0d0a8f46b1
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
179 lines
6.4 KiB
Go
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
|
|
}
|