Yury Molodov
893af0a92c
vmui: fixed bug with time range (time zone) ( #1661 )
...
* fix: set date in query string in utc format
* app/vmselect: `make vmui-update`
Co-authored-by: Aliaksandr Valialkin <valyala@victoriametrics.com>
2021-09-29 01:00:44 +03:00
Roman Khavronenko
5dc84bf210
app/vmselect: disable time-window adjustment for min/max_over_time funcs ( #1658 )
...
Adjustment results into discrepancy between Prometheus and VM on time windows
smaller than scrape interval.
Signed-off-by: hagen1778 <roman@victoriametrics.com>
2021-09-29 00:43:21 +03:00
Roman Khavronenko
de810031bf
app/vmselect: always return zero for stddev func if there is only one value ( #1659 )
...
The fix will always return zero if received set of items consists of one
element only, which also means no deviation.
Signed-off-by: hagen1778 <roman@victoriametrics.com>
2021-09-29 00:38:55 +03:00
Roman Khavronenko
dd536b475c
app/vmselect: return NaN instead of 0 for empty value sets ( #1660 )
...
The change affects `count/stddev/stdvar_over_time` funcs and makes
them to return NaN instead of zero when there is no datapoints
in a time window.
This is needed for improving compatibility with Prometheus.
Signed-off-by: hagen1778 <roman@victoriametrics.com>
2021-09-29 00:37:04 +03:00
Roman Khavronenko
03cd93bf1a
app/vmselect: rm quantile_over_time fast-path optimisations ( #1662 )
...
The removed fast path optimisations weren't consistent with
`quantile` function behavior and results into discrepancy.
Specifically, results didn't match in cases when:
* 0 < phi > 1;
* values contain only one element.
Signed-off-by: hagen1778 <roman@victoriametrics.com>
2021-09-29 00:35:14 +03:00
Yury Molodov
a64155d91e
vmui: use Chart.js as default engine for graph ( #1634 )
...
* feat: add Plotly as default engine for graph
* fix: remove unused components
* feat: use Chart.js as default engine graph
* fix: correct styles for loader
* feat: add zoom/pan for chart
* feat: add height for chart
* fix: remove unused code
* fix: remove empty units from duration
* fix: change debounce for pan to 500ms
* fix: add utility for plugins register globally
* fix: optimize render graph
* feat: add buffer data for zoom
* fix: add limits for zoom in/out
* fix: change update data while zooming
* app/vmselect: `make vmui-update`
Co-authored-by: Aliaksandr Valialkin <valyala@victoriametrics.com>
2021-09-27 22:26:14 +03:00
Aliaksandr Valialkin
2efe0acfc9
app/vmselect/promql: add rollup_scrape_interval(m[d]) function
...
It calculates the min, max and avg scrape intervals for m over the given lookbehind window d
2021-09-27 19:21:24 +03:00
Aliaksandr Valialkin
c4c77aa2dd
app/vmselect/promql: follow-up after 526dd93b32
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1625
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1612
2021-09-27 18:55:39 +03:00
Roman Khavronenko
526dd93b32
app/vmselect: quantile func compatiblity with Prometheus ( #1646 )
...
* 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 18:02:41 +03:00
Aliaksandr Valialkin
8ed95e82c6
app/vmselect/promql: follow-up after 57b3320478
2021-09-24 01:24:18 +03:00
Roman Khavronenko
57b3320478
app/vmselect: make sorting for query result similar to Prometheus ( #1647 )
...
* app/vmselect: make sorting for query result similar to Prometheus
Updated sorting allows to get the order of series in result similar or equal
to what Prometheus returns.
The change is needed for compatibility reasons.
* Update app/vmselect/promql/exec_test.go
Co-authored-by: Aliaksandr Valialkin <valyala@victoriametrics.com>
2021-09-24 01:03:12 +03:00
Aliaksandr Valialkin
e564411a62
app/vmselect/promql: align the behavior of or, and and unless operators with on (labels) modifier to Prometheus
...
Previously VictoriaMetrics could return unexpected result of the right-hand side operand
had multiple time series with the given set of labels mentioned in `on(labels)`.
