feat(taste): device-class context conditioning — #1551
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Milestone #160 Opt 3b. Adds device class as a third context axis on top
of the #1531 time-of-day/weekday affinity: on the radio path, a candidate
is boosted when its artist concentrates in the current (daypart × weekday
× device) cell. Client-sent (client_id is opaque; no UA stored), so it's
captured going forward and applies to radio only (daily mixes are
cron-built with no device → stay device-agnostic).

Server:
- Migration 0048: play_events.device_class text NULL (no CHECK; normalized
  in Go — one whitelist entry per new client class, not a migration).
- events.go: eventRequest.device_class + normalizeDeviceClass (whitelist →
  mobile/web/…, else "other", empty → NULL); threaded through both
  RecordPlayStartedWithSource and RecordOfflinePlay into InsertPlayEvent.
- ListArtistContextPlayCountsForUser gains a current-device param; the cell
  FILTER adds AND ($2='' OR device_class=$2) — '' reproduces the #1531
  time-only behaviour exactly (used by mixes). SessionVector.DeviceClass
  carries it; the radio handler derives the current device from the user's
  latest play (GetLatestPlayDeviceClassForUser) — request-free proxy.
- No new tuning knob: device narrows the existing ContextAffinityScore
  (reuses context_time_weight).

Clients:
- web: play_started sends device_class 'web'.
- android: play_started + offline replay send 'mobile' (EventsWire +
  PlayOfflinePayload + MutationReplayer + PlayEventsReporter).

Test: LoadContextAffinity device-narrowing integration test (mobile vs web
artist separation; device-agnostic parity).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
This commit is contained in:
2026-07-14 12:47:59 -04:00
parent f0c08e7326
commit 5749f48b4a
20 changed files with 306 additions and 64 deletions
@@ -239,6 +239,9 @@ data class PlayOfflinePayload(
val atIso: String,
val durationPlayedMs: Long,
val source: String? = null,
// #1551: device class for context conditioning; null on payloads queued
// before this field existed (decodes to null → server stores NULL).
val deviceClass: String? = null,
)
/**
@@ -254,6 +254,7 @@ class MutationReplayer @Inject constructor(
at = decoded.atIso,
durationPlayedMs = decoded.durationPlayedMs,
source = decoded.source,
deviceClass = decoded.deviceClass,
),
)
return Outcome.SENT
@@ -27,6 +27,8 @@ data class PlayStartedRequest(
@SerialName("track_id") val trackId: String,
@SerialName("client_id") val clientId: String,
val source: String? = null,
// #1551: device class for context conditioning (server normalizes).
@SerialName("device_class") val deviceClass: String? = null,
)
@Serializable
@@ -56,4 +58,6 @@ data class PlayOfflineRequest(
val at: String,
@SerialName("duration_played_ms") val durationPlayedMs: Long,
val source: String? = null,
// #1551: device class for context conditioning (server normalizes).
@SerialName("device_class") val deviceClass: String? = null,
)
@@ -155,6 +155,7 @@ class PlayEventsReporter @Inject constructor(
trackId = trackId,
clientId = cid,
source = source.takeIf { !it.isNullOrEmpty() },
deviceClass = DEVICE_CLASS,
),
)
if (curTrackId == trackId) {
@@ -248,6 +249,7 @@ class PlayEventsReporter @Inject constructor(
atIso = startedAt.toString(),
durationPlayedMs = durationPlayedMs,
source = source.takeIf { !it.isNullOrEmpty() },
deviceClass = DEVICE_CLASS,
),
)
}
@@ -268,6 +270,12 @@ class PlayEventsReporter @Inject constructor(
// ── Lifecycle: durable-close on app background / detach ────────
companion object {
// #1551: Android is a mobile client. Refine to tablet/tv via device
// configuration later if the metrics trend view shows it matters.
private const val DEVICE_CLASS = "mobile"
}
override fun onStop(owner: LifecycleOwner) {
// App backgrounded. If the tracked play is still PLAYING, leave it
// alone: the foreground media service keeps the process — and this
+33 -2
View File
@@ -4,6 +4,7 @@ import (
"encoding/json"
"errors"
"net/http"
"strings"
"time"
"github.com/jackc/pgx/v5"
@@ -24,6 +25,33 @@ type eventRequest struct {
// / "discover" feed the system-playlist rotation dedup (#415);
// absent / "" for library, user-playlist, radio, Subsonic.
