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minstrel/web/src/routes/admin/tuning/+page.svelte
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feat(tuning): weekly trend view — per-surface series + knob-turn markers
The verify half of the tune→verify loop (#1251), on the same admin
Tuning page as the knobs:

- RecommendationWeeklyTrends: weekly per-source outcomes aggregated
  across all users (the knobs are global, so judging a turn needs
  global outcomes — rows carry rates only, no track/user identity),
  with a taste-hit count per bucket: plays whose track's artist has a
  positive weight in the player's current taste profile. That's the
  "cheap recompute" reading — retroactive over the whole window, at
  the cost of profile drift.
- GET /api/admin/recommendation-trends?weeks=N (default 12, cap 52):
  per-family weekly series (skip rate, sample-weighted completion,
  taste-hit rate) plus the tuning-audit markers inside the window.
- Web: sparkline table under the tuning cards — skip rate per week on
  a shared axis with dashed ticks at knob turns, latest-week columns,
  window taste-hit rate, low-volume rows dimmed as anecdote, and a
  plain-text list of the window's tuning changes.

Also fixes the revive unused-parameter lint on the tuning GET handler
that failed CI run 1903 on the previous commit.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TsF3cNoKrqCYsU78cXC8U6
2026-07-03 09:29:33 -04:00

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<script lang="ts">
import { pageTitle } from '$lib/branding';
import {
getTuning,
patchTuning,
resetTuning,
getTrends,
type TuningScope,
type TuningSnapshot,
type WeightProfile,
type TasteTuning,
type TrendsResponse,
type TrendSeries,
type TrendMarker
} from '$lib/api/tuning';
import { errMessage } from '$lib/api/errors';
import { pushToast } from '$lib/stores/toast.svelte';
// The defaults-discovery lab (#1250): DB-backed scoring-weight
// profiles + taste-build knobs with live effect. This card exists to
// FIND good values — found-good values get baked into shipped
// defaults, so end users and other operators never need it.
const weightFields: { key: keyof WeightProfile; label: string; hint: string }[] = [
{ key: 'base_weight', label: 'Base weight', hint: 'Floor score every candidate starts from.' },
{ key: 'like_boost', label: 'Like boost', hint: 'Added when the track is liked.' },
{ key: 'recency_weight', label: 'Recency weight', hint: 'Rewards tracks not played recently (030d ramp).' },
{ key: 'skip_penalty', label: 'Skip penalty', hint: 'Subtracts skips/plays ratio.' },
{ key: 'jitter_magnitude', label: 'Jitter', hint: 'Random reshuffle magnitude for near-ties.' },
{ key: 'context_weight', label: 'Context weight', hint: 'Session-vector similarity contribution.' },
{ key: 'similarity_weight', label: 'Similarity weight', hint: 'Seed-similarity contribution.' },
{ key: 'taste_weight', label: 'Taste weight', hint: 'Learned taste-profile fit, in [-1, +1].' }
];
const tasteFields: { key: keyof TasteTuning; label: string; hint: string }[] = [
{ key: 'half_life_days', label: 'Half-life (days)', hint: "A play's influence halves every this-many days." },
{ key: 'engagement_hard_skip', label: 'Hard-skip point', hint: 'Completion at/below which a play reads 1.' },
{ key: 'engagement_neutral', label: 'Neutral point', hint: 'Completion at which a play reads 0.' },
{ key: 'engagement_full', label: 'Full point', hint: 'Completion at/above which a play reads +1.' }
];
const profileScopes: { scope: 'radio' | 'daily_mix'; label: string; blurb: string }[] = [
{ scope: 'radio', label: 'Radio', blurb: 'Seed-directed listening — the user picked a direction.' },
{ scope: 'daily_mix', label: 'Daily mixes', blurb: 'For You, Songs like…, and the discovery mixes.' }
];
let snapshot = $state<TuningSnapshot | null>(null);
let loadFailed = $state(false);
// Editable copies, string-typed for the inputs; parsed on save.
