feat(norms): Steward learns each metric's normal per hour of day, then week (#5739)
A metric registered with learn_normal() gets, for every resource reporting it, a usual hold (the 90th percentile across past days of each hour's p95) and a usual peak for each slot: - an hour of the day once 5 days of history exist; - an hour of the week once history reaches back 3 weeks, so weekly jobs are learned too. Each slot takes in the hours either side, so a job that runs a little late stays normal. One SQL statement relearns everything hourly into metric_norms, from the rollup plus the raw window not rolled up yet; norms_at() reads the slot a moment falls in. Nothing is registered yet: Traefik (#5741) and hosts (#5742) opt in. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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@@ -30,6 +30,8 @@ KEPT: frozenset[str] = frozenset({
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# Rows that are measurements, logs or in-flight work: left out.
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EXCLUDED: frozenset[str] = frozenset({
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"plugin_metrics", "plugin_metric_latest", "plugin_metrics_hourly",
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# Learned from the metrics above, so relearned once they fill again.
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"metric_norms",
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"monitor_results",
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"email_outbox", "email_outbox_events", "password_resets",
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# Run history; its logs live on disk, not in the database.
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