Scaling by horizontal pod autoscaler is slow in OpenShift

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Issue

Scaling by horizontal pod autoscaler takes 3 min
Heapster returns a little bit old metrics that was 2 min ago
Heapster returns metrics not updated for 2 min
How to get the metrics faster than default 2m25s interval

Environment

OpenShift Enterprise 3.X
Horizontal pod autoscaler

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