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AggregateUDF / UDAF Support #238

@crepererum

Description

@crepererum

What

Support AggregateUDF.

Why

Allows people to write their own aggregation functions.

How

This likely needs DataFusion support for async aggregate UDFs similar to AsyncScalarUDF first.

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