interpolated_rate()

Calculate the rate of change in a counter, interpolating values at boundaries as needed

Since 1.14.0

Calculate the rate of change in a counter over a time period. Data points at the exact boundaries of the time period aren’t needed. The function interpolates the counter values at the boundaries from adjacent counter aggregates if needed.

Samples

Calculate the per-second rate of change for each 15-minute interval, using interpolation to get the values at the interval boundaries if they don’t exist in the data.

SELECT
    id,
    bucket,
    interpolated_rate(
        summary,
        bucket,
        '15 min',
        LAG(summary) OVER (PARTITION BY id ORDER by bucket),
        LEAD(summary) OVER (PARTITION BY id ORDER by bucket)
    )
FROM (
    SELECT
        id,
        time_bucket('15 min'::interval, ts) AS bucket,
        counter_agg(ts, val) AS summary
    FROM foo
    GROUP BY id, time_bucket('15 min'::interval, ts)
) t

Arguments

The syntax is:

interpolated_rate(
    summary CounterSummary,
    start TIMESTAMPTZ,
    interval INTERVAL
    [, prev CounterSummary]
    [, next CounterSummary]
) RETURNS DOUBLE PRECISION

Name	Type	Default	Required	Description
summary	CounterSummary	-	✔	A counter aggregate created using counter_agg
start	TIMESTAMPTZ	-	✔	The start of the time period to compute the rate over
interval	INTERVAL	-	✔	The length of the time period to compute the rate over
prev	CounterSummary	-		The counter aggregate from the previous interval, used to interpolate the value at start. If NULL, the first timestamp in summary is used as the start of the interval.
next	CounterSummary	-		The counter aggregate from the next interval, used to interpolate the value at start + interval. If NULL, the last timestamp in summary is used as the end of the interval.

Returns

Column	Type	Description
interpolated_rate	DOUBLE PRECISION	The per-second rate of change of the counter between the specified bounds. If exact values are missing in the raw data for the first and last points, these values are interpolated linearly from the neighboring counter aggregates.