Files
minstrel/internal/recsettings/patch.go
T
bvandeusen 0d0a8f46b1
test-go / test (push) Failing after 14s
test-web / test (push) Successful in 34s
test-go / integration (push) Successful in 4m42s
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
2026-07-03 09:22:03 -04:00

179 lines
6.4 KiB
Go

// patch.go — field-name mapping + validation for the tuning patches.
// Wire field names are the snake_case column names; the admin API and
// web card use them verbatim.
package recsettings
import (
"errors"
"fmt"
"git.fabledsword.com/bvandeusen/minstrel/internal/recommendation"
)
var (
ErrUnknownScope = errors.New("unknown tuning scope")
ErrUnknownField = errors.New("unknown tuning field")
ErrOutOfRange = errors.New("tuning value out of range")
)
// weightBound caps every scoring weight's magnitude. The scoring
// terms are all in [-1, 1] before weighting, so ±10 is far past any
// useful setting — the bound exists to catch typos (e.g. 100 for
// 1.00), not to constrain exploration.
const weightBound = 10.0
// weightField describes one patchable ScoringWeights field.
type weightField struct {
get func(recommendation.ScoringWeights) float64
set func(*recommendation.ScoringWeights, float64)
// nonNegative marks fields where a negative value is meaningless
// (a negative jitter magnitude or skip penalty inverts intent in a
// way the score formula already expresses through its sign).
nonNegative bool
}
var weightFields = map[string]weightField{
"base_weight": {
get: func(w recommendation.ScoringWeights) float64 { return w.BaseWeight },
set: func(w *recommendation.ScoringWeights, v float64) { w.BaseWeight = v },
},
"like_boost": {
get: func(w recommendation.ScoringWeights) float64 { return w.LikeBoost },
set: func(w *recommendation.ScoringWeights, v float64) { w.LikeBoost = v },
},
"recency_weight": {
get: func(w recommendation.ScoringWeights) float64 { return w.RecencyWeight },
set: func(w *recommendation.ScoringWeights, v float64) { w.RecencyWeight = v },
},
"skip_penalty": {
get: func(w recommendation.ScoringWeights) float64 { return w.SkipPenalty },
set: func(w *recommendation.ScoringWeights, v float64) { w.SkipPenalty = v },
nonNegative: true,
},
"jitter_magnitude": {
get: func(w recommendation.ScoringWeights) float64 { return w.JitterMagnitude },
set: func(w *recommendation.ScoringWeights, v float64) { w.JitterMagnitude = v },
nonNegative: true,
},
"context_weight": {
get: func(w recommendation.ScoringWeights) float64 { return w.ContextWeight },
set: func(w *recommendation.ScoringWeights, v float64) { w.ContextWeight = v },
},
"similarity_weight": {
get: func(w recommendation.ScoringWeights) float64 { return w.SimilarityWeight },
set: func(w *recommendation.ScoringWeights, v float64) { w.SimilarityWeight = v },
},
"taste_weight": {
get: func(w recommendation.ScoringWeights) float64 { return w.TasteWeight },
set: func(w *recommendation.ScoringWeights, v float64) { w.TasteWeight = v },
},
}
// applyWeightPatch validates and applies a partial update, returning
// the new weights and the list of actual changes (values equal to the
// current setting are dropped, so a re-submitted form is a no-op).
func applyWeightPatch(
current recommendation.ScoringWeights, patch map[string]float64,
) (recommendation.ScoringWeights, []fieldChange, error) {
next := current
var changes []fieldChange
for field, v := range patch {
f, ok := weightFields[field]
if !ok {
return current, nil, fmt.Errorf("%w: %q", ErrUnknownField, field)
}
if v < -weightBound || v > weightBound {
return current, nil, fmt.Errorf("%w: %s = %v (|v| must be <= %v)",
ErrOutOfRange, field, v, weightBound)
}
if f.nonNegative && v < 0 {
return current, nil, fmt.Errorf("%w: %s = %v (must be >= 0)",
ErrOutOfRange, field, v)
}
old := f.get(next)
if old == v {
continue
}
f.set(&next, v)
changes = append(changes, fieldChange{Field: field, Old: old, New: v})
}
return next, changes, nil
}
// Taste tuning bounds. The half-life window is generous — from "taste
// is last week" to "taste is a decade" — and the curve points must
// stay ordered inside [0, 1] or the engagement ramps degenerate.
const (
tasteHalfLifeMin = 1.0
tasteHalfLifeMax = 3650.0
)
// applyTastePatch validates and applies a partial taste update. The
// curve-ordering invariant (hard_skip < neutral < full) is checked on
// the PATCHED result, so a patch may move several points at once.
func applyTastePatch(current TasteTuning, patch map[string]float64) (TasteTuning, []fieldChange, error) {
next := current
var changes []fieldChange
for field, v := range patch {
var target *float64
switch field {
case "half_life_days":
if v < tasteHalfLifeMin || v > tasteHalfLifeMax {
return current, nil, fmt.Errorf("%w: %s = %v (must be in [%v, %v])",
ErrOutOfRange, field, v, tasteHalfLifeMin, tasteHalfLifeMax)
}
target = &next.HalfLifeDays
case "engagement_hard_skip":
target = &next.EngagementHardSkip
case "engagement_neutral":
target = &next.EngagementNeutral
case "engagement_full":
target = &next.EngagementFull
default:
return current, nil, fmt.Errorf("%w: %q", ErrUnknownField, field)
}
if field != "half_life_days" && (v < 0 || v > 1) {
return current, nil, fmt.Errorf("%w: %s = %v (must be in [0, 1])",
ErrOutOfRange, field, v)
}
if *target == v {
continue
}
changes = append(changes, fieldChange{Field: field, Old: *target, New: v})
*target = v
}
if !(next.EngagementHardSkip < next.EngagementNeutral &&
next.EngagementNeutral < next.EngagementFull) {
return current, nil, fmt.Errorf(
"%w: engagement curve must satisfy hard_skip < neutral < full (got %v < %v < %v)",
ErrOutOfRange, next.EngagementHardSkip, next.EngagementNeutral, next.EngagementFull)
}
return next, changes, nil
}
// diffWeights returns per-field changes from a to b (empty when equal).
func diffWeights(a, b recommendation.ScoringWeights) []fieldChange {
var out []fieldChange
for field, f := range weightFields {
if f.get(a) != f.get(b) {
out = append(out, fieldChange{Field: field, Old: f.get(a), New: f.get(b)})
}
}
return out
}
// diffTaste returns per-field changes from a to b (empty when equal).
func diffTaste(a, b TasteTuning) []fieldChange {
var out []fieldChange
add := func(field string, oldV, newV float64) {
if oldV != newV {
out = append(out, fieldChange{Field: field, Old: oldV, New: newV})
}
}
add("half_life_days", a.HalfLifeDays, b.HalfLifeDays)
add("engagement_hard_skip", a.EngagementHardSkip, b.EngagementHardSkip)
add("engagement_neutral", a.EngagementNeutral, b.EngagementNeutral)
add("engagement_full", a.EngagementFull, b.EngagementFull)
return out
}