Source *string `json:"source"`
// DeviceClass is the client's self-reported device class (#1551),
// normalized + stored per play to condition radio on the current device.
DeviceClass *string `json:"device_class"`
}
// knownDeviceClasses whitelists the device classes the context-affinity facet
// buckets by (#1551). A client sends one; anything unrecognized normalizes to
// "other", and empty/absent to "" (stored NULL → excluded from the device
// dimension). Kept permissive (no DB CHECK) so a new client class is one
// whitelist entry, not a migration.
var knownDeviceClasses = map[string]bool{
"mobile": true, "tablet": true, "desktop": true,
"web": true, "tv": true, "watch": true,
}
func normalizeDeviceClass(dc *string) string {
if dc == nil {
return ""
}
s := strings.ToLower(strings.TrimSpace(*dc))
if s == "" {
return ""
}
if knownDeviceClasses[s] {
return s
}
return "other"
}
type playStartedResponse struct {
@@ -114,7 +142,9 @@ func (h *handlers) handleEventPlayStarted(
if req.Source != nil {
source = *req.Source
}
res, err := h.events.RecordPlayStartedWithSource(r.Context(), user.ID, trackID, clientID, source, at)
deviceClass := normalizeDeviceClass(req.DeviceClass)
res, err := h.events.RecordPlayStartedWithSource(
r.Context(), user.ID, trackID, clientID, source, deviceClass, at)
if err != nil {
h.logger.Error("api: events: play_started", "err", err)
writeErr(w, apierror.InternalMsg("record failed", err))
@@ -159,7 +189,8 @@ func (h *handlers) handleEventPlayOffline(
source = *req.Source
}
if err := h.events.RecordOfflinePlay(
r.Context(), user.ID, trackID, clientID, source, at, *req.DurationPlayedMs,
r.Context(), user.ID, trackID, clientID, source,
normalizeDeviceClass(req.DeviceClass), at, *req.DurationPlayedMs,
); err != nil {
h.logger.Error("api: events: play_offline", "err", err)
writeErr(w, apierror.InternalMsg("record failed", err))
+22
View File
@@ -1,6 +1,7 @@
package api
import (
"context"
"encoding/json"
"errors"
"log/slog"
@@ -81,6 +82,9 @@ func (h *handlers) handleRadio(w http.ResponseWriter, r *http.Request) {
}
currentVec := loadCurrentSessionVector(r, q, user.ID, h.logger)
// Condition on the current device (#1551): the latest play's device is a
// cheap, request-free proxy for what the user is on right now.
currentVec.DeviceClass = latestDeviceClass(r.Context(), q, user.ID, h.logger)
exclude := parseExcludeParam(r.URL.Query().Get("exclude"))
limits := recommendation.DefaultCandidateSourceLimits()
@@ -150,6 +154,24 @@ func loadCurrentSessionVector(r *http.Request, q *dbq.Queries, userID pgtype.UUI
return v
}
// latestDeviceClass returns the device_class of the user's most recent play as
// the "current device" for context conditioning (#1551), or "" when unknown
// (no plays yet, or the latest play predates device capture). Best-effort: a
// lookup failure yields a device-agnostic ("") affinity cell.
func latestDeviceClass(ctx context.Context, q *dbq.Queries, userID pgtype.UUID, logger *slog.Logger) string {
dc, err := q.GetLatestPlayDeviceClassForUser(ctx, userID)
if err != nil {
if !errors.Is(err, pgx.ErrNoRows) {
logger.Warn("api: radio: latest device class", "err", err)
}
return ""
}
if dc == nil {
return ""
}
return *dc
}
// parseExcludeParam parses a comma-separated list of UUIDs from the
// `exclude` query string, silently dropping malformed entries. Returns
// nil for empty or all-malformed input.
