ClickHouse/docs/en/sql-reference/aggregate-functions/combinators.md

244 lines
9.9 KiB
Markdown
Raw Normal View History

2020-04-03 13:23:32 +00:00
---
toc_priority: 37
toc_title: Combinators
2020-04-03 13:23:32 +00:00
---
# Aggregate Function Combinators {#aggregate_functions_combinators}
The name of an aggregate function can have a suffix appended to it. This changes the way the aggregate function works.
2020-03-18 18:43:51 +00:00
## -If {#agg-functions-combinator-if}
The suffix -If can be appended to the name of any aggregate function. In this case, the aggregate function accepts an extra argument a condition (Uint8 type). The aggregate function processes only the rows that trigger the condition. If the condition was not triggered even once, it returns a default value (usually zeros or empty strings).
Examples: `sumIf(column, cond)`, `countIf(cond)`, `avgIf(x, cond)`, `quantilesTimingIf(level1, level2)(x, cond)`, `argMinIf(arg, val, cond)` and so on.
With conditional aggregate functions, you can calculate aggregates for several conditions at once, without using subqueries and `JOIN`s. For example, in Yandex.Metrica, conditional aggregate functions are used to implement the segment comparison functionality.
2020-03-18 18:43:51 +00:00
## -Array {#agg-functions-combinator-array}
2020-03-20 10:10:48 +00:00
The -Array suffix can be appended to any aggregate function. In this case, the aggregate function takes arguments of the Array(T) type (arrays) instead of T type arguments. If the aggregate function accepts multiple arguments, this must be arrays of equal lengths. When processing arrays, the aggregate function works like the original aggregate function across all array elements.
2020-03-20 10:10:48 +00:00
Example 1: `sumArray(arr)` - Totals all the elements of all arr arrays. In this example, it could have been written more simply: `sum(arraySum(arr))`.
2020-03-20 10:10:48 +00:00
Example 2: `uniqArray(arr)` Counts the number of unique elements in all arr arrays. This could be done an easier way: `uniq(arrayJoin(arr))`, but its not always possible to add arrayJoin to a query.
2020-03-20 10:10:48 +00:00
-If and -Array can be combined. However, Array must come first, then If. Examples: `uniqArrayIf(arr, cond)`, `quantilesTimingArrayIf(level1, level2)(arr, cond)`. Due to this order, the cond argument wont be an array.
2020-03-18 18:43:51 +00:00
## -State {#agg-functions-combinator-state}
If you apply this combinator, the aggregate function doesnt return the resulting value (such as the number of unique values for the [uniq](../../sql-reference/aggregate-functions/reference/uniq.md#agg_function-uniq) function), but an intermediate state of the aggregation (for `uniq`, this is the hash table for calculating the number of unique values). This is an `AggregateFunction(...)` that can be used for further processing or stored in a table to finish aggregating later.
To work with these states, use:
- [AggregatingMergeTree](../../engines/table-engines/mergetree-family/aggregatingmergetree.md) table engine.
- [finalizeAggregation](../../sql-reference/functions/other-functions.md#function-finalizeaggregation) function.
DOCS-510: runningAccumulate (#12061) * asiana21-DOCSUP-797 (#117) * docs(runningAccumulate): the function description is added * docs(runningAccumulate): the function description is modified * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * docs(runningAccumulate): some changes * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: BayoNet <da-daos@yandex.ru> * docs(runningAccumulate): added ru translation Co-authored-by: asiana21 <asiana21@yandex-team.ru> Co-authored-by: BayoNet <da-daos@yandex.ru> * CLICKHOUSEDOCS-510: Minor fix. * Update docs/en/sql-reference/functions/other-functions.md Co-authored-by: Ivan Blinkov <github@blinkov.ru> * CLICKHOUSEDOCS-510: Fixed links. Co-authored-by: AsiaKorushkina <43650329+AsiaKorushkina@users.noreply.github.com> Co-authored-by: asiana21 <asiana21@yandex-team.ru> Co-authored-by: Sergei Shtykov <bayonet@yandex-team.ru> Co-authored-by: Ivan Blinkov <github@blinkov.ru>
2020-07-01 13:36:41 +00:00
- [runningAccumulate](../../sql-reference/functions/other-functions.md#runningaccumulate) function.