let form = $state<Record<string, Record<string, string>>>({});
let saving = $state<TuningScope | null>(null);
function fillForm(snap: TuningSnapshot) {
const f: Record<string, Record<string, string>> = { radio: {}, daily_mix: {}, taste: {} };
for (const p of ['radio', 'daily_mix'] as const) {
for (const { key } of weightFields) f[p][key] = String(snap.profiles[p][key]);
}
for (const { key } of tasteFields) f.taste[key] = String(snap.taste[key]);
form = f;
}
$effect(() => {
getTuning()
.then((snap) => {
fillForm(snap);
snapshot = snap;
})
.catch(() => {
loadFailed = true;
});
});
// A knob deviates when its CURRENT SAVED value differs from shipped;
// the dot marks where this install has drifted from defaults.
function deviates(scope: 'radio' | 'daily_mix' | 'taste', key: string): boolean {
if (!snapshot) return false;
if (scope === 'taste') {
return snapshot.taste[key as keyof TasteTuning] !== snapshot.shipped.taste[key as keyof TasteTuning];
}
return (
snapshot.profiles[scope][key as keyof WeightProfile] !==
snapshot.shipped.profiles[scope][key as keyof WeightProfile]
);
}
function currentValue(scope: TuningScope, key: string): number {
if (!snapshot) return 0;
if (scope === 'taste') return snapshot.taste[key as keyof TasteTuning];
return snapshot.profiles[scope][key as keyof WeightProfile];
}
async function save(scope: TuningScope) {
if (!snapshot) return;
const values: Record<string, number> = {};
for (const [key, raw] of Object.entries(form[scope] ?? {})) {
const v = Number(raw);
if (!Number.isFinite(v)) {
pushToast(`${key} is not a number.`, 'error');
return;
}
if (v !== currentValue(scope, key)) values[key] = v;
}
if (Object.keys(values).length === 0) {
pushToast('Nothing changed.');
return;
}
saving = scope;
try {
snapshot = await patchTuning(scope, values);
fillForm(snapshot);
pushToast('Saved — takes effect on the next scoring pass.');
} catch (e: unknown) {
pushToast(`Save failed: ${errMessage(e)}`, 'error');
} finally {
saving = null;
}
}
async function reset(scope: TuningScope) {
saving = scope;
try {
snapshot = await resetTuning(scope);
fillForm(snapshot);
pushToast('Reset to shipped defaults.');
} catch (e: unknown) {
pushToast(`Reset failed: ${errMessage(e)}`, 'error');
} finally {
saving = null;
}
}
// Trends (#1251): weekly skip-rate sparklines per surface with
// knob-turn markers — the verify half of the tune→verify loop.
let trends = $state<TrendsResponse | null>(null);
let trendsFailed = $state(false);
$effect(() => {
getTrends()
.then((t) => {
trends = t;
})
.catch(() => {
trendsFailed = true;
});
});
const SPARK_W = 220;
const SPARK_H = 36;
const TREND_LOW_VOLUME = 20;
// The week axis is the sorted union of every series' buckets, so all
// sparklines and markers share one x scale.
const weekAxis = $derived.by(() => {
if (!trends) return [] as string[];
const set = new Set<string>();
for (const s of trends.series) for (const p of s.points) set.add(p.week_start);
return [...set].sort();
});
function xFor(week: string): number {
const i = weekAxis.indexOf(week);
if (i < 0 || weekAxis.length < 2) return 0;
return (i / (weekAxis.length - 1)) * SPARK_W;
}
// Polyline of the series' weekly skip rate on a fixed [0,1] y-scale
// (higher = worse, drawn upward) so rows are visually comparable.
function sparkPoints(s: TrendSeries): string {
return s.points
.map((p) => `${xFor(p.week_start).toFixed(1)},${(SPARK_H - p.skip_rate * SPARK_H).toFixed(1)}`)
.join(' ');
}
// A marker lands on the latest axis week that starts at/before it.
