Roman Khavronenko
6061464d80
app/vmselect: quantile
func compatiblity with Prometheus ( #1646 )
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* app/vmselect: `quantile` func compatiblity with Prometheus
The `quantile` func was previously calculated by https://github.com/valyala/histogram
package. The result of such calculation was always the closest real value to
requested quantile. While in Prometheus implementation interpolation is used.
Such difference may result into discrepancy in output between Prometheus and
VictoriaMetrics.
This commit adds a Prometheus-like `quantile` function. It also used by other
functions which depend on it, such as `quantiles`, `quantile_over_time`, `median` etc.
https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1625
Signed-off-by: hagen1778 <roman@victoriametrics.com>
* app/vmselect: `quantile` review fixes
* quantile functions were split into multiple to provide
different API for already sorted data;
* float64sPool is used for reducing allocations. Items in pool may have
different sizes, but defining a new pool was complicates due to name collisions;
Signed-off-by: hagen1778 <roman@victoriametrics.com>
2021-09-27 18:57:02 +03:00
Aliaksandr Valialkin
76c650bbda
app/vmselect/promql: add quantiles_over_time("phiLabel", phi1, ..., phiN, m[d])
function for calculating multiple quantiles at once
2021-09-17 23:35:04 +03:00
Aliaksandr Valialkin
5dbe88a1c6
app/vmselect/promql: add increase_pure()
function to MetricsQL
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/962
2021-02-22 19:15:31 +02:00
Aliaksandr Valialkin
df6e399f73
app/vmselect/promql: add tfirst_over_time(m[d])
and tlast_over_time(m[d])
MetricsQL functions for returning timestamps for the first and the last samples in m
over d
2021-01-12 16:12:47 +02:00
Aliaksandr Valialkin
8d1031c29a
app/vmselect/promql: return expected increase()
result for the first point on the graph with value not exceeding 100
2020-12-15 14:10:50 +02:00
Aliaksandr Valialkin
bd8eef2528
app/vmselect/promql: do not reduce lookbehind window for any_rollup_func(m)
to -search.maxStalenessInterval
. It should equal to step
value passed to /api/v1/query_range
as most users expect
2020-12-08 15:17:05 +02:00
Aliaksandr Valialkin
d242c2f2bd
app/vmselect/promql: add count_eq_over_time(m[d], N)
and count_ne_over_time(m[d], N)
for calculating the number of samples in m
over d
that are equal / not equal to N
2020-12-05 12:31:01 +02:00
Aliaksandr Valialkin
8f42e59e05
app/vmselect/promql: remove spikes from increase()
and delta()
results on time series with spare irregular data points
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Do not take into account spare data point value if the next point will is located too far from the current point.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/894
2020-11-13 15:23:37 +02:00
Aliaksandr Valialkin
da6d82a8dd
app/vmselect/promql: assume that time series value doesnt change during gaps when calculating increase() and delta()
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This should remove unexpected spikes at the end of gaps.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/894
2020-11-13 14:59:32 +02:00
Aliaksandr Valialkin
217c192c88
app/vmselect/promql: improve time series staleness detection
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This should prevent from double counting for time series at the time when it changes label.
The most common case is in K8S, which changes pod uid label with each new deployment.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/748
2020-10-13 12:20:08 +03:00
Aliaksandr Valialkin
f877e703c8
app/vmselect/promql: fix mode_over_time
calculations
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Previously `mode_over_time` could return garbage due to improper shuffling of input data points.
2020-10-13 11:58:30 +03:00
Aliaksandr Valialkin
b8bce348c5
app/vmselect/promql: properly limit implicitly set rollup window to -search.maxStalenessInterval
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/784
2020-09-23 23:24:09 +03:00
Aliaksandr Valialkin
4f06eed1c1
app/vmselect/promql: adjust integrate()
calculations to be more similar to calculations from InfluxDB: attempt #2
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/701
2020-09-08 14:36:23 +03:00
Aliaksandr Valialkin
0d0b606455
app/vmselect/promql: adjust integrate()
calculations to be more similar to calculations from InfluxDB
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/701
2020-09-08 14:24:02 +03:00
Aliaksandr Valialkin
db91045348
app/vmselect/promql: increase floating point calculations accuracy by dividing by 1e3
instead of multiplying by 1e-3
2020-09-08 14:01:02 +03:00
Aliaksandr Valialkin
478d8f8393
app/vmselect/promql: add count_le_over_time(m[d], le)
and count_gt_over_time(m[d], gt)
functions
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These functions returns the number of raw samples that don't exceed `le` or are bigger than `gt`.
