2013-09-16 17:49:36 -04:00
|
|
|
|
---
|
2013-09-26 19:22:28 -04:00
|
|
|
|
layout: doc_page
|
2013-09-16 17:49:36 -04:00
|
|
|
|
---
|
2014-01-16 18:37:07 -05:00
|
|
|
|
# Aggregations
|
2013-09-16 19:01:14 -04:00
|
|
|
|
Aggregations are specifications of processing over metrics available in Druid.
|
|
|
|
|
Available aggregations are:
|
|
|
|
|
|
2013-09-27 20:08:34 -04:00
|
|
|
|
### Count aggregator
|
|
|
|
|
|
|
|
|
|
`count` computes the row count that match the filters
|
|
|
|
|
|
|
|
|
|
```json
|
|
|
|
|
{ "type" : "count", "name" : <output_name> }
|
|
|
|
|
```
|
|
|
|
|
|
2013-09-16 19:01:14 -04:00
|
|
|
|
### Sum aggregators
|
|
|
|
|
|
|
|
|
|
#### `longSum` aggregator
|
|
|
|
|
|
|
|
|
|
computes the sum of values as a 64-bit, signed integer
|
|
|
|
|
|
2013-09-27 20:08:34 -04:00
|
|
|
|
```json
|
|
|
|
|
{ "type" : "longSum", "name" : <output_name>, "fieldName" : <metric_name> }
|
|
|
|
|
```
|
2013-09-16 19:01:14 -04:00
|
|
|
|
|
|
|
|
|
`name` – output name for the summed value
|
|
|
|
|
`fieldName` – name of the metric column to sum over
|
|
|
|
|
|
|
|
|
|
#### `doubleSum` aggregator
|
|
|
|
|
|
|
|
|
|
Computes the sum of values as 64-bit floating point value. Similar to `longSum`
|
|
|
|
|
|
2013-09-27 20:08:34 -04:00
|
|
|
|
```json
|
|
|
|
|
{ "type" : "doubleSum", "name" : <output_name>, "fieldName" : <metric_name> }
|
|
|
|
|
```
|
2013-09-16 19:01:14 -04:00
|
|
|
|
|
|
|
|
|
### Min / Max aggregators
|
|
|
|
|
|
|
|
|
|
#### `min` aggregator
|
|
|
|
|
|
|
|
|
|
`min` computes the minimum metric value
|
|
|
|
|
|
2013-09-27 20:08:34 -04:00
|
|
|
|
```json
|
|
|
|
|
{ "type" : "min", "name" : <output_name>, "fieldName" : <metric_name> }
|
|
|
|
|
```
|
2013-09-16 19:01:14 -04:00
|
|
|
|
|
|
|
|
|
#### `max` aggregator
|
|
|
|
|
|
|
|
|
|
`max` computes the maximum metric value
|
|
|
|
|
|
2013-09-27 20:08:34 -04:00
|
|
|
|
```json
|
|
|
|
|
{ "type" : "max", "name" : <output_name>, "fieldName" : <metric_name> }
|
|
|
|
|
```
|
2013-09-16 19:01:14 -04:00
|
|
|
|
|
|
|
|
|
### JavaScript aggregator
|
|
|
|
|
|
|
|
|
|
Computes an arbitrary JavaScript function over a set of columns (both metrics and dimensions).
|
|
|
|
|
|
|
|
|
|
All JavaScript functions must return numerical values.
|
|
|
|
|
|
2013-09-27 20:08:34 -04:00
|
|
|
|
```json
|
|
|
|
|
{ "type": "javascript", "name": "<output_name>",
|
|
|
|
|
"fieldNames" : [ <column1>, <column2>, ... ],
|
|
|
|
|
"fnAggregate" : "function(current, column1, column2, ...) {
|
|
|
|
|
<updates partial aggregate (current) based on the current row values>
|
|
|
|
|
return <updated partial aggregate>
|
|
|
|
|
}",
|
|
|
|
|
"fnCombine" : "function(partialA, partialB) { return <combined partial results>; }",
|
|
|
|
|
"fnReset" : "function() { return <initial value>; }"
|
|
|
|
|
}
|
|
|
|
|
```
|
2013-09-16 19:01:14 -04:00
|
|
|
|
|
|
|
|
|
**Example**
|
|
|
|
|
|
2013-09-27 20:08:34 -04:00
|
|
|
|
```json
|
|
|
|
|
{
|
|
|
|
|
"type": "javascript",
|
|
|
|
|
"name": "sum(log(x)/y) + 10",
|
|
|
|
|
"fieldNames": ["x", "y"],
|
|
|
|
|
"fnAggregate" : "function(current, a, b) { return current + (Math.log(a) * b); }",
|
|
|
|
|
"fnCombine" : "function(partialA, partialB) { return partialA + partialB; }",
|
|
|
|
|
"fnReset" : "function() { return 10; }"
|
|
|
|
|
}
|
|
|
|
|
```
|
2014-03-05 17:19:38 -05:00
|
|
|
|
|
|
|
|
|
### Complex aggregators
|
|
|
|
|
|
|
|
|
|
#### `hyperUnique` aggregator
|
|
|
|
|
|
|
|
|
|
`hyperUnique` uses [Hyperloglog](http://algo.inria.fr/flajolet/Publications/FlFuGaMe07.pdf) to compute the estimated cardinality of a dimension.
|
|
|
|
|
|
|
|
|
|
```json
|
|
|
|
|
{ "type" : "hyperUnique", "name" : <output_name>, "fieldName" : <metric_name> }
|
|
|
|
|
```
|