bvandeusen 6e0d0e5723
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feat(taste): phase 1 — persistent per-user taste profile from graded engagement (#796)
Build a persistent, decaying model of each user's taste, recomputed daily,
that later phases consume across every recommendation surface. Phase 1 only
BUILDS the object — no behaviour change to what's surfaced yet.

Core mechanic — graded engagement (replaces binary was_skipped for learning;
was_skipped stays for History): a play's completion ratio maps to a signal in
[-1,+1] via two linear ramps (instant-skip → -1, ~0.30 neutral, ≥0.90 → +1).
Time-decayed (half-life ~75d) so recent behaviour dominates and the profile
tracks drift.

Per operator constraints:
- No explicit dislike button — negatives come only from passive behaviour
  (early skips). Nothing recorded to regret or opt out of.
- Negatives are track-scoped; artist/tag weight is the decayed SUM of their
  tracks' engagement, so one skip nets out against many good plays (a
  DB test asserts a liked artist stays positive despite an early-skipped
  track). A floor clamp bounds how negative any single entity can get.

- migration 0035: taste_profile_artists / taste_profile_tags (signed weight,
  indexed by (user, weight DESC)).
- internal/taste: engagement.go (pure curve + decay) + profile.go
  (accumulate plays + like bonuses, floor damping, size caps, atomic-replace).
- scheduler: rebuildUserDaily recomputes the profile before the playlist
  build (so phase 2 can read it), best-effort — a taste failure never blocks
  playlist building. Wired into the daily job + startup catch-up only (not
  manual/lazy rebuilds).
- tests: pure (engagement curve, decay, ranking, floor, genre split) +
  DB-backed (positive/negative weights, aggregation-protects-artist, like
  bonus, atomic replace). All green vs real Postgres.

Config knobs live in taste.DefaultConfig() for now; wiring them into the
server RecommendationConfig is a later follow-up.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-11 20:55:14 -04:00
2026-04-18 17:33:35 +00:00

Minstrel

A self-hosted music server that thinks for you. Smart shuffle, contextual likes, ListenBrainz-aware radio, and Lidarr automation — server-side, so every client (web, mobile, Subsonic third-party) gets the same intelligence.

State and intelligence belong on the server, not the client.

Highlights

  • OpenSubsonic-compatible. Existing Subsonic clients (DSub, Symfonium, play:Sub, etc.) connect with no special configuration.
  • Server-side smart shuffle. Track-similarity vectors, dual-like model (general + contextual), and session memory keep mixes coherent across devices.
  • ListenBrainz radio. Session-aware "more like this" pulls from ListenBrainz similarity data, not a static genre tag.
  • Lidarr integration. Triggered scans, request-driven album imports, and a quarantine flow when something doesn't fit.
  • Built-in web SPA. Full-feature library, search, queue, playlists, and admin — no separate frontend container to deploy.
  • Flutter mobile client in flight. Tracking issue #356.

Quickstart

# compose.yaml
services:
  minstrel:
    image: git.fabledsword.com/bvandeusen/minstrel:latest
    ports: ['4533:4533']
    volumes:
      - ./music:/music:ro
      - minstrel-data:/data
    environment:
      MINSTREL_DATABASE_URL: postgres://minstrel:minstrel@db:5432/minstrel?sslmode=disable
      MINSTREL_LIBRARY_SCAN_PATHS: /music
    depends_on: [db]

  db:
    image: postgres:17
    environment:
      POSTGRES_USER: minstrel
      POSTGRES_PASSWORD: minstrel
      POSTGRES_DB: minstrel
    volumes: [pgdata:/var/lib/postgresql/data]

volumes:
  minstrel-data:
  pgdata:
docker compose up -d

After the stack is up, visit http://localhost:4533/register and create your admin account. The first user to register on a fresh instance is automatically marked as the administrator; subsequent users can register through the same form (or via invite tokens generated from the admin Users panel, depending on how you configure registration).

For the full configuration surface, see config.example.yaml.

Configuration

Most operators only need the env vars in the quickstart above. A few extras worth knowing:

  • MINSTREL_BRANDING_APP_NAME — rename the instance ("Family Jukebox", "Office Music"). Surfaces in the header, browser tab, and OG share previews.
  • MINSTREL_STORAGE_DATA_DIR — defaults to ./data. Holds playlist cover collages and other generated artefacts.
  • MINSTREL_LIBRARY_SCAN_PATHS — colon-separated list of music library roots to scan. Supports multiple roots (/music:/podcasts).

ListenBrainz integration (per-user scrobble + similarity tokens) and Lidarr integration (URL + API key) are configured through the admin Settings UI rather than env vars or yaml — per Minstrel's "config in UI" rule, integration settings live where operators can edit them without restarting.

Most operational keys have a MINSTREL_<SECTION>_<FIELD> env override. Recommendation and events tuning are yaml-only. See config.example.yaml for the authoritative surface.

Updating

  • :main — rolling, follows the dev branch's tested tip. Recommended only for the operator who's running an upstream-watching deployment.
  • :v1.0.x — pinned releases. Recommended default. Database migrations run automatically at startup; rollbacks require restoring a Postgres dump.

Specs

Authoritative scope lives under docs/:

Development

Two concurrent dev processes:

  1. Backend: docker compose up — Postgres + Minstrel on :4533.
  2. Frontend: cd web && npm install && npm run dev — Vite dev server on :5173 with HMR. The Vite server proxies /api/* and /rest/* to :4533 so session cookies work.

Testing

  • Unit + race (no DB): make test-short.
  • Full suite incl. integration tests: make test-integration. This runs against a dedicated minstrel_test database so a test run never truncates your dev minstrel data (admin user, library, likes). It brings up the compose Postgres and creates the test DB if missing.
  • CI runs both: a fast go test -short -race gate plus an integration job with its own ephemeral Postgres (.gitea/workflows/test-go.yml).

Production build

docker build -t minstrel . runs the SvelteKit build inside a node stage, copies the output into the golang stage, and //go:embeds it into the final binary. The container serves the SPA from / alongside the API surfaces; no separate static-file server is required.

Branches

  • Day-to-day work happens on dev (or feature branches merged into dev).
  • main is protected — changes land via PR from dev.
  • Releases are cut by tagging v* off main; the release workflow builds and pushes the container image to the Gitea registry.

Task and milestone tracking: Fable (Minstrel project, id 12).

License

See LICENSE.

S
Description
Self-hosted music server with OpenSubsonic compatibility, server-side smart shuffle, dual-like model, session-aware radio, and Lidarr integration. Go + Postgres.
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