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minstrel/internal/recommendation/taste_test.go
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feat(taste): mood taste facet — #1534
Milestone #160 Opt 2b (mood half of the era+mood option). A fourth taste
facet alongside artists + genre tags + eras: signed weights over canonical
mood buckets (melancholic / energetic / chill / …) derived from a track's
enriched folksonomy tags (#1490).

- internal/mood: shared vocabulary — Of(tags) maps folksonomy tags to
  canonical mood buckets (synonyms collapse). Imported by both the taste
  builder and the scorer so a track's mood is derived identically.
- Migration 0047: taste_profile_moods table + taste_tuning.mood_scale
  (DEFAULT 0.5).
- Build side (internal/taste): Config.MoodScale ([0,1] damper, mirrors
  EraScale); accumulate folds each play/like's mood buckets at
  base*MoodScale; persist atomic-replaces the mood rows.
- Scorer (internal/recommendation): TasteProfile gains a mood term
  (own tanh scale + additive 0.12 share, so it never weakens the existing
  signal when a track has no mood tags). Match now takes the candidate's
  mood buckets; loaded per candidate (ListTrackTagsForTracks → mood.Of) in
  the primary similarity loader only — the near-whole-library fallback
  pool passes nil (mood → 0) to avoid a full-library tag scan.
- Tuning lab: mood_scale threaded through recsettings + admin API + web
  card ("Mood weight" row) + Go/web tests.

Coverage is partial (grows with tag enrichment; richer once Last.fm is
keyed), so mood is a supplement — neutral for tracks with no mood tags.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-14 10:32:41 -04:00

