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Implement ASAP() smoother #5094

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msiebuhr opened this Issue Jan 14, 2019 · 1 comment

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msiebuhr commented Jan 14, 2019

From using Datadog, I've come to find their autosmooth()-function very handy when dealing with "spiky" data series.

Their implementation (blog post) is inspired by the ASAP smoother (Automatic Smoothing for Attention Prioritization; homepage, PDF paper).

While it is not perfect for every use-case, I have found it to work extremely well compared to hand-tuning some "average over X minutes" until a pattern actually emerges, yet it doesn't hide actual spikes.

Example from the ASAP homepage:

screenshot 2019-01-14 at 11 37 05

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brian-brazil commented Jan 14, 2019

This wouldn't be doable due to the PromQL execution model, I'd suggest requesting this in Grafana which has the required data.

@msiebuhr msiebuhr changed the title Implement ASAP() smooter Implement ASAP() smoother Jan 24, 2019

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