fix(discover): cap the taste-matched arm per album and artist before its LIMIT (#5356)
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Summed tag weight rewards a track for carrying many of the user's tags, so
on the deploy two artists whose every track carries the whole lo-fi profile
took all 120 rows of the taste-unheard query. capByAlbumAndArtist ran after
the LIMIT and left 6, and the arm with the lowest skip rate (12% against
~23%) handed its slots to dormant and random.

The query now ranks within album, then within artist over what the album
cap kept, before the LIMIT: the same walk the Go cap makes, so the bucket
fills from as many artists as match. The caps come from the Go constants.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
This commit is contained in:
2026-10-08 09:24:20 -04:00
co-authored by Claude Opus 5.5
parent 9940bc375d
commit 9be5bbae3c
4 changed files with 212 additions and 52 deletions
+59 -27
View File
@@ -216,35 +216,55 @@ func (q *Queries) ListRandomUnheardTracksForDiscover(ctx context.Context, arg Li
}
const listTasteUnheardTracksForDiscover = `-- name: ListTasteUnheardTracksForDiscover :many
SELECT t.id, t.album_id, t.artist_id
FROM tracks t
JOIN LATERAL regexp_split_to_table(coalesce(t.genre, ''), '[;,]') AS g_split(g) ON true
JOIN taste_profile_tags nt ON nt.user_id = $1 AND trim(g_split.g) = nt.tag
WHERE t.missing_since IS NULL -- #2523: never offer a file that is gone
AND nt.weight > 0
AND trim(g_split.g) <> ''
AND NOT EXISTS (
SELECT 1 FROM play_events pe
WHERE pe.user_id = $1
AND pe.track_id = t.id
AND pe.was_skipped = false
)
AND NOT EXISTS (
SELECT 1 FROM general_likes gl
WHERE gl.user_id = $1 AND gl.track_id = t.id
)
AND NOT EXISTS (
SELECT 1 FROM lidarr_quarantine q
WHERE q.user_id = $1 AND q.track_id = t.id
)
GROUP BY t.id, t.album_id, t.artist_id
ORDER BY SUM(nt.weight) DESC, md5(t.id::text || $2::text)
WITH scored AS (
SELECT t.id, t.album_id, t.artist_id,
SUM(nt.weight) AS weight,
md5(t.id::text || $2::text) AS tiebreak
FROM tracks t
JOIN LATERAL regexp_split_to_table(coalesce(t.genre, ''), '[;,]') AS g_split(g) ON true
JOIN taste_profile_tags nt ON nt.user_id = $3 AND trim(g_split.g) = nt.tag
WHERE t.missing_since IS NULL -- #2523: never offer a file that is gone
AND nt.weight > 0
AND trim(g_split.g) <> ''
AND NOT EXISTS (
SELECT 1 FROM play_events pe
WHERE pe.user_id = $3
AND pe.track_id = t.id
AND pe.was_skipped = false
)
AND NOT EXISTS (
SELECT 1 FROM general_likes gl
WHERE gl.user_id = $3 AND gl.track_id = t.id
)
AND NOT EXISTS (
SELECT 1 FROM lidarr_quarantine q
WHERE q.user_id = $3 AND q.track_id = t.id
)
GROUP BY t.id, t.album_id, t.artist_id
),
album_capped AS (
SELECT s.id, s.album_id, s.artist_id, s.weight, s.tiebreak,
row_number() OVER (PARTITION BY s.album_id ORDER BY s.weight DESC, s.tiebreak) AS album_rank
FROM scored s
),
artist_capped AS (
SELECT a.id, a.album_id, a.artist_id, a.weight, a.tiebreak, a.album_rank,
row_number() OVER (PARTITION BY a.artist_id ORDER BY a.weight DESC, a.tiebreak) AS artist_rank
FROM album_capped a
WHERE a.album_rank <= $4::int
)
SELECT c.id, c.album_id, c.artist_id
FROM artist_capped c
WHERE c.artist_rank <= $1::int
ORDER BY c.weight DESC, c.tiebreak
LIMIT 120
`
type ListTasteUnheardTracksForDiscoverParams struct {
UserID pgtype.UUID
Column2 string
MaxPerArtist int32
DateSeed string
UserID pgtype.UUID
MaxPerAlbum int32
}
type ListTasteUnheardTracksForDiscoverRow struct {
@@ -261,9 +281,21 @@ type ListTasteUnheardTracksForDiscoverRow struct {
// [;,]). Same exclusion filters as the other buckets. Returns nothing
// when the user has no taste tags yet (cold start), so the caller
// redistributes its slots to the other buckets. Stamped 'taste_unheard'.
// $1 = user_id, $2 = date string for md5 tiebreak ordering.