DOCS-624: Fixing links to nowhere (#10675) * enbaskakova-DOCSUP-652 (#101) * "docs(orNull&orDefault): Functions 'orNull&orDefault' have been edited" * "docs(orNull&orDefault): Functions 'orNull&orDefault' have been edited" * "docs(orNull&orDefault): Functions 'orNull&orDefault' have been edited" * Update docs/en/sql_reference/aggregate_functions/combinators.md Co-Authored-By: BayoNet <da-daos@yandex.ru> * Update docs/en/sql_reference/aggregate_functions/combinators.md Co-Authored-By: BayoNet <da-daos@yandex.ru> * Update docs/en/sql_reference/aggregate_functions/combinators.md Co-Authored-By: BayoNet <da-daos@yandex.ru> * Update docs/en/sql_reference/aggregate_functions/combinators.md Co-Authored-By: BayoNet <da-daos@yandex.ru> * Update docs/en/sql_reference/aggregate_functions/combinators.md Co-Authored-By: BayoNet <da-daos@yandex.ru> * "docs(orNull&orDefault): Functions 'orNull&orDefault' have been edited" * "docs(orNull&orDefault): Functions 'orNull&orDefault' have been edited" * "docs(orNull&orDefault): Functions 'orNull&orDefault' have been edited" Co-authored-by: elenbaskakova <elenbaskakova@yandex-team.ru> Co-authored-by: BayoNet <da-daos@yandex.ru> * Revert "enbaskakova-DOCSUP-652 (#101)" (#107) This reverts commit 639fee7610f28e421d14e535b7def3f466e7efca. * CLICKHOUSEDOCS-624: Fixed links. Was 60, became 13. * CLICKHOUSEDOCS-624: Finished fix links in Enlish version. * CLICKHOUSEDOCS-624: Fixed RU links Co-authored-by: elenaspb2019 <47083263+elenaspb2019@users.noreply.github.com> Co-authored-by: elenbaskakova <elenbaskakova@yandex-team.ru> Co-authored-by: Sergei Shtykov <bayonet@yandex-team.ru>
2020-05-06 06:13:29 +00:00
- [-Merge](#aggregate_functions_combinators-merge) combinator.
- [-MergeState](#aggregate_functions_combinators-mergestate) combinator.
## -Merge {#aggregate_functions_combinators-merge}
If you apply this combinator, the aggregate function takes the intermediate aggregation state as an argument, combines the states to finish aggregation, and returns the resulting value.
## -MergeState {#aggregate_functions_combinators-mergestate}
2020-03-20 10:10:48 +00:00
Merges the intermediate aggregation states in the same way as the -Merge combinator. However, it doesnt return the resulting value, but an intermediate aggregation state, similar to the -State combinator.
2020-03-18 18:43:51 +00:00
## -ForEach {#agg-functions-combinator-foreach}
Converts an aggregate function for tables into an aggregate function for arrays that aggregates the corresponding array items and returns an array of results. For example, `sumForEach` for the arrays `[1, 2]`, `[3, 4, 5]`and`[6, 7]`returns the result `[10, 13, 5]` after adding together the corresponding array items.
2020-03-18 18:43:51 +00:00
## -OrDefault {#agg-functions-combinator-ordefault}
Changes behavior of an aggregate function.
2020-05-04 08:15:49 +00:00
If an aggregate function doesnt have input values, with this combinator it returns the default value for its return data type. Applies to the aggregate functions that can take empty input data.
`-OrDefault` can be used with other combinators.
2020-05-04 08:15:49 +00:00
**Syntax**
2020-05-04 08:15:49 +00:00
``` sql
<aggFunction>OrDefault(x)
```
**Parameters**
- `x` — Aggregate function parameters.
**Returned values**
2020-05-04 08:15:49 +00:00
Returns the default value of an aggregate functions return type if there is nothing to aggregate.
Type depends on the aggregate function used.
**Example**
Query:
2020-03-20 10:10:48 +00:00
``` sql
SELECT avg(number), avgOrDefault(number) FROM numbers(0)
```
2020-03-20 10:10:48 +00:00
2020-05-04 08:15:49 +00:00
Result:
2020-03-20 10:10:48 +00:00
``` text
┌─avg(number)─┬─avgOrDefault(number)─┐
│ nan │ 0 │
└─────────────┴──────────────────────┘
```
Also `-OrDefault` can be used with another combinators. It is useful when the aggregate function does not accept the empty input.
2020-05-04 08:15:49 +00:00
Query:
``` sql
SELECT avgOrDefaultIf(x, x > 10)
FROM
(
SELECT toDecimal32(1.23, 2) AS x
)
```
Result:
``` text
┌─avgOrDefaultIf(x, greater(x, 10))─┐
│ 0.00 │
└───────────────────────────────────┘
```
2020-03-18 18:43:51 +00:00
## -OrNull {#agg-functions-combinator-ornull}
Changes behavior of an aggregate function.
This combinator converts a result of an aggregate function to the [Nullable](../../sql-reference/data-types/nullable.md) data type. If the aggregate function does not have values to calculate it returns [NULL](../../sql-reference/syntax.md#null-literal).
2020-05-04 08:15:49 +00:00
`-OrNull` can be used with other combinators.
2020-05-04 08:15:49 +00:00
**Syntax**
2020-03-20 10:10:48 +00:00
``` sql
2020-05-04 08:15:49 +00:00
<aggFunction>OrNull(x)
```
2020-03-20 10:10:48 +00:00
2020-05-04 08:15:49 +00:00
**Parameters**
- `x` — Aggregate function parameters.
