Files
kami 751c2a705f Embed a question and a stored note differently (Vikunja #371)
Note recall is asymmetric: a short question goes in, a longer note comes
out. Adds EmbedQuery/EmbedPassage helpers and the e5 prefixes, and points
the note/fact write path at the passage side and the query path at the
query side. Reviewers: the three call sites in voice.go.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01CGeSZxh1DCtRxmFVSYVGvJ
2026-07-31 11:38:07 +04:00

97 lines
3.2 KiB
Go

package router
import (
"context"
"testing"
)
// TestHashEmbedderCyrillic guards the ru-first floor: a byte-only tokenizer
// drops every Cyrillic word (bytes ≥ 0x80) and embeds Russian to the zero
// vector — cosine 0 across all intents, misrouting every RU utterance. Assert
// non-zero vectors, and that shared Russian words produce more similar vectors
// than disjoint ones (the point of the bag-of-words floor).
func TestHashEmbedderCyrillic(t *testing.T) {
e := NewHashEmbedder(1024)
ctx := context.Background()
nonZero := func(text string) []float32 {
v, err := e.Embed(ctx, text)
if err != nil {
t.Fatalf("embed %q: %v", text, err)
}
var sum float64
for _, x := range v {
sum += float64(x) * float64(x)
}
if sum == 0 {
t.Fatalf("embed %q → zero vector (tokenizer dropped all tokens)", text)
}
return v
}
a := nonZero("найди заметку про сервер")
b := nonZero("найди заметку про роутер") // shares 3 of 4 words
c := nonZero("перезагрузи компьютер") // disjoint
if cosine(a, b) <= cosine(a, c) {
t.Fatalf("cosine(shared)=%.3f not > cosine(disjoint)=%.3f", cosine(a, b), cosine(a, c))
}
}
// recordingEmbedder — an asymmetric embedder that only remembers which side
// was asked for. Enough to pin the dispatch; real vectors need the model.
type recordingEmbedder struct{ calls []string }
func (r *recordingEmbedder) Dim() int { return 2 }
func (r *recordingEmbedder) Close() error { return nil }
func (r *recordingEmbedder) Embed(_ context.Context, _ string) ([]float32, error) {
r.calls = append(r.calls, "embed")
return []float32{1, 0}, nil
}
func (r *recordingEmbedder) EmbedQuery(_ context.Context, _ string) ([]float32, error) {
r.calls = append(r.calls, "query")
return []float32{1, 0}, nil
}
func (r *recordingEmbedder) EmbedPassage(_ context.Context, _ string) ([]float32, error) {
r.calls = append(r.calls, "passage")
return []float32{0, 1}, nil
}
// TestEmbedQueryAndPassageSplit — a question and a stored note must not take
// the same path. If both ended up on the same call the asymmetric model buys
// nothing, which is the whole reason for the swap.
func TestEmbedQueryAndPassageSplit(t *testing.T) {
rec := &recordingEmbedder{}
if _, err := EmbedQuery(context.Background(), rec, "где логи?"); err != nil {
t.Fatalf("EmbedQuery: %v", err)
}
if _, err := EmbedPassage(context.Background(), rec, "логи в /var/log"); err != nil {
t.Fatalf("EmbedPassage: %v", err)
}
if len(rec.calls) != 2 || rec.calls[0] != "query" || rec.calls[1] != "passage" {
t.Errorf("calls %v, want [query passage]", rec.calls)
}
}
// TestEmbedFallsBackToPlainEmbed — HashEmbedder has no sides, so both helpers
// must still work and give the same vector.
func TestEmbedFallsBackToPlainEmbed(t *testing.T) {
h := NewHashEmbedder(64)
q, err := EmbedQuery(context.Background(), h, "text")
if err != nil {
t.Fatalf("EmbedQuery: %v", err)
}
p, err := EmbedPassage(context.Background(), h, "text")
if err != nil {
t.Fatalf("EmbedPassage: %v", err)
}
for i := range q {
if q[i] != p[i] {
t.Fatalf("hash embedder gave two different vectors for the same text")
}
}
}