See https://github.com/VictoriaMetrics/VictoriaMetrics/pull/1643
2021-09-24 00:46:25 +03:00
Aliaksandr Valialkin
a22aa0608b
app/vmselect: fix accessing /graphite/* endpoints
2021-09-21 13:56:35 +03:00
Aliaksandr Valialkin
9a3d0c43b5
app/vmselect/promql: add quantiles_over_time("phiLabel", phi1, ..., phiN, m[d]) function for calculating multiple quantiles at once
2021-09-17 23:35:10 +03:00
Aliaksandr Valialkin
2951dd0a57
app/vmselect/promql: add histogram_quantiles("phiLabel", phi1, ..., phiN, buckets) function
...
This function calculates multiple quantiles over the given buckets at once
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1573
2021-09-17 13:32:39 +03:00
Aliaksandr Valialkin
5a44be0e52
app/vmselect/promql: optimize quantiles() calculation
...
Calculate quantiles in one go instead of calculating each quantile individually
2021-09-17 12:33:42 +03:00
f41gh7
9375b60c5f
adds stub for functions api
2021-09-16 13:49:52 +03:00
Aliaksandr Valialkin
e60dfc96ff
app/vmselect/promql: add mad(q) and outliers_mad(tolerance, q) functions to MetricsQL
2021-09-16 13:33:53 +03:00
Aliaksandr Valialkin
eca75cc650
app/vmselect/prometheus: make more clear log messages for errors during sending data to remote clients
2021-09-16 12:56:58 +03:00
Aliaksandr Valialkin
2f86d4cf38
app/vmui: follow-up after 777ff75874
...
The commit contains the following changes:
- Show vmui when requesting /graph page in order to be compatible with Prometheus datasource in Grafana.
- Properly encode query args at vmui url.
- Set the number of points on the graph to the number of horizontal pixels divided by 2. Previously it was hardcoded to 30.
- Do not save server url to persistent storage at browser, since it should be always obtained from the url.
- Run `make vmui-update` for updating vmui embedded into VictoriaMetrics.
2021-09-15 17:40:48 +03:00
Aliaksandr Valialkin
d1a16e0891
app/vmselect/promql: use Prometheus-compatible label value formatting for count_values function
2021-09-13 13:48:06 +03:00
Aliaksandr Valialkin
f4dead529f
lib/storage: properly search series by multiple tag filters matching empty labels such as foo{bar=~"baz|",x=~"y|"}
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1601
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/395
2021-09-09 21:09:21 +03:00
Aliaksandr Valialkin
ea943911bc
app/vmselect/promql: keep metric name in rollup_candlestick results, since they don't change the original series meaning
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1600
2021-09-09 19:21:18 +03:00
Aliaksandr Valialkin
5ea689d61b
app/vmselect/promql: add quantile("phiLabel", phi1, ..., phiN, q) aggregate function to MetricsQL
...
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1573
2021-08-27 18:37:20 +03:00
Aliaksandr Valialkin
bec18e4fe9
app/vmselect: add -search.disableAutoCacheReset command-line option for disabling automatic cache reset when a sample with old timestamp outside -search.cacheTimestampOffset is inserted
...
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1570
2021-08-27 17:15:31 +03:00
Aliaksandr Valialkin
6c5760db9c
app/vmselect/promql: make fmt after 0078486ea7
2021-08-23 23:06:00 +03:00
Aliaksandr Valialkin
0078486ea7
app/vmselect/promql: rename sign() function to sgn() in order to be consistent with Prometheus
...
See https://github.com/prometheus/prometheus/pull/8457 for details.
2021-08-23 11:45:51 +03:00
Aliaksandr Valialkin
4f3a5742eb
app/vmselect/prometheus: do not extend [d] to the detected interval between samples for first_over_time(m[d])
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This is for the sake of consistency with similar change for the last_over_time(m[d]) at a724229b5d
2021-08-21 19:56:14 +03:00
Roman Khavronenko
b5d6a0e499
vmselect: update vm_request_duration_seconds value when request fails ( #1537 )
...
Before, metric `vm_request_duration_seconds` was update only on successful
attempts which could be misleading. For example, timeout errors on netstorage
request may be not accounted in the metric and won't be visible on dashboards.
Using `defer` statement to update the metric after query arguments validation
may improve the situation.