function markerX(m: TrendMarker): number {
const day = m.changed_at.slice(0, 10);
let idx = -1;
for (let i = 0; i < weekAxis.length; i++) {
if (weekAxis[i] <= day) idx = i;
}
if (idx < 0 || weekAxis.length < 2) return 0;
return (idx / (weekAxis.length - 1)) * SPARK_W;
}
function windowTasteHitRate(s: TrendSeries): number {
let plays = 0;
let hits = 0;
for (const p of s.points) {
plays += p.plays;
hits += p.taste_hit_rate * p.plays;
}
return plays > 0 ? hits / plays : 0;
}
function latest(s: TrendSeries): { skip: number; completion: number } {
const last = s.points[s.points.length - 1];
return last ? { skip: last.skip_rate, completion: last.avg_completion } : { skip: 0, completion: 0 };
}
function pct(v: number): string {
return `${(v * 100).toFixed(0)}%`;
}
function markerSummary(m: TrendMarker): string {
const when = m.changed_at.slice(0, 10);
if (m.action === 'reset') return `${when}${m.scope} reset to defaults`;
const fields = (m.changes ?? []).map((c) => `${c.field} ${c.old}${c.new}`).join(', ');
return `${when}${m.scope}: ${fields}`;
}
</script>
<svelte:head>
<title>{pageTitle('Tuning')}</title>
</svelte:head>
<div class="space-y-6 p-4">
<div>
<h1 class="text-xl font-semibold">Recommendation tuning</h1>
<p class="mt-1 max-w-3xl text-sm text-text-secondary">
The defaults-discovery lab. Changes apply live — radio on the next request, daily mixes on
the next rebuild — and every change is recorded so the metrics page can tie outcome shifts
to knob turns. Found-good values get baked into shipped defaults; a dot marks knobs that
currently deviate from them.
</p>
</div>
{#if loadFailed}
<p class="text-sm text-text-secondary">Couldn't load tuning settings.</p>
{:else if !snapshot}
<p class="text-sm text-text-secondary">Loading…</p>
{:else}
<section class="grid gap-4 lg:grid-cols-2">
{#each profileScopes as p (p.scope)}
<div class="space-y-3 rounded border border-border bg-surface p-4">
<div>
<h2 class="text-lg font-semibold">{p.label}</h2>
<p class="text-xs text-text-secondary">{p.blurb}</p>
</div>
<div class="space-y-2">
{#each weightFields as f (f.key)}
<div class="grid grid-cols-[1fr_7rem] items-center gap-2">
<label class="text-sm" for="{p.scope}-{f.key}" title={f.hint}>
{f.label}
{#if deviates(p.scope, f.key)}
<span
class="ml-1 inline-block h-1.5 w-1.5 rounded-full bg-accent align-middle"
title="Deviates from the shipped default ({snapshot.shipped.profiles[p.scope][f.key]})"
></span>
{/if}
</label>
<input
id="{p.scope}-{f.key}"
type="number"
step="0.1"
bind:value={form[p.scope][f.key]}
class="w-full rounded border border-border bg-background px-2 py-1 text-right text-sm tabular-nums outline-none focus:border-accent"
/>
</div>
{/each}
</div>
<div class="flex gap-2">
<button
type="button"
disabled={saving !== null}
onclick={() => save(p.scope)}
class="rounded bg-accent px-3 py-1.5 text-sm text-white disabled:opacity-50"
>
Save {p.label.toLowerCase()}
</button>
<button
type="button"
disabled={saving !== null}
onclick={() => reset(p.scope)}
class="rounded border border-border px-3 py-1.5 text-sm text-text-secondary hover:text-text-primary disabled:opacity-50"
>
Reset to defaults
</button>
</div>
</div>
{/each}
</section>
<section class="space-y-3 rounded border border-border bg-surface p-4 lg:max-w-xl">
<div>
<h2 class="text-lg font-semibold">Taste profile build</h2>
<p class="text-xs text-text-secondary">
How plays become the learned taste profile: the influence half-life and the
completion→engagement curve (must stay ordered: hard-skip &lt; neutral &lt; full).