//
// The per-album and per-artist caps apply BEFORE the LIMIT (#5356). Summed
// weight rewards a track for carrying many of the user's tags, so a few
// artists whose every track is tagged with the whole profile take every row
// of a plain LIMIT; the caller's caps then left 6 of 120 on the deploy, and
// the best-performing arm handed its slots to the others. Ranking within
// album, then within artist over what the album cap kept, is the same walk
// capByAlbumAndArtist makes, so the caller's caps keep everything here.
func (q *Queries) ListTasteUnheardTracksForDiscover(ctx context.Context, arg ListTasteUnheardTracksForDiscoverParams) ([]ListTasteUnheardTracksForDiscoverRow, error) {
rows, err := q.db.Query(ctx, listTasteUnheardTracksForDiscover, arg.UserID, arg.Column2)
rows, err := q.db.Query(ctx, listTasteUnheardTracksForDiscover,
arg.MaxPerArtist,
arg.DateSeed,
arg.UserID,
arg.MaxPerAlbum,
)
if err != nil {
return nil, err
}
+49 -24
View File
@@ -115,28 +115,53 @@ SELECT t.id, t.album_id, t.artist_id
-- [;,]). Same exclusion filters as the other buckets. Returns nothing
-- when the user has no taste tags yet (cold start), so the caller
-- redistributes its slots to the other buckets. Stamped 'taste_unheard'.
-- $1 = user_id, $2 = date string for md5 tiebreak ordering.
SELECT t.id, t.album_id, t.artist_id
FROM tracks t
JOIN LATERAL regexp_split_to_table(coalesce(t.genre, ''), '[;,]') AS g_split(g) ON true
JOIN taste_profile_tags nt ON nt.user_id = $1 AND trim(g_split.g) = nt.tag
WHERE t.missing_since IS NULL -- #2523: never offer a file that is gone
AND nt.weight > 0
AND trim(g_split.g) <> ''
AND NOT EXISTS (
SELECT 1 FROM play_events pe
WHERE pe.user_id = $1
AND pe.track_id = t.id
AND pe.was_skipped = false
)
AND NOT EXISTS (
SELECT 1 FROM general_likes gl
WHERE gl.user_id = $1 AND gl.track_id = t.id
)
AND NOT EXISTS (
SELECT 1 FROM lidarr_quarantine q
WHERE q.user_id = $1 AND q.track_id = t.id
)
GROUP BY t.id, t.album_id, t.artist_id
ORDER BY SUM(nt.weight) DESC, md5(t.id::text || $2::text)
--
-- The per-album and per-artist caps apply BEFORE the LIMIT (#5356). Summed
-- weight rewards a track for carrying many of the user's tags, so a few
-- artists whose every track is tagged with the whole profile take every row
-- of a plain LIMIT; the caller's caps then left 6 of 120 on the deploy, and
-- the best-performing arm handed its slots to the others. Ranking within
-- album, then within artist over what the album cap kept, is the same walk
-- capByAlbumAndArtist makes, so the caller's caps keep everything here.
WITH scored AS (
SELECT t.id, t.album_id, t.artist_id,
SUM(nt.weight) AS weight,
md5(t.id::text || sqlc.arg(date_seed)::text) AS tiebreak
FROM tracks t
JOIN LATERAL regexp_split_to_table(coalesce(t.genre, ''), '[;,]') AS g_split(g) ON true
JOIN taste_profile_tags nt ON nt.user_id = sqlc.arg(user_id) AND trim(g_split.g) = nt.tag
WHERE t.missing_since IS NULL -- #2523: never offer a file that is gone
AND nt.weight > 0
AND trim(g_split.g) <> ''
AND NOT EXISTS (
SELECT 1 FROM play_events pe
WHERE pe.user_id = sqlc.arg(user_id)
AND pe.track_id = t.id
AND pe.was_skipped = false
)
AND NOT EXISTS (
SELECT 1 FROM general_likes gl
WHERE gl.user_id = sqlc.arg(user_id) AND gl.track_id = t.id
)
AND NOT EXISTS (
SELECT 1 FROM lidarr_quarantine q
WHERE q.user_id = sqlc.arg(user_id) AND q.track_id = t.id
)
GROUP BY t.id, t.album_id, t.artist_id
),
album_capped AS (
SELECT s.*,
row_number() OVER (PARTITION BY s.album_id ORDER BY s.weight DESC, s.tiebreak) AS album_rank
FROM scored s
),
artist_capped AS (
SELECT a.*,
row_number() OVER (PARTITION BY a.artist_id ORDER BY a.weight DESC, a.tiebreak) AS artist_rank
FROM album_capped a
WHERE a.album_rank <= sqlc.arg(max_per_album)::int
)
SELECT c.id, c.album_id, c.artist_id
FROM artist_capped c
WHERE c.artist_rank <= sqlc.arg(max_per_artist)::int
ORDER BY c.weight DESC, c.tiebreak
LIMIT 120;
+4 -1
View File
@@ -95,8 +95,11 @@ type discoverPools struct {
}
func loadDiscoverPools(ctx context.Context, q *dbq.Queries, logger *slog.Logger, userID pgtype.UUID, dateStr string) discoverPools {
// The caps go into the query too (#5356): applied only here, after its
// LIMIT, they left a heavily tagged artist or two owning the whole bucket.
