Relational Data - Aggregate Functions - Reference - Uniqcombined
Calculates the approximate number of different argument values.
uniqCombined(HLL_precision)(x[, ...])
The uniqCombined
function is a good choice for calculating the number of different values.
Arguments
HLL_precision
: The base-2 logarithm of the number of cells in HyperLogLog. Optional, you can use the function asuniqCombined(x[, ...])
. The default value forHLL_precision
is 17, which is effectively 96 KiB of space (2^17 cells, 6 bits each).X
: A variable number of parameters. Parameters can beTuple
,Array
,Date
,DateTime
,String
, or numeric types.
Returned value
- A number UInt64-type number.
Implementation details
The uniqCombined
function:
- Calculates a hash (64-bit hash for
String
and 32-bit otherwise) for all parameters in the aggregate, then uses it in calculations. - Uses a combination of three algorithms: array, hash table, and HyperLogLog with an error correction table.
- For a small number of distinct elements, an array is used.
- When the set size is larger, a hash table is used.
- For a larger number of elements, HyperLogLog is used, which will occupy a fixed amount of memory.
- Provides the result deterministically (it does not depend on the query processing order).
Since it uses a 32-bit hash for non-String
types, the result will have very high error for cardinalities significantly larger than UINT_MAX
(error will raise quickly after a few tens of billions of distinct values), hence in this case you should use uniqCombined64.
Compared to the uniq function, the uniqCombined
function:
- Consumes several times less memory.
- Calculates with several times higher accuracy.
- Usually has slightly lower performance. In some scenarios,
uniqCombined
can perform better thanuniq
, for example, with distributed queries that transmit a large number of aggregation states over the network.
Example
Query:
SELECT uniqCombined(number) FROM numbers(1e6);
Result:
┌─uniqCombined(number)─┐ │ 1001148 │ -- 1.00 million └──────────────────────┘
See the example section of uniqCombined64 for an example of the difference between uniqCombined
and uniqCombined64
for much larger inputs.
See Also