162 lines
5.4 KiB
Go

package recommendation
import (
"context"
"math"
"testing"
"time"
"github.com/jackc/pgx/v5/pgtype"
"git.fabledsword.com/bvandeusen/minstrel/internal/db/dbq"
)
func uuidN(n byte) pgtype.UUID {
return pgtype.UUID{Bytes: [16]byte{15: n}, Valid: true}
}
func strPtr(s string) *string { return &s }
// noDate is an absent release date — the era term contributes 0.
func noDate() pgtype.Date { return pgtype.Date{} }
// dateInYear builds a valid release date in the given year (era = its decade).
func dateInYear(year int) pgtype.Date {
return pgtype.Date{Time: time.Date(year, 1, 1, 0, 0, 0, 0, time.UTC), Valid: true}
}
func TestTasteProfile_Match(t *testing.T) {
loved := uuidN(1)
disliked := uuidN(2)
unknown := uuidN(3)
p := TasteProfile{
artists: map[pgtype.UUID]float64{loved: 8.0, disliked: -8.0},
tags: map[string]float64{"Jazz": 6.0, "Noise": -6.0},
}
if m := p.Match(loved, strPtr("Jazz"), noDate(), nil); m <= 0.5 {
t.Errorf("loved artist + loved tag = %.3f, want strongly positive", m)
}
if m := p.Match(disliked, strPtr("Noise"), noDate(), nil); m >= -0.5 {
t.Errorf("disliked artist + disliked tag = %.3f, want strongly negative", m)
}
if m := p.Match(unknown, nil, noDate(), nil); m != 0 {
t.Errorf("unknown artist, no genre = %.3f, want 0", m)
}
// Artist dominates (0.7 share): loved artist with an unknown tag is still
// clearly positive.
if m := p.Match(loved, strPtr("Unheard"), noDate(), nil); m <= 0 {
t.Errorf("loved artist + unknown tag = %.3f, want positive", m)
}
// Output stays within [-1, 1] even with saturated inputs.
for _, a := range []pgtype.UUID{loved, disliked, unknown} {
m := p.Match(a, strPtr("Jazz"), dateInYear(1994), nil)
if m < -1 || m > 1 {
t.Errorf("Match out of [-1,1]: %.3f", m)
}
}
}
// TestTasteProfile_EraTerm verifies the decade facet nudges the match: with
// artist + genre held neutral, a loved era lifts the score and a disliked era
// lowers it, while an undated track is unaffected.
func TestTasteProfile_EraTerm(t *testing.T) {
art := uuidN(1)
p := TasteProfile{
artists: map[pgtype.UUID]float64{},
tags: map[string]float64{},
eras: map[string]float64{"1990s": 8.0, "1980s": -8.0},
}
loved := p.Match(art, nil, dateInYear(1994), nil)
if loved <= 0 {
t.Errorf("loved era (1990s) = %.3f, want positive", loved)
}
disliked := p.Match(art, nil, dateInYear(1987), nil)
if disliked >= 0 {
t.Errorf("disliked era (1980s) = %.3f, want negative", disliked)
}
if m := p.Match(art, nil, noDate(), nil); m != 0 {
t.Errorf("undated track = %.3f, want 0 (no era contribution)", m)
}
}
// TestTasteProfile_MoodTerm verifies the mood facet nudges the match: with
// artist/genre/era neutral, a loved mood lifts the score and a disliked mood
// lowers it, while a track with no mood buckets is unaffected.
func TestTasteProfile_MoodTerm(t *testing.T) {
art := uuidN(1)
p := TasteProfile{
artists: map[pgtype.UUID]float64{},
tags: map[string]float64{},
moods: map[string]float64{"chill": 8.0, "aggressive": -8.0},
}
if m := p.Match(art, nil, noDate(), []string{"chill"}); m <= 0 {
t.Errorf("loved mood (chill) = %.3f, want positive", m)
}
if m := p.Match(art, nil, noDate(), []string{"aggressive"}); m >= 0 {
t.Errorf("disliked mood (aggressive) = %.3f, want negative", m)
}
if m := p.Match(art, nil, noDate(), nil); m != 0 {
t.Errorf("no moods = %.3f, want 0 (no mood contribution)", m)
}
}
func TestTasteProfile_EmptyIsNeutral(t *testing.T) {
var p TasteProfile // zero value: nil maps
if m := p.Match(uuidN(1), strPtr("Jazz"), dateInYear(1994), nil); m != 0 {
t.Errorf("empty profile Match = %.3f, want 0 (cold start neutral)", m)
}
}
func TestScore_TasteTermAddsAndSubtracts(t *testing.T) {
now := time.Now()
zeroJitter := func() float64 { return 0.5 } // (0.5*2-1)=0 with any magnitude
w := ScoringWeights{TasteWeight: 2.0} // all other weights 0
pos := Score(ScoringInputs{TasteMatchScore: 1.0}, w, now, zeroJitter)
if !almostEq(pos, 2.0) {
t.Errorf("positive taste: Score = %.3f, want 2.0", pos)
}
neg := Score(ScoringInputs{TasteMatchScore: -1.0}, w, now, zeroJitter)
if !almostEq(neg, -2.0) {
t.Errorf("negative taste: Score = %.3f, want -2.0 (demotes)", neg)
}
off := Score(ScoringInputs{TasteMatchScore: 1.0}, ScoringWeights{}, now, zeroJitter)
if !almostEq(off, 0.0) {
t.Errorf("TasteWeight 0: Score = %.3f, want 0 (no effect)", off)
}
}
func almostEq(a, b float64) bool { return math.Abs(a-b) < 1e-9 }
// TestLoadTasteProfile_RoundTrip seeds taste_profile rows and verifies the
// reader hydrates them into a profile that scores a matching track positively.
func TestLoadTasteProfile_RoundTrip(t *testing.T) {
pool := newPool(t)
ctx := context.Background()
u := seedUser(t, pool, "taste-rt")
art := seedArtist(t, pool, "Loved Artist", "")
if _, err := pool.Exec(ctx,
`INSERT INTO taste_profile_artists (user_id, artist_id, weight) VALUES ($1, $2, $3)`,
u.ID, art.ID, 8.0); err != nil {
t.Fatalf("seed taste artist: %v", err)
}
if _, err := pool.Exec(ctx,
`INSERT INTO taste_profile_tags (user_id, tag, weight) VALUES ($1, $2, $3)`,
u.ID, "Jazz", 6.0); err != nil {
t.Fatalf("seed taste tag: %v", err)
}
p, err := LoadTasteProfile(ctx, dbq.New(pool), u.ID)
if err != nil {
t.Fatalf("load: %v", err)
}
if m := p.Match(art.ID, strPtr("Jazz"), noDate(), nil); m <= 0.5 {
t.Errorf("round-trip Match = %.3f, want strongly positive", m)
}
if m := p.Match(uuidN(9), nil, noDate(), nil); m != 0 {
t.Errorf("absent artist Match = %.3f, want 0", m)
}
}