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feat: numeric aggregations #47

Description

@SemyonSinchenko

Any kind of Graph ML / Graph Embeddings will require to have something like:

  1. Scalar functions
    a. l2_normalize(floatArrayColumn) -> floatArrayColumn
    b. random_vector() -> floatArrayColumn
  2. Aggregate functions
    a. agg_float_array_sum
    b. agg_float_array_avg

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