2021-08-19 13:58:54 +03:00
Aliaksandr Valialkin
a724229b5d
app/vmselect/promql: do not override [d] at last_over_time(m[d]) if [d] is smaller than scrape_interval
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Since most users do not expect the overriding of explicitly set `[d]`.
2021-08-19 10:31:48 +03:00
Aliaksandr Valialkin
cdc372bb98
app/vmselect: add -search.noStaleMarkers command-line flag for disabling stale markers handling in queries
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This option allows reducing CPU usage a bit when VictoriaMetrics is used
for collecting and processing non-Prometheus data. For example, InfluxDB line protocol, Graphite, OpenTSDB, CSV, etc.
2021-08-18 13:59:02 +03:00
Aliaksandr Valialkin
db1e62495b
app/vmselect/promql: add bitmap_and(), bitmap_or() and bitmap_xor() functions to MetricsQL
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1541
2021-08-17 13:21:21 +03:00
Aliaksandr Valialkin
bd14b0887e
app/vmselect/promql: move common condition to dropStaleNaNs in order to improve code maintainability
2021-08-17 11:01:16 +03:00
Aliaksandr Valialkin
113f0a8a07
app/vmselect/promql: drop staleness marks before calling rollupConfig.Do
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This allows dropping staleness marks only once and then calculate multiple rollup functions on the result.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1526
2021-08-15 13:21:10 +03:00
Aliaksandr Valialkin
25997a70f1
Revert "app/vmselect/promql: properly handle Prometheus staleness marks in removeCounterResets functions"
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This reverts commit 94dfcb6747a3b29a11d14e71bea21a2312bb6346.
It is better to remove staleness marks (decimal.StaleNaN) before calling rollupConfig.Do, e.g. in preFunc
2021-08-15 13:19:16 +03:00
Aliaksandr Valialkin
73d7b568da
app/vmselect/promql: properly handle Prometheus staleness marks in removeCounterResets functions
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Prometheus stalenss marks shouldn't be changed in removeCounterResets. Otherwise they will be converted to an ordinary NaN values,
which couldn't be removed in dropStaleNaNs() function later. This may result in incorrect calculations for rollup functions.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1526
2021-08-14 12:45:57 +03:00
Aliaksandr Valialkin
4401464c22
all: add support for Prometheus staleness markers
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1526
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/748
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1509
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1530
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/845
2021-08-13 12:10:17 +03:00
Aliaksandr Valialkin
95dd5a48bb
app/vmselect: make vmui-update after the commit 4ae14df864a7e327955f44941295a286175423b3
2021-08-11 13:41:41 +03:00
Aliaksandr Valialkin
e92fde7945
app/vmselect/promql: add present_over_time(m[d]) function, which will be available starting from Prometheus 2.29.0
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See https://github.com/prometheus/prometheus/releases/tag/v2.29.0-rc.0 and https://github.com/prometheus/prometheus/pull/9097
2021-08-03 16:11:49 +03:00
Nikolay
7bbff7fb86
adds /rules and /alerts api for grafana ( #1504 )
...
Co-authored-by: Aliaksandr Valialkin <valyala@gmail.com>
2021-08-02 17:28:09 +03:00
Aliaksandr Valialkin
a1911e1330
app/vmselect/netstorage: unpack time series data in mostly local big chunks
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This should improve performance on multi-CPU systems for queries selecting time series with big number of raw samples
2021-07-30 12:03:17 +03:00
Aliaksandr Valialkin
74ffaa45d9
app/vmselect/netstorage: do not query Go maps with unsafe string keys, since this breaks in Go 1.17
2021-07-30 09:57:53 +03:00
Aliaksandr Valialkin
192dfbfd90
app/vmselect: follow-up for ed95bc9531
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1493
2021-07-29 09:53:28 +03:00
arnoldyahad
00af4ff5a4
Add case prometheus/rules for grafana 8 ( #1502 )
2021-07-29 09:53:27 +03:00
Aliaksandr Valialkin
8ee8660ac4
app/vmselect: follow-up for 626073bca8
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* Rename -search.maxMetricsPointSearch to -search.maxSamplesPerQuery, so it is more consistent with the existing -search.maxSamplesPerSeries
* Move the -search.maxSamplesPerQuery from vmstorage to vmselect, so it could effectively limit the number of raw samples obtained from all the vmstorage nodes
* Document the -search.maxSamplesPerQuery in docs/CHANGELOG.md
2021-07-28 18:00:23 +03:00
Aliaksandr Valialkin
8b7917cd81
all: add go:build lines for Go1.17
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See https://tip.golang.org/doc/go1.17#gofmt for more details
2021-07-26 15:48:21 +03:00
Aliaksandr Valialkin
95aff47330
app/vmselect: prevent from possible deadlock when f callback blocks inside RunParallel
2021-07-26 15:47:30 +03:00
Aliaksandr Valialkin
fcaf152480
app/vmselect: make vmui-update after a91d41f12a
2021-07-26 10:31:11 +03:00
Aliaksandr Valialkin
05672ffc32
app/vmselect/promql: properly handle (a op b) default N if (a op b) returns NaN series
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The result should be a series with `N` values and `a op b` labels. Previously such series has been removed from the result.