+21 -13
View File
@@ -54,7 +54,7 @@ func (q *Queries) GetMostRecentPlaySessionForUser(ctx context.Context, userID pg
}
const getOpenPlayEventForUser = `-- name: GetOpenPlayEventForUser :one
SELECT id, user_id, track_id, session_id, started_at, ended_at, duration_played_ms, completion_ratio, was_skipped, client_id, session_vector_at_play, scrobbled_at, source, pick_kind FROM play_events
SELECT id, user_id, track_id, session_id, started_at, ended_at, duration_played_ms, completion_ratio, was_skipped, client_id, session_vector_at_play, scrobbled_at, source, pick_kind, device_class FROM play_events
WHERE user_id = $1 AND ended_at IS NULL
ORDER BY started_at DESC
LIMIT 1
@@ -80,12 +80,13 @@ func (q *Queries) GetOpenPlayEventForUser(ctx context.Context, userID pgtype.UUI
&i.ScrobbledAt,
&i.Source,
&i.PickKind,
&i.DeviceClass,
)
return i, err
}
const getPlayEventByID = `-- name: GetPlayEventByID :one
SELECT id, user_id, track_id, session_id, started_at, ended_at, duration_played_ms, completion_ratio, was_skipped, client_id, session_vector_at_play, scrobbled_at, source, pick_kind FROM play_events WHERE id = $1
SELECT id, user_id, track_id, session_id, started_at, ended_at, duration_played_ms, completion_ratio, was_skipped, client_id, session_vector_at_play, scrobbled_at, source, pick_kind, device_class FROM play_events WHERE id = $1
`
func (q *Queries) GetPlayEventByID(ctx context.Context, id pgtype.UUID) (PlayEvent, error) {
@@ -106,6 +107,7 @@ func (q *Queries) GetPlayEventByID(ctx context.Context, id pgtype.UUID) (PlayEve
&i.ScrobbledAt,
&i.Source,
&i.PickKind,
&i.DeviceClass,
)
return i, err
}
@@ -144,19 +146,22 @@ func (q *Queries) GetSystemPickKindForTrack(ctx context.Context, arg GetSystemPi
const insertPlayEvent = `-- name: InsertPlayEvent :one
INSERT INTO play_events (
user_id, track_id, session_id, started_at, client_id, source, pick_kind
) VALUES ($1, $2, $3, $4, $5, $6, $7::text)
RETURNING id, user_id, track_id, session_id, started_at, ended_at, duration_played_ms, completion_ratio, was_skipped, client_id, session_vector_at_play, scrobbled_at, source, pick_kind
user_id, track_id, session_id, started_at, client_id, source, pick_kind,
device_class
) VALUES ($1, $2, $3, $4, $5, $6, $7::text,
$8::text)
RETURNING id, user_id, track_id, session_id, started_at, ended_at, duration_played_ms, completion_ratio, was_skipped, client_id, session_vector_at_play, scrobbled_at, source, pick_kind, device_class
`
type InsertPlayEventParams struct {
UserID pgtype.UUID
TrackID pgtype.UUID
SessionID pgtype.UUID
StartedAt pgtype.Timestamptz
ClientID *string
Source *string
PickKind *string
UserID pgtype.UUID
TrackID pgtype.UUID
SessionID pgtype.UUID
StartedAt pgtype.Timestamptz
ClientID *string
Source *string
PickKind *string
DeviceClass *string
}
// pick_kind is non-NULL only for system-playlist plays whose track was
@@ -171,6 +176,7 @@ func (q *Queries) InsertPlayEvent(ctx context.Context, arg InsertPlayEventParams
arg.ClientID,
arg.Source,
arg.PickKind,
arg.DeviceClass,
)
var i PlayEvent
err := row.Scan(
@@ -188,6 +194,7 @@ func (q *Queries) InsertPlayEvent(ctx context.Context, arg InsertPlayEventParams
&i.ScrobbledAt,
&i.Source,
&i.PickKind,
&i.DeviceClass,
)
return i, err
}
@@ -333,7 +340,7 @@ SET ended_at = $2,
completion_ratio = $4,
was_skipped = $5
WHERE id = $1
RETURNING id, user_id, track_id, session_id, started_at, ended_at, duration_played_ms, completion_ratio, was_skipped, client_id, session_vector_at_play, scrobbled_at, source, pick_kind
RETURNING id, user_id, track_id, session_id, started_at, ended_at, duration_played_ms, completion_ratio, was_skipped, client_id, session_vector_at_play, scrobbled_at, source, pick_kind, device_class
`
type UpdatePlayEventEndedParams struct {
@@ -371,6 +378,7 @@ func (q *Queries) UpdatePlayEventEnded(ctx context.Context, arg UpdatePlayEventE
&i.ScrobbledAt,
&i.Source,
&i.PickKind,
&i.DeviceClass,
)
return i, err
}
+1
View File
@@ -384,6 +384,7 @@ type PlayEvent struct {
ScrobbledAt pgtype.Timestamptz
Source *string
PickKind *string
DeviceClass *string
}
type PlaySession struct {
+35 -8
View File
@@ -11,6 +11,24 @@ import (
"github.com/jackc/pgx/v5/pgtype"
)
const getLatestPlayDeviceClassForUser = `-- name: GetLatestPlayDeviceClassForUser :one
SELECT device_class
FROM play_events
WHERE user_id = $1
ORDER BY started_at DESC
LIMIT 1
`
// The device_class of the user's most recent play (#1551), used as the
// "current device" for radio context conditioning. NULL when the latest play
// predates device capture or came from a client that didn't send one.
