feat(taste): phase 4 — recommendation observability (#796)
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Per-source play outcomes so the operator can see whether each recommendation
surface is landing and tune the now-operator-tunable taste weights.

Server:
- query RecommendationSourceMetricsForUser: groups the user's play_events by
  source (system-playlist surface), reporting plays / skips / avg completion
  over a window; NULL-source (library/radio) plays excluded.
- GET /api/me/recommendation-metrics?days=30 (default 30, capped 365) →
  {window_days, sources:[{source, plays, skips, skip_rate, avg_completion}]}.
- handler test: 401 unauth; per-source aggregation + NULL-source exclusion +
  skip_rate / avg_completion math.

Web:
- lib/api/metrics.ts: query + friendly source labels.
- settings page gains a "Recommendation metrics" card (table of surface / plays
  / skip rate / avg completion), with loading/error/empty states.
- settings tests mock the new query (manual subscribe-store, hoisting-safe).

Note: You-might-like plays aren't source-tagged (it's a Home row, not a system
playlist), so this covers For-You / Discover / the mixes. Tagging YML plays
would be a client follow-up.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
This commit is contained in:
2026-06-12 00:28:30 -04:00
parent 6c26ba807e
commit 1a7515e6ea
9 changed files with 410 additions and 0 deletions
+1
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@@ -74,6 +74,7 @@ func Mount(r chi.Router, pool *pgxpool.Pool, logger *slog.Logger, events *playev
authed.Post("/auth/logout", h.handleLogout)
authed.Get("/me", h.handleGetMe)
authed.Get("/me/system-playlists-status", h.handleGetSystemPlaylistsStatus)
authed.Get("/me/recommendation-metrics", h.handleGetRecommendationMetrics)
authed.Get("/me/listenbrainz", h.handleGetListenBrainz)
authed.Put("/me/listenbrainz", h.handlePutListenBrainz)
authed.Get("/me/history", h.handleGetMyHistory)
+94
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@@ -0,0 +1,94 @@
package api
import (
"net/http"
"strconv"
"git.fabledsword.com/bvandeusen/minstrel/internal/apierror"
"git.fabledsword.com/bvandeusen/minstrel/internal/db/dbq"
)
const (
recMetricsDefaultDays = 30
recMetricsMaxDays = 365
)
// recommendationMetric is one recommendation surface's outcomes.
type recommendationMetric struct {
Source string `json:"source"` // 'for_you' | 'discover' | mixes
Plays int64 `json:"plays"` // plays launched from this surface
Skips int64 `json:"skips"` // of those, marked skipped
SkipRate float64 `json:"skip_rate"` // skips / plays, [0,1]
AvgCompletion float64 `json:"avg_completion"` // mean completion ratio, [0,1]
}
type recommendationMetricsResp struct {
WindowDays int `json:"window_days"`
Sources []recommendationMetric `json:"sources"`
}
// handleGetRecommendationMetrics implements GET /api/me/recommendation-metrics.
// Per-source play outcomes (plays / skips / skip-rate / avg-completion) for the
// caller over the last `days` (default 30, capped at 365), so the operator can
// see which recommendation surfaces are landing and tune the taste weights.
// Only plays tagged with a system-playlist source count; library/radio plays
// (no source) are excluded.
func (h *handlers) handleGetRecommendationMetrics(w http.ResponseWriter, r *http.Request) {
caller, ok := requireUser(w, r)
if !ok {
return
}
days, ok := parseMetricsDays(w, r)
if !ok {
return
}
rows, err := dbq.New(h.pool).RecommendationSourceMetricsForUser(r.Context(),
dbq.RecommendationSourceMetricsForUserParams{UserID: caller.ID, Column2: float64(days)})
if err != nil {
h.logger.Error("api: recommendation metrics", "err", err)
writeErr(w, apierror.InternalMsg("lookup failed", err))
return
}
out := recommendationMetricsResp{
WindowDays: days,
Sources: make([]recommendationMetric, 0, len(rows)),
}
for _, row := range rows {
source := ""
if row.Source != nil {
source = *row.Source
}
var skipRate float64
if row.Plays > 0 {
skipRate = float64(row.Skips) / float64(row.Plays)
}
out.Sources = append(out.Sources, recommendationMetric{
Source: source,
Plays: row.Plays,
Skips: row.Skips,
SkipRate: skipRate,
AvgCompletion: row.AvgCompletion,
})
}
writeJSON(w, http.StatusOK, out)
}
// parseMetricsDays reads the `days` query param (default 30, capped at 365).
