feat(taste): era/decade taste facet — #1530
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Milestone #160 Opt 2 (era half). A third taste facet alongside artists
+ genre tags: signed weights over decade buckets ("1990s") derived from
albums.release_date, rebuilt daily and scored into the taste match.

- Migration 0045: taste_profile_eras table (mirrors taste_profile_tags)
  + taste_tuning.era_scale column (DEFAULT 0.5).
- Build side (internal/taste): Config.EraScale ([0,1] damper, mirrors
  EnrichedTagScale), accumulate folds each play/like's decade at
  base*EraScale, persist atomic-replaces the era rows.
- Scorer (internal/recommendation): TasteProfile gains an era term (own
  tanh scale + additive 0.15 share so it never weakens the existing
  artist/tag signal when a track is undated); candidate queries return
  album release_date; decadeOf mirrors the builder helper.
- Tuning lab: era_scale threaded through recsettings + admin API + web
  card (auto-renders the new row) + Go/web tests.

Mood facet deferred to #1534 (partial enrichment coverage + needs
candidate-side enriched-tag loading).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
This commit is contained in:
2026-07-14 09:01:00 -04:00
parent 40056d2e9a
commit 40384cc05e
20 changed files with 376 additions and 65 deletions
+8
View File
@@ -554,6 +554,13 @@ type TasteProfileArtist struct {
UpdatedAt pgtype.Timestamptz
}
type TasteProfileEra struct {
UserID pgtype.UUID
Era string
Weight float64
UpdatedAt pgtype.Timestamptz
}
type TasteProfileTag struct {
UserID pgtype.UUID
Tag string
@@ -569,6 +576,7 @@ type TasteTuning struct {
EngagementFull float64
UpdatedAt pgtype.Timestamptz
EnrichedTagScale float64
EraScale float64
}
type Track struct {
+11 -2
View File
@@ -585,8 +585,10 @@ SELECT
(l.user_id IS NOT NULL)::bool AS is_liked,
pe.last_played_at::timestamptz AS last_played_at,
pe.play_count,
pe.skip_count
pe.skip_count,
al.release_date AS release_date
FROM tracks t
JOIN albums al ON al.id = t.album_id
LEFT JOIN general_likes l ON l.user_id = $1 AND l.track_id = t.id
LEFT JOIN LATERAL (
SELECT
@@ -620,6 +622,7 @@ type LoadRadioCandidatesRow struct {
LastPlayedAt pgtype.Timestamptz
PlayCount int64
SkipCount int64
ReleaseDate pgtype.Date
}
// Returns all tracks except the seed and any played by the user within
@@ -660,6 +663,7 @@ func (q *Queries) LoadRadioCandidates(ctx context.Context, arg LoadRadioCandidat
&i.LastPlayedAt,
&i.PlayCount,
&i.SkipCount,
&i.ReleaseDate,
); err != nil {
return nil, err
}
@@ -775,6 +779,7 @@ SELECT
pe.last_played_at::timestamptz AS last_played_at,
pe.play_count,
pe.skip_count,
al.release_date AS release_date,
COALESCE(max(u.sim_score), 0.0) AS similarity_score
FROM (
SELECT track_id, sim_score FROM lb_similar
@@ -785,6 +790,7 @@ FROM (
UNION ALL SELECT track_id, sim_score FROM random_fill
) u
JOIN tracks t ON t.id = u.track_id
JOIN albums al ON al.id = t.album_id
LEFT JOIN general_likes l ON l.user_id = $1 AND l.track_id = t.id
LEFT JOIN LATERAL (
SELECT max(started_at) AS last_played_at,
@@ -796,7 +802,8 @@ LEFT JOIN LATERAL (
GROUP BY t.id, t.title, t.album_id, t.artist_id, t.duration_ms, t.file_path,
t.file_format, t.file_size, t.bitrate, t.track_number, t.disc_number,
t.mbid, t.genre, t.added_at, t.updated_at,
l.user_id, pe.last_played_at, pe.play_count, pe.skip_count
l.user_id, pe.last_played_at, pe.play_count, pe.skip_count,
al.release_date
`
type LoadRadioCandidatesV2Params struct {
@@ -818,6 +825,7 @@ type LoadRadioCandidatesV2Row struct {
LastPlayedAt pgtype.Timestamptz
PlayCount int64
SkipCount int64
ReleaseDate pgtype.Date
SimilarityScore interface{}
}
@@ -874,6 +882,7 @@ func (q *Queries) LoadRadioCandidatesV2(ctx context.Context, arg LoadRadioCandid
&i.LastPlayedAt,
&i.PlayCount,
&i.SkipCount,
&i.ReleaseDate,
&i.SimilarityScore,
); err != nil {
return nil, err
+11 -4
View File
@@ -10,7 +10,7 @@ import (
)
const getTasteTuning = `-- name: GetTasteTuning :one
SELECT singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale FROM taste_tuning WHERE singleton = true
SELECT singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale, era_scale FROM taste_tuning WHERE singleton = true
`
func (q *Queries) GetTasteTuning(ctx context.Context) (TasteTuning, error) {