These functions are complement to already existing `share_le_over_time(m[d], le)` and `share_gt_over_time(m[d], gt)`.
2020-09-03 15:28:58 +03:00
Aliaksandr Valialkin
bdb881c43b
app/vmselect/promql: add zscore-related functions: zscore_over_time(m[d])
and zscore(q) by (...)
2020-08-03 21:52:15 +03:00
Aliaksandr Valialkin
338ee47d60
app/vmselect/promql: return non-empty value from rate_over_sum(m[d])
even if a single data point is located in the given [d]
window
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Just divide the data point value by the window duration in this case.
2020-07-29 12:37:34 +03:00
Aliaksandr Valialkin
717c554fb0
app/vmselect/promql: remove rollupFuncArg.realPrevValue handling, since the corner case in increase()
is handled in another way now
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See e00cfc854d
for the approach used now.
2020-07-29 12:37:34 +03:00
Aliaksandr Valialkin
45334f61de
app/vmselect: fix tests for rate_over_sum
2020-07-24 02:35:09 +03:00
Aliaksandr Valialkin
8d1721d128
app/vmselect/promql: add rate_over_sum(m[d])
function to MetricsQL, which returns rate over sum of m
values over d
duration
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Something like `sum_over_time(m[d]) / d`, but more accurate.
2020-07-24 01:17:15 +03:00
Aliaksandr Valialkin
0755cb3b50
app/vmselect/promql: skip the first value in time series passed to increase()
if it exceeds by more than 10x the delta between the next value and the first value
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This should prvent from inflated `increase()` results for time series that start from big initial values.
Such cases may occur when a label value changes in a metric without counter reset.
2020-07-21 17:24:28 +03:00
Aliaksandr Valialkin
427fa43ce2
app/vmselect/promql: add mode_over_time(m[d])
function
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See https://en.wikipedia.org/wiki/Mode_(statistics) and https://stackoverflow.com/questions/61134078/promql-query-to-return-the-value-from-a-range-vector-which-occurs-maximum-no-of
2020-07-17 18:29:10 +03:00
Aliaksandr Valialkin
d83c68ca03
app/vmselect/promql: add ascent_over_time(m[d])
and descent_over_time(m[d])
functions
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These functions could be useful in GPS tracking apps for calculating the summary for height gain/loss
over the given duration `d`.
2020-05-21 12:06:34 +03:00
Aliaksandr Valialkin
9ed4951ec8
lib/metricsql: move it to a separate repository - github.com/VictoriaMetrics/metrics
2020-04-28 15:30:06 +03:00
Aliaksandr Valialkin
40e564eb9c
app/vmselect/promql: add range_over_time(m[d])
function for calculating value range for m
over d
2020-01-21 19:05:29 +02:00
Aliaksandr Valialkin
bcd3f0c5bd
app/vmselect/promql: add hoeffding_bound_upper(phi, m[d])
and hoeffding_bound_lower(phi, m[d])
functions
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These functions can be used for calculating Hoeffding bounds
for `m` over `d` time range and for the given `phi` in the range `[0..1]`.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/283
2020-01-11 14:47:13 +02:00
Aliaksandr Valialkin
16fb128bbc
app/vmselect/promql: do not take into account the previous point before time window in square brackets for min_over_time
, max_over_time
, rollup_first
and rollup_last
functions
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This makes the behaviour for these functions similar to Prometheus when processing broken time series with irregular data points
like `gitlab_runner_jobs`. See https://gitlab.com/gitlab-org/gitlab-exporter/issues/50 for details.
2020-01-11 00:26:11 +02:00
Aliaksandr Valialkin
c314d9a219
app/vmselect/promql: add tmin_over_time(m[d])
and tmax_over_time(m[d])
functions
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These functions return timestamp in seconds for the minimum and maximum value for `m` over time range `d`
2020-01-10 19:39:34 +02:00
Aliaksandr Valialkin
7c6df1e51d
app/vmselect/promql: skip rate
calculation for the first point on time series
2020-01-08 14:42:44 +02:00
Aliaksandr Valialkin
3d0c7b095a
app/vmselect/promql: use scrapeInterval instead of window in denominator when calculating rate
for the first point on the time series
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This should provide better estimation for `rate` in the beginning of time series.