tasteRows, err := q.ListTasteUnheardTracksForDiscover(ctx, dbq.ListTasteUnheardTracksForDiscoverParams{
UserID: userID, Column2: dateStr,
UserID: userID, DateSeed: dateStr,
MaxPerAlbum: discoverMaxTracksPerAlbum, MaxPerArtist: discoverMaxTracksPerArtist,
})
if err != nil {
logger.Warn("discover: taste-unheard bucket failed; continuing with empty pool",
@@ -0,0 +1,100 @@
package playlists_test
import (
"context"
"fmt"
"testing"
"github.com/jackc/pgx/v5/pgtype"
"github.com/jackc/pgx/v5/pgxpool"
"git.fabledsword.com/bvandeusen/minstrel/internal/db/dbq"
)
func setGenre(t *testing.T, pool *pgxpool.Pool, trackID pgtype.UUID, genre string) {
t.Helper()
if _, err := pool.Exec(context.Background(),
`UPDATE tracks SET genre = $2 WHERE id = $1`, trackID, genre); err != nil {
t.Fatalf("set genre: %v", err)
}
}
func seedTasteTag(t *testing.T, pool *pgxpool.Pool, userID pgtype.UUID, tag string, weight float64) {
t.Helper()
if _, err := pool.Exec(context.Background(),
`INSERT INTO taste_profile_tags (user_id, tag, weight) VALUES ($1, $2, $3)
ON CONFLICT (user_id, tag) DO UPDATE SET weight = EXCLUDED.weight`,
userID, tag, weight); err != nil {
t.Fatalf("seed taste tag: %v", err)
}
}
// TestListTasteUnheardTracksForDiscover_CapsBeforeLimit is the deploy's shape
// (#5356): one artist whose every track carries the whole taste profile
// outscores everything on summed weight. Capped only after the LIMIT, that
// artist took all 120 rows and the bucket shrank to its 3. Capped before, the
// artist keeps 3 and the single-tag artists below it fill the rest.
func TestListTasteUnheardTracksForDiscover_CapsBeforeLimit(t *testing.T) {
pool := newPool(t)
ctx := context.Background()
u := seedUser(t, pool, "tastecap")
profile := []string{"Lo-Fi", "Downtempo", "Hip Hop", "Instrumental", "Chillwave"}
for _, tag := range profile {
seedTasteTag(t, pool, u.ID, tag, 10)
}
allTags := "Lo-Fi; Downtempo; Hip Hop; Instrumental; Chillwave"
// 13 albums x 10 tracks = 130, more than the query's LIMIT of 120.
heavy := seedTrack(t, pool, "Heavy 0", "Heavy Artist")
setGenre(t, pool, heavy.ID, allTags)
album := heavy.AlbumID
for i := 1; i < 130; i++ {
if i%10 == 0 {
album = seedAlbumForArtist(t, pool, fmt.Sprintf("Heavy Album %d", i/10), heavy.ArtistID)
}
tr := seedTrackForArtist(t, pool, fmt.Sprintf("Heavy %d", i), album, heavy.ArtistID)
setGenre(t, pool, tr.ID, allTags)
}
// Twelve artists with one track each, matching a single profile tag.
const light = 12
for i := 0; i < light; i++ {
tr := seedTrack(t, pool, fmt.Sprintf("Light %d", i), fmt.Sprintf("Light Artist %d", i))
setGenre(t, pool, tr.ID, profile[i%len(profile)])
}
rows, err := dbq.New(pool).ListTasteUnheardTracksForDiscover(ctx, dbq.ListTasteUnheardTracksForDiscoverParams{
UserID: u.ID, DateSeed: "2026-10-08", MaxPerAlbum: 2, MaxPerArtist: 3,
})
if err != nil {
t.Fatalf("list taste unheard: %v", err)
}
perArtist := map[pgtype.UUID]int{}
perAlbum := map[pgtype.UUID]int{}
for _, r := range rows {
perArtist[r.ArtistID]++
perAlbum[r.AlbumID]++
}
if got := perArtist[heavy.ArtistID]; got != 3 {
t.Errorf("heavy artist rows = %d, want exactly the artist cap of 3", got)
}
for id, n := range perAlbum {
if n > 2 {
t.Errorf("album %v has %d rows, over the album cap of 2", id, n)
}
}
if got, want := len(perArtist), 1+light; got != want {
t.Errorf("distinct artists = %d, want %d (the heavy artist plus every single-tag artist)", got, want)
}
if got, want := len(rows), 3+light; got != want {
t.Errorf("rows = %d, want %d", got, want)
}
// Still ranked by weight: the heavy artist's three lead.
for i := 0; i < 3 && i < len(rows); i++ {
if rows[i].ArtistID != heavy.ArtistID {
t.Errorf("row %d is not the heavy artist's; higher summed weight should rank first", i)
}
}
}