</p>
</div>
<div class="space-y-2">
{#each tasteFields as f (f.key)}
<div class="grid grid-cols-[1fr_7rem] items-center gap-2">
<label class="text-sm" for="taste-{f.key}" title={f.hint}>
{f.label}
{#if deviates('taste', f.key)}
<span
class="ml-1 inline-block h-1.5 w-1.5 rounded-full bg-accent align-middle"
title="Deviates from the shipped default ({snapshot.shipped.taste[f.key]})"
></span>
{/if}
</label>
<input
id="taste-{f.key}"
type="number"
step={f.key === 'half_life_days' ? '1' : '0.05'}
bind:value={form.taste[f.key]}
class="w-full rounded border border-border bg-background px-2 py-1 text-right text-sm tabular-nums outline-none focus:border-accent"
/>
</div>
{/each}
</div>
<div class="flex gap-2">
<button
type="button"
disabled={saving !== null}
onclick={() => save('taste')}
class="rounded bg-accent px-3 py-1.5 text-sm text-white disabled:opacity-50"
>
Save taste
</button>
<button
type="button"
disabled={saving !== null}
onclick={() => reset('taste')}
class="rounded border border-border px-3 py-1.5 text-sm text-text-secondary hover:text-text-primary disabled:opacity-50"
>
Reset to defaults
</button>
</div>
</section>
{/if}
<!-- Weekly trends (#1251): the verify half. Sparklines share one
week axis; dashed ticks mark knob turns so cause→effect reads
off the chart. -->
<section class="space-y-3 rounded border border-border bg-surface p-4">
<div>
<h2 class="text-lg font-semibold">Weekly trends</h2>
<p class="text-xs text-text-secondary">
Skip rate per surface over the last {trends?.weeks ?? 12} weeks (lower is better; all
users aggregated, rates only). Dashed ticks mark tuning changes. Taste hit is the share
of plays whose artist fits the current taste profile.
</p>
</div>
{#if trendsFailed}
<p class="text-sm text-text-secondary">Couldn't load trends.</p>
{:else if !trends}
<p class="text-sm text-text-secondary">Loading…</p>
{:else if trends.series.length === 0}
<p class="text-sm text-text-secondary">
No plays recorded yet — trends appear once listening accumulates.
</p>
{:else}
<table class="w-full text-sm">
<thead>
<tr class="text-left text-text-secondary">
<th class="py-1 font-medium">Surface</th>
<th class="py-1 font-medium">Skip rate by week</th>
<th class="py-1 text-right font-medium">Plays</th>
<th class="py-1 text-right font-medium">Latest skip</th>
<th class="py-1 text-right font-medium">Latest completion</th>
<th class="py-1 text-right font-medium">Taste hit</th>
</tr>
</thead>
<tbody>
{#each trends.series as s (s.key)}
<tr
class="border-t border-border"
class:opacity-60={s.plays < TREND_LOW_VOLUME}
title={s.plays < TREND_LOW_VOLUME
? 'Fewer than 20 plays in the window — treat as anecdote, not signal.'
: undefined}
>
<td class="py-1.5 pr-2">{s.label}</td>
<td class="py-1.5">
<svg
width={SPARK_W}
height={SPARK_H}
viewBox="0 0 {SPARK_W} {SPARK_H}"
role="img"
aria-label="{s.label} weekly skip rate"
data-testid="sparkline-{s.key}"
>
<line x1="0" y1={SPARK_H - 0.5} x2={SPARK_W} y2={SPARK_H - 0.5}
stroke="currentColor" opacity="0.15" />
{#each trends.markers as m, i (i)}
<line
x1={markerX(m)} y1="0" x2={markerX(m)} y2={SPARK_H}
stroke="currentColor" opacity="0.35" stroke-dasharray="2,2"
>
<title>{markerSummary(m)}</title>
</line>
{/each}
{#if s.points.length > 1}
<polyline
class="text-accent"
points={sparkPoints(s)}
fill="none"
stroke="currentColor"
stroke-width="1.5"
/>
{:else if s.points.length === 1}
<circle
class="text-accent"
cx={xFor(s.points[0].week_start)}
cy={SPARK_H - s.points[0].skip_rate * SPARK_H}
r="2" fill="currentColor"
/>
{/if}
</svg>
</td>
<td class="py-1.5 text-right tabular-nums">{s.plays}</td>
<td class="py-1.5 text-right tabular-nums">{pct(latest(s).skip)}</td>
<td class="py-1.5 text-right tabular-nums">{pct(latest(s).completion)}</td>
<td class="py-1.5 text-right tabular-nums">{pct(windowTasteHitRate(s))}</td>
</tr>
{/each}
</tbody>
</table>
{#if trends.markers.length > 0}
<div class="space-y-1">
<h3 class="text-sm font-medium">Tuning changes in this window</h3>
<ul class="space-y-0.5 text-xs text-text-secondary">
{#each trends.markers as m, i (i)}
<li>{markerSummary(m)}</li>
{/each}
</ul>
</div>
{/if}
{/if}
</section>
</div>