func (q *Queries) GetLatestPlayDeviceClassForUser(ctx context.Context, userID pgtype.UUID) (*string, error) {
row := q.db.QueryRow(ctx, getLatestPlayDeviceClassForUser, userID)
var device_class *string
err := row.Scan(&device_class)
return device_class, err
}
const listArtistContextPlayCountsForUser = `-- name: ListArtistContextPlayCountsForUser :many
WITH tz AS (
SELECT COALESCE(NULLIF(u.timezone, ''), 'UTC') AS zone
@@ -30,6 +48,7 @@ now_cell AS (
),
plays AS (
SELECT t.artist_id,
pe.device_class,
CASE
WHEN EXTRACT(hour FROM pe.started_at AT TIME ZONE tz.zone) < 5 THEN 3
WHEN EXTRACT(hour FROM pe.started_at AT TIME ZONE tz.zone) < 12 THEN 0
@@ -50,11 +69,17 @@ SELECT p.artist_id,
count(*) FILTER (
WHERE p.daypart = (SELECT daypart FROM now_cell)
AND p.is_weekend = (SELECT is_weekend FROM now_cell)
AND ($2::text = '' OR p.device_class = $2::text)
) AS cell_plays
FROM plays p
GROUP BY p.artist_id
`
type ListArtistContextPlayCountsForUserParams struct {
ID pgtype.UUID
Column2 string
}
type ListArtistContextPlayCountsForUserRow struct {
ArtistID pgtype.UUID
TotalPlays int64
@@ -62,14 +87,16 @@ type ListArtistContextPlayCountsForUserRow struct {
}
// Per-artist completed-play counts split by whether each play falls in the
// CURRENT daypart × weekday-type cell, in the user's local timezone (#1531).
// Feeds the context-affinity scoring term: an artist whose plays concentrate
// in the current cell (vs the user's overall baseline, computed Go-side from
// these rows) gets boosted right now. Skips excluded; a 365-day window bounds
// cost. Daypart buckets: night [22,5) morning [5,12) afternoon [12,17)
// evening [17,22). Weekend = ISO days 67 (Sat/Sun).
func (q *Queries) ListArtistContextPlayCountsForUser(ctx context.Context, id pgtype.UUID) ([]ListArtistContextPlayCountsForUserRow, error) {
rows, err := q.db.Query(ctx, listArtistContextPlayCountsForUser, id)
// CURRENT context cell, in the user's local timezone (#1531). The cell is
// daypart × weekday-type, optionally narrowed by device class (#1551): when
// $2 (the current device) is ”, the device dimension is ignored (identical to
// the time-only #1531 behaviour, used by the daily mixes which have no device);
// when $2 is set (radio), a play only counts in the cell if its device_class
// matches. Feeds the context-affinity scoring term. Skips excluded; a 365-day
// window bounds cost. Daypart buckets: night [22,5) morning [5,12)
// afternoon [12,17) evening [17,22). Weekend = ISO days 67 (Sat/Sun).
func (q *Queries) ListArtistContextPlayCountsForUser(ctx context.Context, arg ListArtistContextPlayCountsForUserParams) ([]ListArtistContextPlayCountsForUserRow, error) {
rows, err := q.db.Query(ctx, listArtistContextPlayCountsForUser, arg.ID, arg.Column2)
if err != nil {
return nil, err
}
@@ -0,0 +1 @@
ALTER TABLE play_events DROP COLUMN IF EXISTS device_class;
@@ -0,0 +1,9 @@
-- 0048_play_events_device_class.up.sql — device-class context conditioning
-- (#1551, milestone #160 Opt 3b). Records which class of device a play came
-- from (mobile / web / …), sent by the client on play-start and normalized
-- server-side. Extends the #1531 time-of-day/weekday affinity cell to
-- (daypart × weekday × device) for the radio path. Nullable + no CHECK: values
-- are normalized in Go (avoids a CHECK-migration each time a client class is
-- added, rule #36), and historical rows stay NULL → excluded from the device
-- dimension (a graceful cold-start; the facet ramps as new plays land).