// Writes a 400 and returns ok=false on a malformed value.
func parseMetricsDays(w http.ResponseWriter, r *http.Request) (int, bool) {
v := r.URL.Query().Get("days")
if v == "" {
return recMetricsDefaultDays, true
}
n, err := strconv.Atoi(v)
if err != nil || n < 1 {
writeErr(w, apierror.BadRequest("bad_request", "invalid days"))
return 0, false
}
if n > recMetricsMaxDays {
n = recMetricsMaxDays
}
return n, true
}
@@ -0,0 +1,108 @@
package api
import (
"context"
"encoding/json"
"net/http"
"net/http/httptest"
"os"
"testing"
"time"
"github.com/go-chi/chi/v5"
"github.com/jackc/pgx/v5/pgtype"
)
func newMetricsRouter(h *handlers) chi.Router {
r := chi.NewRouter()
r.Get("/api/me/recommendation-metrics", h.handleGetRecommendationMetrics)
return r
}
// seedSourcedPlay inserts a play_event with an explicit source + completion +
// skip flag. A nil source inserts NULL (library/radio play).
func seedSourcedPlay(
t *testing.T, h *handlers, userID, trackID, sessionID pgtype.UUID,
source *string, completion float64, skipped bool,
) {
t.Helper()
if _, err := h.pool.Exec(context.Background(),
`INSERT INTO play_events
(user_id, track_id, session_id, started_at, source, completion_ratio, was_skipped)
VALUES ($1, $2, $3, now(), $4, $5, $6)`,
userID, trackID, sessionID, source, completion, skipped); err != nil {
t.Fatalf("seed sourced play: %v", err)
}
}
func TestRecommendationMetrics_NoSession401(t *testing.T) {
h, _ := testHandlers(t)
req := httptest.NewRequest(http.MethodGet, "/api/me/recommendation-metrics", nil)
rec := httptest.NewRecorder()
newMetricsRouter(h).ServeHTTP(rec, req)
if rec.Code != http.StatusUnauthorized {
t.Errorf("status = %d, want 401", rec.Code)
}
}
func TestRecommendationMetrics_AggregatesBySourceExcludingNull(t *testing.T) {
if os.Getenv("MINSTREL_TEST_DATABASE_URL") == "" {
t.Skip("MINSTREL_TEST_DATABASE_URL not set")
}
h, pool := testHandlers(t)
user := seedUser(t, pool, "metrics", "pw", false)
artist := seedArtist(t, pool, "MetricArtist")
album := seedAlbum(t, pool, artist.ID, "MetricAlbum", 2020)
tk := seedTrack(t, pool, album.ID, artist.ID, "MetricTrack", 1, 200000)
session := seedPlaySession(t, pool, user.ID, time.Now())
forYou := "for_you"
discover := "discover"
// for_you: 3 plays, 1 skipped; completions 1.0, 0.95, 0.05 → mean 0.6667.
seedSourcedPlay(t, h, user.ID, tk.ID, session, &forYou, 1.0, false)
seedSourcedPlay(t, h, user.ID, tk.ID, session, &forYou, 0.95, false)
seedSourcedPlay(t, h, user.ID, tk.ID, session, &forYou, 0.05, true)
// discover: 1 play.
seedSourcedPlay(t, h, user.ID, tk.ID, session, &discover, 0.8, false)
// library play (NULL source) — must be excluded.