**Returned values**
2020-05-04 08:15:49 +00:00
- The result of the aggregate function, converted to the `Nullable` data type.
- `NULL`, if there is nothing to aggregate.
2020-05-04 08:15:49 +00:00
Type: `Nullable(aggregate function return type)`.
2020-05-04 08:15:49 +00:00
**Example**
Add `-orNull` to the end of aggregate function.
Query:
2020-03-20 10:10:48 +00:00
``` sql
SELECT sumOrNull(number), toTypeName(sumOrNull(number)) FROM numbers(10) WHERE number > 10
```
2020-03-20 10:10:48 +00:00
2020-05-04 08:15:49 +00:00
Result:
2020-03-20 10:10:48 +00:00
``` text
┌─sumOrNull(number)─┬─toTypeName(sumOrNull(number))─┐
│ ᴺᵁᴸᴸ │ Nullable(UInt64) │
└───────────────────┴───────────────────────────────┘
```
Also `-OrNull` can be used with another combinators. It is useful when the aggregate function does not accept the empty input.
2020-05-04 08:15:49 +00:00
Query:
2020-03-20 10:10:48 +00:00
``` sql
SELECT avgOrNullIf(x, x > 10)
FROM
(
SELECT toDecimal32(1.23, 2) AS x
)
```
2020-03-20 10:10:48 +00:00
2020-05-04 08:15:49 +00:00
Result:
2020-03-20 10:10:48 +00:00
``` text
┌─avgOrNullIf(x, greater(x, 10))─┐
│ ᴺᵁᴸᴸ │
└────────────────────────────────┘
```
## -Resample {#agg-functions-combinator-resample}
Lets you divide data into groups, and then separately aggregates the data in those groups. Groups are created by splitting the values from one column into intervals.
2020-03-20 10:10:48 +00:00
``` sql
<aggFunction>Resample(start, end, step)(<aggFunction_params>, resampling_key)
```
**Parameters**
- `start` — Starting value of the whole required interval for `resampling_key` values.
- `stop` — Ending value of the whole required interval for `resampling_key` values. The whole interval doesnt include the `stop` value `[start, stop)`.
- `step` — Step for separating the whole interval into subintervals. The `aggFunction` is executed over each of those subintervals independently.
- `resampling_key` — Column whose values are used for separating data into intervals.
- `aggFunction_params``aggFunction` parameters.
**Returned values**
- Array of `aggFunction` results for each subinterval.
**Example**
Consider the `people` table with the following data:
2020-03-20 10:10:48 +00:00
``` text
┌─name───┬─age─┬─wage─┐
│ John │ 16 │ 10 │
│ Alice │ 30 │ 15 │
│ Mary │ 35 │ 8 │
│ Evelyn │ 48 │ 11.5 │
│ David │ 62 │ 9.9 │
│ Brian │ 60 │ 16 │
└────────┴─────┴──────┘
```
2020-03-20 10:10:48 +00:00
Lets get the names of the people whose age lies in the intervals of `[30,60)` and `[60,75)`. Since we use integer representation for age, we get ages in the `[30, 59]` and `[60,74]` intervals.
To aggregate names in an array, we use the [groupArray](../../sql-reference/aggregate-functions/reference/grouparray.md#agg_function-grouparray) aggregate function. It takes one argument. In our case, its the `name` column. The `groupArrayResample` function should use the `age` column to aggregate names by age. To define the required intervals, we pass the `30, 75, 30` arguments into the `groupArrayResample` function.
2020-03-20 10:10:48 +00:00
``` sql
SELECT groupArrayResample(30, 75, 30)(name, age) FROM people
```
2020-03-20 10:10:48 +00:00
``` text
┌─groupArrayResample(30, 75, 30)(name, age)─────┐
│ [['Alice','Mary','Evelyn'],['David','Brian']] │
└───────────────────────────────────────────────┘
```
Consider the results.
2020-03-20 10:10:48 +00:00
`Jonh` is out of the sample because hes too young. Other people are distributed according to the specified age intervals.
2020-03-20 10:10:48 +00:00
Now lets count the total number of people and their average wage in the specified age intervals.
2020-03-20 10:10:48 +00:00
``` sql
SELECT
countResample(30, 75, 30)(name, age) AS amount,
avgResample(30, 75, 30)(wage, age) AS avg_wage
FROM people
```
2020-03-20 10:10:48 +00:00
``` text
┌─amount─┬─avg_wage──────────────────┐
│ [3,2] │ [11.5,12.949999809265137] │
└────────┴───────────────────────────┘
```
2020-01-30 10:34:55 +00:00
[Original article](https://clickhouse.tech/docs/en/query_language/agg_functions/combinators/) <!--hide-->