ALTER TABLE play_events ADD COLUMN device_class text;
+4 -2
View File
@@ -28,8 +28,10 @@ LIMIT 1;
-- found (with a stamped kind) in the user's live snapshot for that
-- variant at ingestion time (#1249, generalized in #1270).
INSERT INTO play_events (
user_id, track_id, session_id, started_at, client_id, source, pick_kind
) VALUES ($1, $2, $3, $4, $5, $6, sqlc.narg(pick_kind)::text)
user_id, track_id, session_id, started_at, client_id, source, pick_kind,
device_class
) VALUES ($1, $2, $3, $4, $5, $6, sqlc.narg(pick_kind)::text,
sqlc.narg(device_class)::text)
RETURNING *;
-- name: GetSystemPickKindForTrack :one
+20 -6
View File
@@ -195,12 +195,14 @@ GROUP BY t.id, t.title, t.album_id, t.artist_id, t.duration_ms, t.file_path,
-- name: ListArtistContextPlayCountsForUser :many
-- Per-artist completed-play counts split by whether each play falls in the
-- CURRENT daypart × weekday-type cell, in the user's local timezone (#1531).
-- Feeds the context-affinity scoring term: an artist whose plays concentrate
-- in the current cell (vs the user's overall baseline, computed Go-side from
-- these rows) gets boosted right now. Skips excluded; a 365-day window bounds
-- cost. Daypart buckets: night [22,5) morning [5,12) afternoon [12,17)
-- evening [17,22). Weekend = ISO days 67 (Sat/Sun).
-- CURRENT context cell, in the user's local timezone (#1531). The cell is
-- daypart × weekday-type, optionally narrowed by device class (#1551): when
-- $2 (the current device) is '', the device dimension is ignored (identical to
-- the time-only #1531 behaviour, used by the daily mixes which have no device);
-- when $2 is set (radio), a play only counts in the cell if its device_class
-- matches. Feeds the context-affinity scoring term. Skips excluded; a 365-day
-- window bounds cost. Daypart buckets: night [22,5) morning [5,12)
-- afternoon [12,17) evening [17,22). Weekend = ISO days 67 (Sat/Sun).
WITH tz AS (
SELECT COALESCE(NULLIF(u.timezone, ''), 'UTC') AS zone
FROM users u WHERE u.id = $1
@@ -219,6 +221,7 @@ now_cell AS (
),
plays AS (
SELECT t.artist_id,
pe.device_class,
CASE
WHEN EXTRACT(hour FROM pe.started_at AT TIME ZONE tz.zone) < 5 THEN 3
WHEN EXTRACT(hour FROM pe.started_at AT TIME ZONE tz.zone) < 12 THEN 0
@@ -239,10 +242,21 @@ SELECT p.artist_id,
count(*) FILTER (
WHERE p.daypart = (SELECT daypart FROM now_cell)
AND p.is_weekend = (SELECT is_weekend FROM now_cell)
AND ($2::text = '' OR p.device_class = $2::text)
) AS cell_plays
FROM plays p
GROUP BY p.artist_id;
-- name: GetLatestPlayDeviceClassForUser :one
-- The device_class of the user's most recent play (#1551), used as the
-- "current device" for radio context conditioning. NULL when the latest play
-- predates device capture or came from a client that didn't send one.
SELECT device_class
FROM play_events
WHERE user_id = $1
ORDER BY started_at DESC
LIMIT 1;
-- name: SuggestArtistsForUser :many
-- M5c: per-user artist suggestions ranked by signal x similarity. The
-- seeds CTE collects the user's likes (x5) plus recency-decayed plays
+28 -17
View File
@@ -65,7 +65,16 @@ func (w *Writer) RecordPlayStarted(
clientID string,
at time.Time,
) (StartedResult, error) {
return w.RecordPlayStartedWithSource(ctx, userID, trackID, clientID, "", at)
return w.RecordPlayStartedWithSource(ctx, userID, trackID, clientID, "", "", at)
}
// strPtrOrNil maps an empty string to a NULL text column (nullable pointer),
// mirroring the clientID/source nil-on-empty pattern used above.