@@ -24,6 +24,7 @@ func (q *Queries) GetTasteTuning(ctx context.Context) (TasteTuning, error) {
&i.EngagementFull,
&i.UpdatedAt,
&i.EnrichedTagScale,
&i.EraScale,
)
return i, err
}
@@ -122,9 +123,10 @@ UPDATE taste_tuning
engagement_neutral = $3,
engagement_full = $4,
enriched_tag_scale = $5,
era_scale = $6,
updated_at = now()
WHERE singleton = true
RETURNING singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale
RETURNING singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale, era_scale
`
type UpdateTasteTuningParams struct {
@@ -133,6 +135,7 @@ type UpdateTasteTuningParams struct {
EngagementNeutral float64
EngagementFull float64
EnrichedTagScale float64
EraScale float64
}
func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningParams) (TasteTuning, error) {
@@ -142,6 +145,7 @@ func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningPa
arg.EngagementNeutral,
arg.EngagementFull,
arg.EnrichedTagScale,
arg.EraScale,
)
var i TasteTuning
err := row.Scan(
@@ -152,6 +156,7 @@ func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningPa
&i.EngagementFull,
&i.UpdatedAt,
&i.EnrichedTagScale,
&i.EraScale,
)
return i, err
}
@@ -214,8 +219,8 @@ func (q *Queries) UpdateWeightProfile(ctx context.Context, arg UpdateWeightProfi
const upsertTasteTuningDefaults = `-- name: UpsertTasteTuningDefaults :exec
INSERT INTO taste_tuning (
singleton, half_life_days, engagement_hard_skip,
engagement_neutral, engagement_full, enriched_tag_scale
) VALUES (true, $1, $2, $3, $4, $5)
engagement_neutral, engagement_full, enriched_tag_scale, era_scale
) VALUES (true, $1, $2, $3, $4, $5, $6)
ON CONFLICT (singleton) DO NOTHING
`
@@ -225,6 +230,7 @@ type UpsertTasteTuningDefaultsParams struct {
EngagementNeutral float64
EngagementFull float64
EnrichedTagScale float64
EraScale float64
}
func (q *Queries) UpsertTasteTuningDefaults(ctx context.Context, arg UpsertTasteTuningDefaultsParams) error {
@@ -234,6 +240,7 @@ func (q *Queries) UpsertTasteTuningDefaults(ctx context.Context, arg UpsertTaste
arg.EngagementNeutral,
arg.EngagementFull,
arg.EnrichedTagScale,
arg.EraScale,
)
return err
}
+90 -14
View File
@@ -20,6 +20,15 @@ func (q *Queries) DeleteTasteProfileArtistsForUser(ctx context.Context, userID p
return err
}
const deleteTasteProfileErasForUser = `-- name: DeleteTasteProfileErasForUser :exec
DELETE FROM taste_profile_eras WHERE user_id = $1
`
func (q *Queries) DeleteTasteProfileErasForUser(ctx context.Context, userID pgtype.UUID) error {
_, err := q.db.Exec(ctx, deleteTasteProfileErasForUser, userID)
return err
}
const deleteTasteProfileTagsForUser = `-- name: DeleteTasteProfileTagsForUser :exec
DELETE FROM taste_profile_tags WHERE user_id = $1
`
@@ -45,6 +54,22 @@ func (q *Queries) InsertTasteProfileArtist(ctx context.Context, arg InsertTasteP
return err
}
const insertTasteProfileEra = `-- name: InsertTasteProfileEra :exec
INSERT INTO taste_profile_eras (user_id, era, weight)
VALUES ($1, $2, $3)
`
type InsertTasteProfileEraParams struct {
UserID pgtype.UUID
Era string
Weight float64
}
func (q *Queries) InsertTasteProfileEra(ctx context.Context, arg InsertTasteProfileEraParams) error {
_, err := q.db.Exec(ctx, insertTasteProfileEra, arg.UserID, arg.Era, arg.Weight)
return err
}
const insertTasteProfileTag = `-- name: InsertTasteProfileTag :exec
INSERT INTO taste_profile_tags (user_id, tag, weight)
VALUES ($1, $2, $3)
@@ -87,21 +112,23 @@ func (q *Queries) ListLikedArtistIDsForUser(ctx context.Context, userID pgtype.U
}
const listLikedTrackTasteInputsForUser = `-- name: ListLikedTrackTasteInputsForUser :many
SELECT t.id AS track_id, t.artist_id, t.genre
SELECT t.id AS track_id, t.artist_id, t.genre, a.release_date
FROM general_likes gl
JOIN tracks t ON t.id = gl.track_id
JOIN albums a ON a.id = t.album_id
WHERE gl.user_id = $1
`
type ListLikedTrackTasteInputsForUserRow struct {
TrackID pgtype.UUID
ArtistID pgtype.UUID
Genre *string
TrackID pgtype.UUID
ArtistID pgtype.UUID
Genre *string
ReleaseDate pgtype.Date
}
// (track_id, artist_id, genre) for each track the user has explicitly
// liked. Feeds the track-like bonus into the liked track's artist and
// tags; track_id keys the enriched track_tags lookup (#1490).
