BRAIN_PG_DSN and BRAIN_EMBED_URL
together opts in. Setting one without the other is misconfiguration →
exit 1.
New packages:
- internal/embed
Client.Embed(ctx, text) → []float32 via POST {URL}/api/embed.
Defaults to nomic-embed-text:latest (768 dim). nil-on-empty-URL so
callers gate on a single nil check.
- internal/vectorstore
PGStore wraps a pgxpool against postgres18. Init creates
brain_embeddings(path PK, vector(768), updated_at) + HNSW cosine
index idempotently. Upsert / Delete / Search / KnownPaths.
Sync(brainDir, store, embedder) diffs brain/wiki/ against the store
and upserts new files / deletes removed ones; StartSync runs it on
a ticker (default 300s). Integration tests gated by BRAIN_PG_TEST_DSN.
- scripts/brain-embeddings-init.sql
One-time DBA setup: brain DB, brain_app role, vector extension,
GRANTs. Idempotent.
Search layer:
- search.QueryOptions gains Vector + Embedder fields.
- QueryContext is the cancellable variant; Query stays for callers.
- When both are set, BM25 (top-N) and pgvector (top-4N) candidates
merge via Reciprocal Rank Fusion (k=60, Cormack et al. 2009 — no
tuning knob, robust to scale differences between rankers).
- Vector-only hits are hydrated from disk so callers see uniform
Result records (path, title, excerpt, wing, hall, score).
- Wing/hall filters still apply to vector candidates via path-prefix.
- On embedder/vector errors the search falls back to BM25 — embedding
outage degrades quality but doesn't take the brain offline.
MCP wiring:
- mcp.Server.WithHybridRetrieval(v, e) opt-in setter, same shape as
WithReranker.
- brainQuery and brainAnswer pass the wired vector/embedder through
to search.QueryContext.
REST:
- POST /backfill-embeddings drives Sync synchronously. Returns
{added, deleted, errors[]}. 503 when feature is unconfigured.
cmd/server/main.go:
- BRAIN_PG_DSN + BRAIN_EMBED_URL together enable hybrid; one alone
→ exit 1.
- vectorAdapter bridges *PGStore (returns []Hit) to
search.VectorSearcher (which takes []VectorHit) without either
package importing the other.
- BRAIN_EMBED_SYNC_INTERVAL (default 300s) controls the background
Sync ticker.
Backend pivot from Qdrant to pgvector recorded in DECISIONS.md
2026-05-18 (supersedes 2026-04-08): postgres18 already runs in
databases/ ns, Qdrant was never deployed, one engine beats two.
Dependency: github.com/jackc/pgx/v5 — modern, native pgvector via
parametric vector literals.
Tests:
- embed.Client: empty-URL nil, request shape, dimension, upstream
error propagation, empty-text rejection.
- vectorstore.PGStore: dimension validation (unit); upsert/search/
KnownPaths (integration, BRAIN_PG_TEST_DSN-gated).
- vectorstore.Sync: adds new files, skips known, deletes
disappeared, skips _index.md, no-op when nil, collects embedder
errors.
- search.Query: hybrid promotes vector-only hits via RRF; falls
back to BM25 on embedder error.
Closes hyperguild#8.
160 lines
5.6 KiB
Go
160 lines
5.6 KiB
Go
// ingestion/internal/search/search_test.go
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package search_test
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import (
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"context"
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"fmt"
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"os"
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"path/filepath"
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"testing"
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"github.com/mathiasbq/hyperguild/ingestion/internal/search"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/require"
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)
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type stubEmbedder struct{ vec []float32 }
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func (s stubEmbedder) Embed(_ context.Context, _ string) ([]float32, error) { return s.vec, nil }
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type stubVector struct{ hits []search.VectorHit }
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func (s stubVector) Search(_ context.Context, _ []float32, _ int) ([]search.VectorHit, error) {
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return s.hits, nil
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}
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func TestSearch_HybridRRFPromotesVectorOnlyHit(t *testing.T) {
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dir := t.TempDir()
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for _, p := range []struct{ rel, body string }{
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// BM25-keyword note (matches "lejpa" once)
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{"wiki/jepa-fx/facts/foo.md", "---\ntitle: Foo\n---\nlejpa keyword\n"},
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// Semantically related note that does NOT contain the keyword.
