feat(tuning): scoring weights → DB-backed admin tuning lab
The recommendation scoring knobs move out of YAML (radio profile) and out of the systemMixWeights hard-code (daily_mix profile) into DB-backed settings with live effect (#1250) — the defaults-discovery lab per decision #1247: the operator turns knobs to find good values, which then get baked back into shipped defaults; end users and other operators should never need the card. - Migration 0040: recommendation_weight_profiles (radio / daily_mix, 8 weight columns), taste_tuning singleton (engagement half-life + completion-curve points), recommendation_tuning_audit (one row per change with a {field, old, new} diff — the trend view's markers, #1251). - internal/recsettings: boot reconcile seeds shipped defaults without clobbering tuned rows (coverart SettingsService pattern), validates patches (bounds, curve ordering), writes audit rows, and pushes daily_mix weights + taste config into package playlists. No-op patches write no audit row. - playlists gains SetSystemMixWeights / SetTasteConfig swap points under a RWMutex — no signature threading through the producers; the scheduler's taste rebuild reads the pushed config. - Radio reads its weight profile from the service per request; the 8 weight fields leave config.RecommendationConfig (YAML keeps only RecentlyPlayedHours / RadioSize / RadioSizeMax). - Admin API: GET/PATCH/reset under /api/admin/recommendation-tuning, echoing current + shipped values. - Web: new admin Tuning tab — two weight profiles side by side, taste card, per-scope save (changed fields only) + reset, deviation dots against shipped defaults. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01TsF3cNoKrqCYsU78cXC8U6
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@@ -29,6 +29,7 @@ import (
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"git.fabledsword.com/bvandeusen/minstrel/internal/mailer"
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"git.fabledsword.com/bvandeusen/minstrel/internal/playevents"
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"git.fabledsword.com/bvandeusen/minstrel/internal/playlists"
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"git.fabledsword.com/bvandeusen/minstrel/internal/recsettings"
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"git.fabledsword.com/bvandeusen/minstrel/internal/tracks"
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)
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@@ -56,11 +57,12 @@ func testHandlers(t *testing.T) (*handlers, *pgxpool.Pool) {
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dbtest.ResetDB(t, pool)
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w := playevents.NewWriter(pool, logger, 30*time.Minute, 0.5, 30000)
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recCfg := config.RecommendationConfig{
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BaseWeight: 1.0, LikeBoost: 2.0, RecencyWeight: 1.0,
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SkipPenalty: 1.0, JitterMagnitude: 0.1,
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ContextWeight: 2.0, SimilarityWeight: 2.0,
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RecentlyPlayedHours: 1, RadioSize: 50, RadioSizeMax: 200,
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}
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recSettings, err := recsettings.New(context.Background(), pool, logger)
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if err != nil {
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t.Fatalf("recsettings: %v", err)
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}
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lidarrCfg := lidarrconfig.New(pool)
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lidarrReqs := lidarrrequests.NewService(pool, lidarrCfg, nil, nil)
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lidarrQuar := lidarrquarantine.NewService(pool, lidarrCfg, nil)
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@@ -70,7 +72,7 @@ func testHandlers(t *testing.T) (*handlers, *pgxpool.Pool) {
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dataDir := t.TempDir()
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tracksSvc := tracks.NewService(pool, logger, nil, dataDir)
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playlistsSvc := playlists.NewService(pool, logger, dataDir)
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h := &handlers{pool: pool, logger: logger, events: w, recCfg: recCfg, rng: func() float64 { return 0.5 }, lidarrCfg: lidarrCfg, lidarrRequests: lidarrReqs, lidarrQuarantine: lidarrQuar, tracks: tracksSvc, playlists: playlistsSvc, dataDir: dataDir, scanner: nil, scanCfg: library.RunScanConfig{}, mailer: &mailer.FakeSender{}}
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h := &handlers{pool: pool, logger: logger, events: w, recCfg: recCfg, recSettings: recSettings, rng: func() float64 { return 0.5 }, lidarrCfg: lidarrCfg, lidarrRequests: lidarrReqs, lidarrQuarantine: lidarrQuar, tracks: tracksSvc, playlists: playlistsSvc, dataDir: dataDir, scanner: nil, scanCfg: library.RunScanConfig{}, mailer: &mailer.FakeSender{}}
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return h, pool
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}
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