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Add histogram aggregator plugin (#2387)
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package all | ||
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import ( | ||
_ "github.com/influxdata/telegraf/plugins/aggregators/histogram" | ||
_ "github.com/influxdata/telegraf/plugins/aggregators/minmax" | ||
) |
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# Histogram Aggregator Plugin | ||
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#### Goal | ||
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This plugin was added for ability to build histograms. | ||
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#### Description | ||
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The histogram aggregator plugin aggregates values of specified metric's | ||
fields. The metric is emitted every `period` seconds. All you need to do | ||
is to specify borders of histogram buckets and fields, for which you want | ||
to aggregate histogram. | ||
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#### How it works | ||
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The each metric is passed to the aggregator and this aggregator searches | ||
histogram buckets for those fields, which have been specified in the | ||
config. If buckets are found, the aggregator will put +1 to appropriate | ||
bucket. Otherwise, nothing will happen. Every `period` seconds these data | ||
will be pushed to output. | ||
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Note, that the all hits of current bucket will be also added to all next | ||
buckets in final result of distribution. Why does it work this way? In | ||
configuration you define right borders for each bucket in a ascending | ||
sequence. Internally buckets are presented as ranges with borders | ||
(0..bucketBorder]: 0..1, 0..10, 0..50, …, 0..+Inf. So the value "+1" will be | ||
put into those buckets, in which the metric value fell with such ranges of | ||
buckets. | ||
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This plugin creates cumulative histograms. It means, that the hits in the | ||
buckets will always increase from the moment of telegraf start. But if you | ||
restart telegraf, all hits in the buckets will be reset to 0. | ||
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Also, the algorithm of hit counting to buckets was implemented on the base | ||
of the algorithm, which is implemented in the Prometheus | ||
[client](https://github.com/prometheus/client_golang/blob/master/prometheus/histogram.go). | ||
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### Configuration | ||
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```toml | ||
# Configuration for aggregate histogram metrics | ||
[[aggregators.histogram]] | ||
## General Aggregator Arguments: | ||
## The period on which to flush & clear the aggregator. | ||
period = "30s" | ||
## If true, the original metric will be dropped by the | ||
## aggregator and will not get sent to the output plugins. | ||
drop_original = false | ||
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## The example of config to aggregate histogram for all fields of specified metric. | ||
[[aggregators.histogram.config]] | ||
## The set of buckets. | ||
buckets = [0.0, 15.6, 34.5, 49.1, 71.5, 80.5, 94.5, 100.0] | ||
## The name of metric. | ||
metric_name = "cpu" | ||
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## The example of config to aggregate histogram for concrete fields of specified metric. | ||
[[aggregators.histogram.config]] | ||
## The set of buckets. | ||
buckets = [0.0, 10.0, 20.0, 30.0, 40.0, 50.0, 60.0, 70.0, 80.0, 90.0, 100.0] | ||
## The name of metric. | ||
metric_name = "diskio" | ||
## The concrete fields of metric. | ||
metric_fields = ["io_time", "read_time", "write_time"] | ||
``` | ||
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#### Explanation | ||
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The field `metric_fields` is the list of metric fields. For example, the | ||
metric `cpu` has the following fields: usage_user, usage_system, | ||
usage_idle, usage_nice, usage_iowait, usage_irq, usage_softirq, usage_steal, | ||
usage_guest, usage_guest_nice. | ||
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Note that histogram metrics will be pushed every `period` seconds. | ||
As you know telegraf calls aggregator `Reset()` func each `period` seconds. | ||
Histogram aggregator ignores `Reset()` and continues to count hits. | ||
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#### Use cases | ||
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You can specify fields using two cases: | ||
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1. The specifying only metric name. In this case all fields of metric | ||
will be aggregated. | ||
2. The specifying metric name and concrete field. | ||
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#### Some rules | ||
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- The setting of each histogram must be in separate section with title | ||
`aggregators.histogram.config`. | ||
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- The each value of bucket must be float value. | ||
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- Don\`t include the border bucket `+Inf`. It will be done automatically. | ||
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### Measurements & Fields: | ||
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The postfix `bucket` will be added to each field. | ||
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- measurement1 | ||
- field1_bucket | ||
- field2_bucket | ||
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### Tags: | ||
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All measurements have tag `le`. This tag has the border value of bucket. It | ||
means that the metric value is less or equal to the value of this tag. For | ||
example, let assume that we have the metric value 10 and the following | ||
buckets: [5, 10, 30, 70, 100]. Then the tag `le` will have the value 10, | ||
because the metrics value is passed into bucket with right border value `10`. | ||
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### Example Output: | ||
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The following output will return to the Prometheus client. | ||
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``` | ||
cpu,cpu=cpu1,host=localhost,le=0.0 usage_idle_bucket=0i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=10.0 usage_idle_bucket=0i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=20.0 usage_idle_bucket=1i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=30.0 usage_idle_bucket=2i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=40.0 usage_idle_bucket=2i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=50.0 usage_idle_bucket=2i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=60.0 usage_idle_bucket=2i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=70.0 usage_idle_bucket=2i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=80.0 usage_idle_bucket=2i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=90.0 usage_idle_bucket=2i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=100.0 usage_idle_bucket=2i 1486998330000000000 | ||
cpu,cpu=cpu1,host=localhost,le=+Inf usage_idle_bucket=2i 1486998330000000000 | ||
``` |
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