// (track_id, artist_id, genre, release_date) for each track the user has
// explicitly liked. Feeds the track-like bonus into the liked track's artist,
// tags, and era (#1530); track_id keys the enriched track_tags lookup (#1490).
func (q *Queries) ListLikedTrackTasteInputsForUser(ctx context.Context, userID pgtype.UUID) ([]ListLikedTrackTasteInputsForUserRow, error) {
rows, err := q.db.Query(ctx, listLikedTrackTasteInputsForUser, userID)
if err != nil {
@@ -111,7 +138,12 @@ func (q *Queries) ListLikedTrackTasteInputsForUser(ctx context.Context, userID p
var items []ListLikedTrackTasteInputsForUserRow
for rows.Next() {
var i ListLikedTrackTasteInputsForUserRow
if err := rows.Scan(&i.TrackID, &i.ArtistID, &i.Genre); err != nil {
if err := rows.Scan(
&i.TrackID,
&i.ArtistID,
&i.Genre,
&i.ReleaseDate,
); err != nil {
return nil, err
}
items = append(items, i)
@@ -128,6 +160,7 @@ SELECT
t.id AS track_id,
t.artist_id,
t.genre,
a.release_date,
LEAST(GREATEST(
COALESCE(pe.completion_ratio,
pe.duration_played_ms::float8 / NULLIF(t.duration_ms, 0),
@@ -135,6 +168,7 @@ SELECT
(EXTRACT(epoch FROM now() - pe.started_at) / 86400.0)::float8 AS age_days
FROM play_events pe
JOIN tracks t ON t.id = pe.track_id
JOIN albums a ON a.id = t.album_id
WHERE pe.user_id = $1
AND pe.started_at > now() - ($2::float8 * INTERVAL '1 day')
AND NOT EXISTS (
@@ -149,11 +183,12 @@ type ListPlayEngagementInputsForUserParams struct {
}
type ListPlayEngagementInputsForUserRow struct {
TrackID pgtype.UUID
ArtistID pgtype.UUID
Genre *string
Completion float64
AgeDays float64
TrackID pgtype.UUID
ArtistID pgtype.UUID
Genre *string
ReleaseDate pgtype.Date
Completion float64
AgeDays float64
}
// Taste profile (#796 phase 1). The daily build computes signed artist/tag
@@ -162,7 +197,8 @@ type ListPlayEngagementInputsForUserRow struct {
// One row per play in the decay-relevant window. completion is the play's
// completion ratio (precomputed column when present, else duration_played /
// track duration, clamped to [0,1]); age_days drives the time-decay. Genre
// is split into tags in Go. Quarantined tracks are excluded.
// is split into tags in Go; release_date derives the decade for the era
// facet (#1530). Quarantined tracks are excluded.
func (q *Queries) ListPlayEngagementInputsForUser(ctx context.Context, arg ListPlayEngagementInputsForUserParams) ([]ListPlayEngagementInputsForUserRow, error) {
rows, err := q.db.Query(ctx, listPlayEngagementInputsForUser, arg.UserID, arg.Column2)
if err != nil {
@@ -176,6 +212,7 @@ func (q *Queries) ListPlayEngagementInputsForUser(ctx context.Context, arg ListP
&i.TrackID,
&i.ArtistID,
&i.Genre,
&i.ReleaseDate,
&i.Completion,
&i.AgeDays,
); err != nil {
@@ -228,6 +265,45 @@ func (q *Queries) ListTasteProfileArtistsForUser(ctx context.Context, arg ListTa
return items, nil
}
const listTasteProfileErasForUser = `-- name: ListTasteProfileErasForUser :many
SELECT era, weight
FROM taste_profile_eras
WHERE user_id = $1
ORDER BY weight DESC
LIMIT $2
`
type ListTasteProfileErasForUserParams struct {
UserID pgtype.UUID
Limit int32
}
type ListTasteProfileErasForUserRow struct {
Era string
Weight float64
}
// Top-weighted taste eras (#1530); consumed by the scorer's era term.
func (q *Queries) ListTasteProfileErasForUser(ctx context.Context, arg ListTasteProfileErasForUserParams) ([]ListTasteProfileErasForUserRow, error) {
rows, err := q.db.Query(ctx, listTasteProfileErasForUser, arg.UserID, arg.Limit)
if err != nil {
return nil, err
}
defer rows.Close()
var items []ListTasteProfileErasForUserRow
for rows.Next() {
var i ListTasteProfileErasForUserRow
if err := rows.Scan(&i.Era, &i.Weight); err != nil {
return nil, err
}
items = append(items, i)
}
if err := rows.Err(); err != nil {
return nil, err
}
return items, nil
}
const listTasteProfileTagsForUser = `-- name: ListTasteProfileTagsForUser :many
SELECT tag, weight
FROM taste_profile_tags