func strPtrOrNil(s string) *string {
if s == "" {
return nil
}
return &s
}
// systemPlaylistSources are the play_events.source values that count
@@ -136,7 +145,7 @@ func lookupSystemPickKind(
func (w *Writer) RecordPlayStartedWithSource(
ctx context.Context,
userID, trackID pgtype.UUID,
clientID, source string,
clientID, source, deviceClass string,
at time.Time,
) (StartedResult, error) {
var out StartedResult
@@ -165,13 +174,14 @@ func (w *Writer) RecordPlayStartedWithSource(
}
}
ev, err := q.InsertPlayEvent(ctx, dbq.InsertPlayEventParams{
UserID: userID,
TrackID: trackID,
SessionID: sessionID,
StartedAt: pgtype.Timestamptz{Time: at, Valid: true},
ClientID: clientIDPtr,
Source: sourcePtr,
PickKind: pickKind,
UserID: userID,
TrackID: trackID,
SessionID: sessionID,
StartedAt: pgtype.Timestamptz{Time: at, Valid: true},
ClientID: clientIDPtr,
Source: sourcePtr,
PickKind: pickKind,
DeviceClass: strPtrOrNil(deviceClass),
})
if err != nil {
return err
@@ -389,7 +399,7 @@ func (w *Writer) RecordSyntheticCompletedPlay(
func (w *Writer) RecordOfflinePlay(
ctx context.Context,
userID, trackID pgtype.UUID,
clientID, source string,
clientID, source, deviceClass string,
at time.Time,
durationPlayedMs int32,
) error {
@@ -441,13 +451,14 @@ func (w *Writer) RecordOfflinePlay(
}
}
ev, err := q.InsertPlayEvent(ctx, dbq.InsertPlayEventParams{
UserID: userID,
TrackID: trackID,
SessionID: sessionID,
StartedAt: pgtype.Timestamptz{Time: at, Valid: true},
ClientID: clientIDPtr,
Source: sourcePtr,
PickKind: pickKind,
UserID: userID,
TrackID: trackID,
SessionID: sessionID,
StartedAt: pgtype.Timestamptz{Time: at, Valid: true},
ClientID: clientIDPtr,
Source: sourcePtr,
PickKind: pickKind,
DeviceClass: strPtrOrNil(deviceClass),
})
if err != nil {
return err
+9 -9
View File
@@ -226,10 +226,10 @@ func TestRecordOfflinePlay_DedupsByUserTrackStartedAt(t *testing.T) {
f := newFixture(t, 200_000)
ctx := context.Background()
at := time.Now().UTC()
if err := f.w.RecordOfflinePlay(ctx, f.user, f.track, "c", "", at, 120_000); err != nil {
if err := f.w.RecordOfflinePlay(ctx, f.user, f.track, "c", "", "", at, 120_000); err != nil {
t.Fatalf("first offline: %v", err)
}
if err := f.w.RecordOfflinePlay(ctx, f.user, f.track, "c", "", at, 120_000); err != nil {
if err := f.w.RecordOfflinePlay(ctx, f.user, f.track, "c", "", "", at, 120_000); err != nil {
t.Fatalf("replay offline: %v", err)
}
var count int
@@ -444,7 +444,7 @@ func TestRecordPlayStartedWithSource_AppendsRotation(t *testing.T) {
f := newFixture(t, 200_000)
now := time.Now().UTC()
if _, err := f.w.RecordPlayStartedWithSource(
context.Background(), f.user, f.track, "c", "for_you", now,
context.Background(), f.user, f.track, "c", "for_you", "", now,
); err != nil {
t.Fatalf("RecordPlayStartedWithSource: %v", err)
}
@@ -460,7 +460,7 @@ func TestRecordPlayStartedWithSource_AppendsRotation(t *testing.T) {
// Re-playing the same track stays a set (no duplicate append).
if _, err := f.w.RecordPlayStartedWithSource(
context.Background(), f.user, f.track, "c", "for_you", now.Add(time.Minute),
context.Background(), f.user, f.track, "c", "for_you", "", now.Add(time.Minute),
); err != nil {
t.Fatalf("RecordPlayStartedWithSource 2: %v", err)
}
@@ -511,7 +511,7 @@ func TestRecordPlayStartedWithSource_StampsForYouPickKind(t *testing.T) {
f := newFixture(t, 200_000)
seedSystemSnapshot(t, f, "for_you", "fresh")
res, err := f.w.RecordPlayStartedWithSource(
context.Background(), f.user, f.track, "c", "for_you", time.Now().UTC(),
context.Background(), f.user, f.track, "c", "for_you", "", time.Now().UTC(),
)
if err != nil {
t.Fatalf("RecordPlayStartedWithSource: %v", err)
@@ -530,7 +530,7 @@ func TestRecordPlayStartedWithSource_NoSnapshotMatch_PickKindNull(t *testing.T)
// out, or no snapshot exists) stays unattributed rather than guessing.
