Files
Maven/internal/store/backfill_test.go
kami 92ecb691de Re-embed stored notes and facts after an embedder swap (#378)
The embedder swap left every stored vector in the old model's space, so cosine against a new query vector is noise. Add the one-shot backfill: store.ReembedAll re-embeds every note and fact text with the currently configured embedder (the passage side, which is the side stored text was written with) and rewrites both places a vector lives — the notes table embedding column and the memory_vectors rows.

All of it plus the embedder marker happens in one transaction, so a failure partway changes nothing and writes no marker: re-run it. A run against a DB whose marker already names the current embedder does nothing.

Triggered explicitly with `mavend -reembed`, not automatically on mismatch: ONNX on the laptop CPU makes this minutes of work, and a silent multi-minute stall on boot would look like a hang. The mismatch warning now tells the user to run it.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01CGeSZxh1DCtRxmFVSYVGvJ
2026-07-31 13:50:43 +04:00

172 lines
4.7 KiB
Go

package store
import (
"context"
"errors"
"testing"
"time"
)
// markerVec is a recognisable vector: nothing in these tests writes it except
// the backfill, so finding it proves the row really was rewritten.
var markerVec = []float32{9, 9, 9}
func newEmbedder(calls *int) EmbedFunc {
return func(_ context.Context, _ string) ([]float32, error) {
*calls++
return markerVec, nil
}
}
// seedOldVectors puts one note (notes table + unified index) and one fact
// (unified index only) in the DB, both carrying obviously-old vectors.
func seedOldVectors(t *testing.T, s *Store) {
t.Helper()
ctx := context.Background()
old := []float32{0.1, 0.2, 0.3}
id, err := s.WriteNote(ctx, time.Now(), "молоко в холодильнике", old, "voice")
if err != nil {
t.Fatalf("WriteNote: %v", err)
}
mem := s.VectorMemory()
if err := mem.Insert(ctx, "note:1", old, map[string]string{
"type": "note", "text": "молоко в холодильнике",
}); err != nil {
t.Fatalf("Insert note vector: %v", err)
}
if err := mem.Insert(ctx, "fact:water:1", old, map[string]string{
"type": "fact", "text": "я пил воду",
}); err != nil {
t.Fatalf("Insert fact vector: %v", err)
}
_ = id
}
func noteVec(t *testing.T, s *Store) []float32 {
t.Helper()
var blob []byte
if err := s.db.QueryRow(`SELECT embedding FROM notes LIMIT 1`).Scan(&blob); err != nil {
t.Fatalf("read note embedding: %v", err)
}
return blobToFloats(blob)
}
func memVec(t *testing.T, s *Store, id string) []float32 {
t.Helper()
var blob []byte
if err := s.db.QueryRow(`SELECT vec FROM memory_vectors WHERE id = ?`, id).Scan(&blob); err != nil {
t.Fatalf("read memory vector %s: %v", id, err)
}
return decodeVec(blob)
}
func sameVec(a, b []float32) bool {
if len(a) != len(b) {
return false
}
for i := range a {
if a[i] != b[i] {
return false
}
}
return true
}
// The deployed case: old vectors everywhere, no marker. Every vector in both
// places must be rewritten and the marker recorded.
func TestReembedAllRewritesEveryVector(t *testing.T) {
s := newTestStore(t)
ctx := context.Background()
seedOldVectors(t, s)
calls := 0
res, err := s.ReembedAll(ctx, "multilingual-e5-small@384", newEmbedder(&calls))
if err != nil {
t.Fatalf("ReembedAll: %v", err)
}
if res.Skipped {
t.Fatal("first run should not skip")
}
if res.Notes != 1 || res.MemNotes != 1 || res.Facts != 1 {
t.Fatalf("counts: notes=%d memNotes=%d facts=%d", res.Notes, res.MemNotes, res.Facts)
}
if calls != 3 {
t.Fatalf("embedder called %d times, want 3", calls)
}
if !sameVec(noteVec(t, s), markerVec) {
t.Fatalf("notes table not rewritten: %v", noteVec(t, s))
}
if !sameVec(memVec(t, s, "note:1"), markerVec) {
t.Fatal("unified index note row not rewritten")
}
if !sameVec(memVec(t, s, "fact:water:1"), markerVec) {
t.Fatal("unified index fact row not rewritten")
}
got, err := s.Meta(ctx, metaKeyEmbedderID)
if err != nil {
t.Fatalf("Meta: %v", err)
}
if got != "multilingual-e5-small@384" {
t.Fatalf("marker = %q", got)
}
}
// Re-running must do nothing at all — not a second pass over the same rows.
func TestReembedAllSecondRunIsNoop(t *testing.T) {
s := newTestStore(t)
ctx := context.Background()
seedOldVectors(t, s)
calls := 0
if _, err := s.ReembedAll(ctx, "e5@384", newEmbedder(&calls)); err != nil {
t.Fatalf("first run: %v", err)
}
first := calls
res, err := s.ReembedAll(ctx, "e5@384", newEmbedder(&calls))
if err != nil {
t.Fatalf("second run: %v", err)
}
if !res.Skipped {
t.Fatal("second run should report Skipped")
}
if calls != first {
t.Fatalf("second run embedded %d more rows, want 0", calls-first)
}
}
// A failure partway must leave the DB exactly as it was: no marker, and the old
// vectors still in place (one transaction, rolled back).
func TestReembedAllPartialFailureLeavesMarkerUnset(t *testing.T) {
s := newTestStore(t)
ctx := context.Background()
seedOldVectors(t, s)
before := noteVec(t, s)
calls := 0
boom := func(_ context.Context, _ string) ([]float32, error) {
calls++
if calls == 2 {
return nil, errors.New("onnx blew up")
}
return markerVec, nil
}
if _, err := s.ReembedAll(ctx, "e5@384", boom); err == nil {
t.Fatal("expected an error")
}
got, err := s.Meta(ctx, metaKeyEmbedderID)
if err != nil {
t.Fatalf("Meta: %v", err)
}
if got != "" {
t.Fatalf("marker was set to %q after a failed run", got)
}
if !sameVec(noteVec(t, s), before) {
t.Fatal("a failed run left a partially rewritten notes table")
}
// And the mismatch warning must still fire, so the user knows to re-run.
if _, mismatch, err := s.CheckEmbedder(ctx, "e5@384"); err != nil || !mismatch {
t.Fatalf("CheckEmbedder after failed backfill: mismatch=%v err=%v", mismatch, err)
}
}