uniqCombined64
Calculates the approximate number of different argument values. It is the same as uniqCombined, but uses a 64-bit hash for all data types rather than just for the String data type.
uniqCombined64(HLL_precision)(x[, ...])
Parameters
HLL_precision
: The base-2 logarithm of the number of cells in HyperLogLog. Optionally, you can use the function asuniqCombined64(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 uniqCombined64
function:
- Calculates a hash (64-bit hash for all data types) 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 64-bit hash for all types, the result does not suffer from very high error for cardinalities significantly larger than UINT_MAX
like uniqCombined does, which uses a 32-bit hash for non-String
types.
Compared to the uniq function, the uniqCombined64
function:
- Consumes several times less memory.
- Calculates with several times higher accuracy.
Example
In the example below uniqCombined64
is run on 1e10
different numbers returning a very close approximation of the number of different argument values.
Query:
SELECT uniqCombined64(number) FROM numbers(1e10);
Result:
┌─uniqCombined64(number)─┐
│ 9998568925 │ -- 10.00 billion
└────────────────────────┘
By comparison the uniqCombined
function returns a rather poor approximation for an input this size.
Query:
SELECT uniqCombined(number) FROM numbers(1e10);
Result:
┌─uniqCombined(number)─┐
│ 5545308725 │ -- 5.55 billion
└──────────────────────┘
See Also