f := newFixture(t, 200_000)
res, err := f.w.RecordPlayStartedWithSource(
context.Background(), f.user, f.track, "c", "for_you", time.Now().UTC(),
context.Background(), f.user, f.track, "c", "for_you", "", time.Now().UTC(),
)
if err != nil {
t.Fatalf("RecordPlayStartedWithSource: %v", err)
@@ -552,7 +552,7 @@ func TestRecordPlayStartedWithSource_CrossVariant_PickKindNull(t *testing.T) {
f := newFixture(t, 200_000)
seedSystemSnapshot(t, f, "for_you", "taste")
res, err := f.w.RecordPlayStartedWithSource(
context.Background(), f.user, f.track, "c", "discover", time.Now().UTC(),
context.Background(), f.user, f.track, "c", "discover", "", time.Now().UTC(),
)
if err != nil {
t.Fatalf("RecordPlayStartedWithSource: %v", err)
@@ -572,7 +572,7 @@ func TestRecordPlayStartedWithSource_StampsDiscoverBucket(t *testing.T) {
f := newFixture(t, 200_000)
seedSystemSnapshot(t, f, "discover", "dormant")
res, err := f.w.RecordPlayStartedWithSource(
context.Background(), f.user, f.track, "c", "discover", time.Now().UTC(),
context.Background(), f.user, f.track, "c", "discover", "", time.Now().UTC(),
)
if err != nil {
t.Fatalf("RecordPlayStartedWithSource: %v", err)
@@ -593,7 +593,7 @@ func TestRecordOfflinePlay_StampsForYouPickKind(t *testing.T) {
seedSystemSnapshot(t, f, "for_you", "taste")
at := time.Now().UTC().Add(-time.Hour)
if err := f.w.RecordOfflinePlay(
context.Background(), f.user, f.track, "c", "for_you", at, 180_000,
context.Background(), f.user, f.track, "c", "for_you", "", at, 180_000,
); err != nil {
t.Fatalf("RecordOfflinePlay: %v", err)
}
+2 -2
View File
@@ -42,7 +42,7 @@ func LoadCandidates(
return nil, err
}
affinity, err := LoadContextAffinity(ctx, q, userID)
affinity, err := LoadContextAffinity(ctx, q, userID, currentVector.DeviceClass)
if err != nil {
return nil, err
}
@@ -150,7 +150,7 @@ func LoadCandidatesFromSimilarity(
return nil, err
}
affinity, err := LoadContextAffinity(ctx, q, userID)
affinity, err := LoadContextAffinity(ctx, q, userID, currentVector.DeviceClass)
if err != nil {
return nil, err
}
+9 -4
View File
@@ -28,15 +28,20 @@ func (c ContextAffinity) Affinity(artistID pgtype.UUID) float64 {
}
// LoadContextAffinity computes each artist's affinity for the user's CURRENT
// daypart × weekday cell. For every artist with completed plays in the window
// it compares the share of that artist's plays that fall in the current cell
// context cell — daypart × weekday, narrowed by deviceClass when non-empty
// (#1551; radio passes the current device, the daily mixes pass "" for a
// device-agnostic cell). For every artist with completed plays in the window it
// compares the share of that artist's plays that fall in the current cell
// against the user's overall baseline share, shrinking sparse artists toward
// the baseline. Returns an empty (all-neutral) affinity when the user has no
// plays.
func LoadContextAffinity(
ctx context.Context, q *dbq.Queries, userID pgtype.UUID,
ctx context.Context, q *dbq.Queries, userID pgtype.UUID, deviceClass string,
) (ContextAffinity, error) {
rows, err := q.ListArtistContextPlayCountsForUser(ctx, userID)
rows, err := q.ListArtistContextPlayCountsForUser(ctx, dbq.ListArtistContextPlayCountsForUserParams{
ID: userID,
Column2: deviceClass,
})
if err != nil {
return ContextAffinity{}, err
}
@@ -0,0 +1,87 @@
package recommendation
import (
"context"
"testing"
"time"
"github.com/jackc/pgx/v5/pgtype"
"github.com/jackc/pgx/v5/pgxpool"
"git.fabledsword.com/bvandeusen/minstrel/internal/db/dbq"
)
func insertPlayEventDevice(
t *testing.T, pool *pgxpool.Pool, userID, trackID pgtype.UUID, startedAt time.Time, device string,
) {
t.Helper()
ctx := context.Background()
var sessionID pgtype.UUID
if err := pool.QueryRow(ctx,
`INSERT INTO play_sessions (user_id, started_at, last_event_at, client_id)
VALUES ($1, $2, $2, 'ctx-dev-test') RETURNING id`,
userID, startedAt).Scan(&sessionID); err != nil {
t.Fatalf("insert play_session: %v", err)
}
if _, err := pool.Exec(ctx,
`INSERT INTO play_events (user_id, track_id, session_id, started_at, was_skipped, device_class)
VALUES ($1, $2, $3, $4, false, $5)`,
userID, trackID, sessionID, startedAt, device); err != nil {
t.Fatalf("insert play_event: %v", err)
}
}
// TestLoadContextAffinity_DeviceNarrowing seeds one artist played only on
// mobile and another only on web (all in the current time cell), and verifies
// the current-device parameter narrows the affinity cell (#1551): on 'mobile'
// the mobile artist out-scores the web artist and vice-versa, while the
// device-agnostic (”) pass treats them equally.
