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Feat: Support Anomaly Detection for fields using valuesDoublesSketch. #411

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shashank10456 opened this issue Sep 12, 2024 · 0 comments
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enhancement New feature or request

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shashank10456 commented Sep 12, 2024

Summary

Lets add support for fields that use valuesDoublesSketch in Numalogic. Currently, we dont support this natively. This is a frequently asked/used feature and its better to have default Numalogic support out-of-the-box.

What change needs making?
I have created this branch and PR: (#409) which supports latency based anomaly for a particular use case but this needs to be generalized for wider adoption. Major changes include adding configuration/YAML support for postaggregations, aggregations, percentile on top of this PR. These fields should be config driven.

Use Cases

When would you use this?
We would use this when ever the input fields use Sketches(https://datasketches.apache.org/) to represent the value. This is used when we represent the "actual values" by "approximate values" trading accuracy for computation.


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@shashank10456 shashank10456 added the enhancement New feature or request label Sep 12, 2024
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