seedSourcedPlay(t, h, user.ID, tk.ID, session, nil, 1.0, false)
req := httptest.NewRequest(http.MethodGet, "/api/me/recommendation-metrics", nil)
req = withUser(req, user)
rec := httptest.NewRecorder()
newMetricsRouter(h).ServeHTTP(rec, req)
if rec.Code != http.StatusOK {
t.Fatalf("status = %d, want 200", rec.Code)
}
var resp recommendationMetricsResp
if err := json.Unmarshal(rec.Body.Bytes(), &resp); err != nil {
t.Fatalf("decode: %v", err)
}
if resp.WindowDays != recMetricsDefaultDays {
t.Errorf("window_days = %d, want %d", resp.WindowDays, recMetricsDefaultDays)
}
bySource := map[string]recommendationMetric{}
for _, m := range resp.Sources {
bySource[m.Source] = m
}
if _, present := bySource[""]; present {
t.Error("NULL-source (library) plays should be excluded")
}
fy, ok := bySource["for_you"]
if !ok {
t.Fatal("for_you metrics missing")
}
if fy.Plays != 3 || fy.Skips != 1 {
t.Errorf("for_you plays/skips = %d/%d, want 3/1", fy.Plays, fy.Skips)
}
if fy.SkipRate < 0.32 || fy.SkipRate > 0.34 {
t.Errorf("for_you skip_rate = %.3f, want ~0.333", fy.SkipRate)
}
if fy.AvgCompletion < 0.66 || fy.AvgCompletion > 0.67 {
t.Errorf("for_you avg_completion = %.4f, want ~0.6667", fy.AvgCompletion)
}
if d, ok := bySource["discover"]; !ok || d.Plays != 1 || d.Skips != 0 {
t.Errorf("discover metrics = %+v, want plays=1 skips=0", d)
}
}
@@ -0,0 +1,73 @@
// Code generated by sqlc. DO NOT EDIT.
// versions:
// sqlc v1.31.1
// source: recommendation_metrics.sql
package dbq
import (
"context"
"github.com/jackc/pgx/v5/pgtype"
)
const recommendationSourceMetricsForUser = `-- name: RecommendationSourceMetricsForUser :many
SELECT
pe.source,
count(*)::bigint AS plays,
count(*) FILTER (WHERE pe.was_skipped)::bigint AS skips,
COALESCE(
avg(pe.completion_ratio) FILTER (WHERE pe.completion_ratio IS NOT NULL),
0)::float8 AS avg_completion
FROM play_events pe
WHERE pe.user_id = $1
AND pe.source IS NOT NULL
AND pe.started_at > now() - ($2::float8 * INTERVAL '1 day')
GROUP BY pe.source
ORDER BY plays DESC
`
type RecommendationSourceMetricsForUserParams struct {
UserID pgtype.UUID
Column2 float64
}
type RecommendationSourceMetricsForUserRow struct {
Source *string
Plays int64
Skips int64
AvgCompletion float64
}
// Recommendation observability (#796 phase 4). Per-source play outcomes so the
// operator can see whether each recommendation surface is landing and tune the
// taste weights. Source is stamped on play_events when a play is launched from
// a system-playlist surface ('for_you' | 'discover' | the discovery mixes);
// NULL for library / radio / user-playlist plays, which are excluded here.
// $1 user_id, $2 window_days. plays/skips are counts; avg_completion is the
// mean completion ratio over plays that recorded one (0 when none did).
func (q *Queries) RecommendationSourceMetricsForUser(ctx context.Context, arg RecommendationSourceMetricsForUserParams) ([]RecommendationSourceMetricsForUserRow, error) {
rows, err := q.db.Query(ctx, recommendationSourceMetricsForUser, arg.UserID, arg.Column2)
if err != nil {
return nil, err
}
defer rows.Close()
var items []RecommendationSourceMetricsForUserRow
for rows.Next() {
var i RecommendationSourceMetricsForUserRow
if err := rows.Scan(
&i.Source,
&i.Plays,
&i.Skips,
&i.AvgCompletion,
); err != nil {
return nil, err
}
items = append(items, i)
}
if err := rows.Err(); err != nil {
return nil, err
}
return items, nil
}
@@ -0,0 +1,22 @@
-- Recommendation observability (#796 phase 4). Per-source play outcomes so the
-- operator can see whether each recommendation surface is landing and tune the
-- taste weights. Source is stamped on play_events when a play is launched from
-- a system-playlist surface ('for_you' | 'discover' | the discovery mixes);
-- NULL for library / radio / user-playlist plays, which are excluded here.
-- name: RecommendationSourceMetricsForUser :many
-- $1 user_id, $2 window_days. plays/skips are counts; avg_completion is the
-- mean completion ratio over plays that recorded one (0 when none did).
SELECT
pe.source,
count(*)::bigint AS plays,
count(*) FILTER (WHERE pe.was_skipped)::bigint AS skips,
COALESCE(
avg(pe.completion_ratio) FILTER (WHERE pe.completion_ratio IS NOT NULL),
0)::float8 AS avg_completion
FROM play_events pe
WHERE pe.user_id = $1
AND pe.source IS NOT NULL
AND pe.started_at > now() - ($2::float8 * INTERVAL '1 day')
GROUP BY pe.source
ORDER BY plays DESC;