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hll_union function

Applies to: check marked yes Databricks SQL check marked yes Databricks Runtime 13.3 LTS and above

This function utilizes the HyperLogLog algorithm to combine two sketches into a single sketch.

Queries can use the resulting buffers to compute approximate unique counts as long integers with the hll_sketch_estimate function.

The implementation uses the Apache Datasketches library. Please see HLL for more information.

Syntax​

hll_union ( expr1, expr2 [, allowDifferentLgConfigK ] )

Arguments​

  • exprN: A BINARY expression holding a sketch generated by hll_sketch_agg.
  • allowDifferentLgConfigK: A optional BOOLEAN expression controlling whether to allow merging two sketches with different lgConfigK values. The default value is false.

Returns​

A BINARY buffer containing the HyperLogLog sketch computed as a result of combining the input expressions.

When the allowDifferentLgConfigK parameter is true, the result sketch uses the smaller of the two provided lgConfigK values.

Examples​

SQL
> SELECT hll_sketch_estimate(
  hll_union(
    hll_sketch_agg(col1),
    hll_sketch_agg(col2)))
  FROM VALUES
    (1, 4),
    (1, 4),
    (2, 5),
    (2, 5),
    (3, 6) AS tab(col1, col2);
  6

> SELECT hll_sketch_estimate(
  hll_union(
    hll_sketch_agg(col1,  4),
    hll_sketch_agg(col2, 21)))
  FROM VALUES
    (1, 4),
    (1, 4),
    (2, 5),
    (2, 5),
    (3, 6) AS tab(col1, col2);
  error
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