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{"wiki/jepa-fx/facts/semantic.md", "---\ntitle: Semantic\n---\nNo keyword in body.\n"},
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} {
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full := filepath.Join(dir, p.rel)
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require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
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require.NoError(t, os.WriteFile(full, []byte(p.body), 0o644))
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}
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embedder := stubEmbedder{vec: []float32{0.1}}
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vector := stubVector{hits: []search.VectorHit{
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{Path: "wiki/jepa-fx/facts/semantic.md", Distance: 0.05}, // best vector match
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{Path: "wiki/jepa-fx/facts/foo.md", Distance: 0.10},
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}}
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got, err := search.Query(dir, search.QueryOptions{
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Query: "lejpa",
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Limit: 5,
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Vector: vector,
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Embedder: embedder,
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})
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require.NoError(t, err)
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require.Len(t, got, 2, "vector-only hit should be hydrated into results")
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paths := []string{got[0].Path, got[1].Path}
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assert.Contains(t, paths, "wiki/jepa-fx/facts/foo.md")
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assert.Contains(t, paths, "wiki/jepa-fx/facts/semantic.md")
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}
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func TestSearch_HybridFallsBackOnEmbedderError(t *testing.T) {
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dir := t.TempDir()
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require.NoError(t, os.MkdirAll(filepath.Join(dir, "wiki"), 0o755))
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require.NoError(t, os.WriteFile(filepath.Join(dir, "wiki", "x.md"), []byte("keyword foo"), 0o644))
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embedder := errorEmbedder{}
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vector := stubVector{}
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got, err := search.Query(dir, search.QueryOptions{
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Query: "keyword", Limit: 5, Vector: vector, Embedder: embedder,
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})
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require.NoError(t, err)
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require.Len(t, got, 1, "BM25 result should still come back when embedder fails")
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assert.Equal(t, "wiki/x.md", got[0].Path)
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}
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type errorEmbedder struct{}
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func (errorEmbedder) Embed(_ context.Context, _ string) ([]float32, error) {
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return nil, assert.AnError
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}
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func TestSearch_ReturnsMatchingPages(t *testing.T) {
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dir := t.TempDir()
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require.NoError(t, os.MkdirAll(filepath.Join(dir, "knowledge"), 0o755))
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require.NoError(t, os.WriteFile(
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filepath.Join(dir, "knowledge", "retry-logic.md"),
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[]byte("---\ntitle: Retry Logic\ndomain: software\n---\n\nRetry logic handles transient failures by re-attempting operations.\n"),
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0o644,
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))
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require.NoError(t, os.WriteFile(
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filepath.Join(dir, "knowledge", "database.md"),
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[]byte("---\ntitle: Database\ndomain: software\n---\n\nA database stores structured data.\n"),
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0o644,
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))
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results, err := search.Query(dir, search.QueryOptions{Query: "retry transient", Limit: 5})
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require.NoError(t, err)
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require.Len(t, results, 1)
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assert.Equal(t, "knowledge/retry-logic.md", results[0].Path)
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assert.Equal(t, "Retry Logic", results[0].Title)
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assert.Greater(t, results[0].Score, 0)
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assert.Contains(t, results[0].Excerpt, "Retry")
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}
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func TestSearch_WingHallScoping(t *testing.T) {
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dir := t.TempDir()
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for _, p := range []struct{ rel, body string }{
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{"wiki/jepa-fx/decisions/val-vol.md", "---\nwing: jepa-fx\nhall: decisions\n---\nval-vol-r2 keyword.\n"},
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{"wiki/jepa-fx/facts/architecture.md", "---\nwing: jepa-fx\nhall: facts\n---\nval-vol-r2 keyword in facts.\n"},
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{"wiki/hyperguild/decisions/routing.md", "---\nwing: hyperguild\nhall: decisions\n---\nval-vol-r2 reference.\n"},
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{"knowledge/loose.md", "---\n---\nval-vol-r2 in knowledge.\n"},
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} {
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full := filepath.Join(dir, p.rel)
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require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
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require.NoError(t, os.WriteFile(full, []byte(p.body), 0o644))
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}
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// No filter: walk both knowledge/ and wiki/ — all 4 match.
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got, err := search.Query(dir, search.QueryOptions{Query: "val-vol-r2", Limit: 10})
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require.NoError(t, err)
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assert.Len(t, got, 4)
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// Wing scope: 2 jepa-fx hits, no hyperguild, no knowledge.
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got, err = search.Query(dir, search.QueryOptions{Query: "val-vol-r2", Limit: 10, Wing: "jepa-fx"})
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require.NoError(t, err)
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require.Len(t, got, 2)
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for _, r := range got {
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assert.Equal(t, "jepa-fx", r.Wing)
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}
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// Wing+Hall scope: 1 hit.
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got, err = search.Query(dir, search.QueryOptions{Query: "val-vol-r2", Limit: 10, Wing: "jepa-fx", Hall: "decisions"})
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require.NoError(t, err)
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require.Len(t, got, 1)
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assert.Equal(t, "jepa-fx", got[0].Wing)
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assert.Equal(t, "decisions", got[0].Hall)
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assert.Equal(t, "wiki/jepa-fx/decisions/val-vol.md", got[0].Path)
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// Invalid hall rejected.
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_, err = search.Query(dir, search.QueryOptions{Query: "x", Wing: "jepa-fx", Hall: "garbage"})
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require.Error(t, err)
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// Hall without wing rejected.
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_, err = search.Query(dir, search.QueryOptions{Query: "x", Hall: "facts"})
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require.Error(t, err)
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}
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func TestSearch_RespectsLimit(t *testing.T) {
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dir := t.TempDir()
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require.NoError(t, os.MkdirAll(filepath.Join(dir, "knowledge"), 0o755))
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for i := 0; i < 5; i++ {
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require.NoError(t, os.WriteFile(
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filepath.Join(dir, "knowledge", fmt.Sprintf("page-%d.md", i)),
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[]byte(fmt.Sprintf("---\ntitle: Page %d\n---\n\nThis page mentions retry.\n", i)),
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0o644,
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))
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}
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results, err := search.Query(dir, search.QueryOptions{Query: "retry", Limit: 3})
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require.NoError(t, err)
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assert.LessOrEqual(t, len(results), 3)
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}
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