Reduce host capacity headroom and remove learned usage padding
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@@ -157,7 +157,7 @@ startup samples require observing the first five minutes of a container's run.
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The controller retains per-instance minute peaks for 24 hours and caches learned
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CPU/memory allowances. The first five minutes after a container starts count as
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startup; later samples train the running allowance. Startup uses the observed
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maximum and running uses the 95th percentile of minute peaks, both with **25%
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maximum and running uses the 95th percentile of minute peaks, with **no per-server
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headroom**. Each calculation considers up to the latest 10,000 minute peaks.
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Host-local evidence is preferred to account for different hardware; new hosts
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can borrow the fleet's learned allowance. Startup allowances are never lower
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@@ -165,7 +165,7 @@ than running allowances. The host page shows both allowances and their source.
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Expand **View samples** in Learned server capacity to inspect retained minute
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peaks for the last 24 hours. Filter by startup/running phase or switch from this
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host to the entire fleet. Rows show time, server and generation, CPU cores, and
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memory in MiB before headroom; CPU and memory peaks may come from different
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memory in MiB; CPU and memory peaks may come from different
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heartbeats. Results are paginated, and **Refresh samples** loads the latest stored
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measurements without contacting agents. The allowance count may lag the table
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until the next calculation or reflect a different source.
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@@ -179,7 +179,7 @@ Models expire after 24 hours without measurements. Recalculation happens during
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heartbeat ingestion, at most once per minute per host/fleet phase; new peaks
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raise the cache immediately. Launch admission reads only the cached model.
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Scheduling still leaves **10% host CPU and 512 MiB RAM** for the OS and bursts.
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Scheduling still leaves **5% host CPU and 500 MB RAM (500,000,000 bytes)** for the OS and bursts.
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These allowances are scheduling reservations, not Docker limits. Queued and
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unresolved creations consume the startup allowance; established instances keep
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the running allowance even while idle or stopped. Current container measurements
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