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Improve performance of aggregate expressions by implementing group accumulators #1627

@andygrove

Description

@andygrove

What is the problem the feature request solves?

DataFusion has a fast path for aggregates that implement group accumulators.

See #1275 (comment) for one example where we saw a 4x speedup.

We should apply this change to the following Comet aggregates.

  • stddev
  • correlation
  • covariance
  • variance

Describe the potential solution

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