func TestLoadContextAffinity_DeviceNarrowing(t *testing.T) {
pool := newPool(t)
ctx := context.Background()
q := dbq.New(pool)
u := seedUser(t, pool, "ctx-dev")
aMobile := seedArtist(t, pool, "MobileArtist", "")
aWeb := seedArtist(t, pool, "WebArtist", "")
alM := seedAlbumForArtist(t, pool, aMobile.ID, "AlbM")
tM := seedTrackOnAlbum(t, pool, alM.ID, aMobile.ID, "TrkM")
alW := seedAlbumForArtist(t, pool, aWeb.ID, "AlbW")
tW := seedTrackOnAlbum(t, pool, alW.ID, aWeb.ID, "TrkW")
now := time.Now()
for i := 0; i < 5; i++ {
insertPlayEventDevice(t, pool, u.ID, tM.ID, now, "mobile")
insertPlayEventDevice(t, pool, u.ID, tW.ID, now, "web")
}
mob, err := LoadContextAffinity(ctx, q, u.ID, "mobile")
if err != nil {
t.Fatalf("mobile: %v", err)
}
if mob.Affinity(aMobile.ID) <= mob.Affinity(aWeb.ID) {
t.Errorf("on mobile, mobile artist (%.3f) should out-score web artist (%.3f)",
mob.Affinity(aMobile.ID), mob.Affinity(aWeb.ID))
}
web, err := LoadContextAffinity(ctx, q, u.ID, "web")
if err != nil {
t.Fatalf("web: %v", err)
}
if web.Affinity(aWeb.ID) <= web.Affinity(aMobile.ID) {
t.Errorf("on web, web artist (%.3f) should out-score mobile artist (%.3f)",
web.Affinity(aWeb.ID), web.Affinity(aMobile.ID))
}
// Device-agnostic ('' ): all plays fall in the same time cell, so the two
// artists are treated identically — the device dimension is what separates
// them above.
agn, err := LoadContextAffinity(ctx, q, u.ID, "")
if err != nil {
t.Fatalf("agnostic: %v", err)
}
if agn.Affinity(aMobile.ID) != agn.Affinity(aWeb.ID) {
t.Errorf("device-agnostic affinities should match, got mobile=%.3f web=%.3f",
agn.Affinity(aMobile.ID), agn.Affinity(aWeb.ID))
}
}
+5
View File
@@ -13,6 +13,11 @@ type SessionVector struct {
Artists []string `json:"artists"`
Tags map[string]int `json:"tags"`
RecentTrackIDs []string `json:"recent_track_ids"`
// DeviceClass is the current request's device (#1551), set by the radio
// handler from the user's latest play; drives the device dimension of the
// context-affinity term. Empty (omitted) for the daily mixes and for the
// snapshot stored on play_events, so it never narrows those.
DeviceClass string `json:"device_class,omitempty"`
}
func BuildSessionVector(priorTracks []dbq.Track) SessionVector {
+4 -1
View File
@@ -124,7 +124,10 @@ export function useEventsDispatcher(): void {
// #415: tag the play with the system playlist it came from
// (null for library / user-playlist / radio) so the server
// can advance that playlist's rotation.
source: player.queueSource ?? undefined
source: player.queueSource ?? undefined,
// #1551: device class for context conditioning. The web app is a
// browser session, so it reports 'web'.
device_class: 'web'
});
// The user may have moved on by the time the response arrives. Only
// adopt the id if we're still on the same track and still playing.