2020-01-03 19:03:32 +02:00
Aliaksandr Valialkin
e0abf45d45
app/vmselect/promql: add share_le_over_time
and share_gt_over_time
functions for SLI and SLO calculations
2020-01-03 00:41:36 +02:00
Aliaksandr Valialkin
453d71d082
Rename lib/promql to lib/metricsql and apply small fixes
2019-12-25 22:09:09 +02:00
Mike Poindexter
009d1559db
Split Extended PromQL parsing to a separate library
2019-12-25 22:09:07 +02:00
Aliaksandr Valialkin
e24ee43109
app/vmselect/promql: adjust calculations for rate
and increase
for the first value
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These calculations should trigger alerts on `/api/v1/query` for counters starting from values greater than 0.
2019-12-24 19:41:03 +02:00
Aliaksandr Valialkin
9a2554691c
app/vmselect/promql: properly calculate rate
on the first data point
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It is calculated as `value / scrape_interval`, since the value was missing on the previous scrape,
i.e. we can assume its value was 0 at this time.
2019-12-24 15:55:15 +02:00
Aliaksandr Valialkin
d2619d6dce
vendor: update github.com/VictoriaMetrics/metrics from v1.9.0 to v1.9.1
2019-11-25 15:22:50 +02:00
Aliaksandr Valialkin
0f184affa7
app/vmselect/promql: optimize binary search over big number of samples during rollup calculations
2019-11-25 14:01:54 +02:00
Aliaksandr Valialkin
77bb66a5be
app/vmselect/promql: properly calculate integrate(q[d])
2019-11-13 21:11:03 +02:00
Aliaksandr Valialkin
4a8251feff
app/vmselect/promql: add lag(q[d])
function, which returns the lag between the current timestamp and the timstamp for the last data point in q
2019-11-01 12:21:43 +02:00
Aliaksandr Valialkin
5b01b7fb01
all: add support for GOARCH=386 and fix all the issues related to 32-bit architectures such as GOARCH=arm
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/212
2019-10-17 18:27:49 +03:00
Aliaksandr Valialkin
99786c2864
app/vmselect/prometheus: add -search.maxLookback
command-line flag for overriding dynamic calculations for max lookback interval
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This flag is similar to `-search.lookback-delta` if set. The max lookback interval is determined dynamically
from interval between datapoints for each input time series if the flag isn't set.
The interval can be overriden on per-query basis by passing `max_lookback=<duration>` query arg to `/api/v1/query` and `/api/v1/query_range`.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/209
2019-10-15 21:37:17 +03:00
Aliaksandr Valialkin
a5302a6651
app/vmselect/promql: take into account the previous point when calculating max_over_time
and min_over_time
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This lines up with `first_over_time` function used in `rollup_candlestick`, so `rollup=low` always returns
the minimum value.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/204
2019-10-08 12:30:16 +03:00
Aliaksandr Valialkin
bd1cf053f6
app/vmselect/promql: add increases_over_time
and decreases_over_time
functions
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`increases_over_time(q[d])` returns the number of `q` increases during the given duration `d`.
`decreases_over_time(q[d])` returns the number of `q` decreases during the given duration `d`.
2019-09-25 20:38:51 +03:00
Aliaksandr Valialkin
f78ffe565f
app/vmselect/promql: do not return artificial points beyond the last point in time series
2019-09-04 16:34:29 +03:00
Aliaksandr Valialkin
604a4312f9
all: port to FreeBSD on GOARCH=amd64
2019-08-28 01:46:09 +03:00
Aliaksandr Valialkin
6ae4b4190f
app/vmselect/promql: optimize search for timestamp boundaries in rollupConfig.Do
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This should improve the performance of queries over big number of time series
with big number of output points.
2019-08-19 13:03:38 +03:00
Aliaksandr Valialkin
005aabd305
app/vmselect/promql: add scrape_interval(q[d])
function, which would return scrape interval for q
over d
2019-08-18 21:08:15 +03:00
Aliaksandr Valialkin
dcce92c63c
app/vmselect/promql: add lifetime(q[d])
function, which returns the lifetime of q
over d
in seconds.
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This function is useful for determining time series lifetime.
`d` must exceed the expected lifetime of the time series, otherwise
the function would return values close to `d`.
2019-08-16 11:59:51 +03:00
Aliaksandr Valialkin
0cb66a8f95
app/vmselect/promql: fix corner-case calculation for ideriv
2019-08-16 11:59:50 +03:00