feat(taste): device-class context conditioning — #1551
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>
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@@ -42,7 +42,7 @@ func LoadCandidates(
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return nil, err
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}
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affinity, err := LoadContextAffinity(ctx, q, userID)
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affinity, err := LoadContextAffinity(ctx, q, userID, currentVector.DeviceClass)
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if err != nil {
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return nil, err
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}
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@@ -150,7 +150,7 @@ func LoadCandidatesFromSimilarity(
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return nil, err
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}
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affinity, err := LoadContextAffinity(ctx, q, userID)
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affinity, err := LoadContextAffinity(ctx, q, userID, currentVector.DeviceClass)
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if err != nil {
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return nil, err
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}
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@@ -28,15 +28,20 @@ func (c ContextAffinity) Affinity(artistID pgtype.UUID) float64 {
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}
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// LoadContextAffinity computes each artist's affinity for the user's CURRENT
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// daypart × weekday cell. For every artist with completed plays in the window
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// it compares the share of that artist's plays that fall in the current cell
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// context cell — daypart × weekday, narrowed by deviceClass when non-empty
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// (#1551; radio passes the current device, the daily mixes pass "" for a
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// device-agnostic cell). For every artist with completed plays in the window it
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// compares the share of that artist's plays that fall in the current cell
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// against the user's overall baseline share, shrinking sparse artists toward
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// the baseline. Returns an empty (all-neutral) affinity when the user has no
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// plays.
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func LoadContextAffinity(
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ctx context.Context, q *dbq.Queries, userID pgtype.UUID,
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ctx context.Context, q *dbq.Queries, userID pgtype.UUID, deviceClass string,
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) (ContextAffinity, error) {
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rows, err := q.ListArtistContextPlayCountsForUser(ctx, userID)
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rows, err := q.ListArtistContextPlayCountsForUser(ctx, dbq.ListArtistContextPlayCountsForUserParams{
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ID: userID,
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Column2: deviceClass,
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})
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if err != nil {
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return ContextAffinity{}, err
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}
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@@ -0,0 +1,87 @@
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package recommendation
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import (
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"context"
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"testing"
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"time"
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"github.com/jackc/pgx/v5/pgtype"
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"github.com/jackc/pgx/v5/pgxpool"
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"git.fabledsword.com/bvandeusen/minstrel/internal/db/dbq"
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)
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func insertPlayEventDevice(
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t *testing.T, pool *pgxpool.Pool, userID, trackID pgtype.UUID, startedAt time.Time, device string,
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) {
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t.Helper()
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ctx := context.Background()
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var sessionID pgtype.UUID
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if err := pool.QueryRow(ctx,
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`INSERT INTO play_sessions (user_id, started_at, last_event_at, client_id)
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VALUES ($1, $2, $2, 'ctx-dev-test') RETURNING id`,
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userID, startedAt).Scan(&sessionID); err != nil {
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t.Fatalf("insert play_session: %v", err)
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}
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if _, err := pool.Exec(ctx,
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`INSERT INTO play_events (user_id, track_id, session_id, started_at, was_skipped, device_class)
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VALUES ($1, $2, $3, $4, false, $5)`,
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userID, trackID, sessionID, startedAt, device); err != nil {
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t.Fatalf("insert play_event: %v", err)
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}
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}
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// TestLoadContextAffinity_DeviceNarrowing seeds one artist played only on
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// mobile and another only on web (all in the current time cell), and verifies
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// the current-device parameter narrows the affinity cell (#1551): on 'mobile'
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// the mobile artist out-scores the web artist and vice-versa, while the
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// device-agnostic (”) pass treats them equally.
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func TestLoadContextAffinity_DeviceNarrowing(t *testing.T) {
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pool := newPool(t)
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ctx := context.Background()
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q := dbq.New(pool)
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u := seedUser(t, pool, "ctx-dev")
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aMobile := seedArtist(t, pool, "MobileArtist", "")
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aWeb := seedArtist(t, pool, "WebArtist", "")
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alM := seedAlbumForArtist(t, pool, aMobile.ID, "AlbM")
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tM := seedTrackOnAlbum(t, pool, alM.ID, aMobile.ID, "TrkM")
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alW := seedAlbumForArtist(t, pool, aWeb.ID, "AlbW")
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tW := seedTrackOnAlbum(t, pool, alW.ID, aWeb.ID, "TrkW")
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now := time.Now()
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for i := 0; i < 5; i++ {
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insertPlayEventDevice(t, pool, u.ID, tM.ID, now, "mobile")
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insertPlayEventDevice(t, pool, u.ID, tW.ID, now, "web")
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}
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mob, err := LoadContextAffinity(ctx, q, u.ID, "mobile")
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if err != nil {
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t.Fatalf("mobile: %v", err)
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}
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if mob.Affinity(aMobile.ID) <= mob.Affinity(aWeb.ID) {
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t.Errorf("on mobile, mobile artist (%.3f) should out-score web artist (%.3f)",
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mob.Affinity(aMobile.ID), mob.Affinity(aWeb.ID))
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}
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web, err := LoadContextAffinity(ctx, q, u.ID, "web")
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if err != nil {
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t.Fatalf("web: %v", err)
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}
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if web.Affinity(aWeb.ID) <= web.Affinity(aMobile.ID) {
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t.Errorf("on web, web artist (%.3f) should out-score mobile artist (%.3f)",
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web.Affinity(aWeb.ID), web.Affinity(aMobile.ID))
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}
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// Device-agnostic ('' ): all plays fall in the same time cell, so the two
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// artists are treated identically — the device dimension is what separates
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// them above.
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agn, err := LoadContextAffinity(ctx, q, u.ID, "")
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if err != nil {
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t.Fatalf("agnostic: %v", err)
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}
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if agn.Affinity(aMobile.ID) != agn.Affinity(aWeb.ID) {
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t.Errorf("device-agnostic affinities should match, got mobile=%.3f web=%.3f",
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agn.Affinity(aMobile.ID), agn.Affinity(aWeb.ID))
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}
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}
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@@ -13,6 +13,11 @@ type SessionVector struct {
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Artists []string `json:"artists"`
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Tags map[string]int `json:"tags"`
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RecentTrackIDs []string `json:"recent_track_ids"`
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// DeviceClass is the current request's device (#1551), set by the radio
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// handler from the user's latest play; drives the device dimension of the
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// context-affinity term. Empty (omitted) for the daily mixes and for the
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// snapshot stored on play_events, so it never narrows those.
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DeviceClass string `json:"device_class,omitempty"`
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}
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func BuildSessionVector(priorTracks []dbq.Track) SessionVector {
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