2021-07-16 01:44:58 +03:00
Aliaksandr Valialkin
ed10141ff8
app/vmselect/netstorage: use more scalable algorithm for ditributing the work among among multiple channels on systems with big number of CPU cores
2021-07-16 00:35:23 +03:00
Aliaksandr Valialkin
ca75432e66
app/vmselect: do not track queries with less than 1ms execution time at /api/v1/status/top_queries
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This should improve the readability and usefullness of the /api/v1/status/top_queries when debugging slow queries
or queries that take too much cpu time.
2021-07-15 16:44:28 +03:00
Aliaksandr Valialkin
f4e81aef7e
app/vmselect/netstorage: add -search.maxSamplesPerSeries command-line option for limiting the number of samples a query can process per each series
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This should prevent from out of memory crashes like in https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1067
2021-07-15 16:03:28 +03:00
Aliaksandr Valialkin
e6ef97a5ee
app/vmselect/netstorage: improve scalability of series unpacking on multi-CPU systems
2021-07-15 15:41:58 +03:00
Aliaksandr Valialkin
a925d5a3e1
app/vmselect/promql: duration handling improvements in MetricsQL queries
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- Support durations anywhere in MetricsQL queries. E.g. sum_over_time(m[1h])/1h is equivalent to sum_over_time(m[1h])/3600
- Support durations without suffix. E.g. rate(m[300]) is equivalent to rate(m[5m])
2021-07-12 17:16:41 +03:00
Aliaksandr Valialkin
8c764e88f0
app/vmui: move source code from https://github.com/VictoriaMetrics/vmui to app/vmui
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1413
2021-07-09 17:15:23 +03:00
Aliaksandr Valialkin
c5f0b454f0
app/vmselect: follow-up after aa11ef6d3b
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1413
2021-07-07 17:43:35 +03:00
tony
e9e35a7d6a
add vmui for vmselect component ( #1431 )
...
Co-authored-by: Aliaksandr Valialkin <valyala@gmail.com>
2021-07-07 17:33:02 +03:00
Aliaksandr Valialkin
ed944313b0
app/{vminsert,vmselect}: export vminsert_request_duration_seconds and vmselect_request_duration_seconds histograms
2021-07-07 13:25:21 +03:00
Aliaksandr Valialkin
766edbc421
lib/httpserver: print full requestURI in httpserver.Errorf
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This should simplify debugging.
2021-07-07 13:09:40 +03:00
Aliaksandr Valialkin
cdfae0117a
app/vmselect/promql: return the last timestamp for the max / min value from tmax_over_time() and tmin_over_time() function as most users expect
2021-06-23 14:19:00 +03:00
Aliaksandr Valialkin
83a4db813e
app/vmselect: log slow requests to all the /api/v1/* handlers if their execution time exceeds -search.logSlowQueryDuration
2021-06-18 19:04:42 +03:00
Roman Khavronenko
fb4f758715
promql: fix increase_pure calculation for cases with stale series ( #1381 )
...
Due to staleness handling, increase_pure were using incorrect previous value
during calculation in cases where series disappears for period longer
than staleness period and then returns back. The fix suppose to account
for a real datapoint value before staleness takes place. The fix should
remove unexpected spikes while using `increase_pure` for staled series.
2021-06-15 17:37:19 +03:00
John Belmonte
67b17cdd68
spelling fix: synonym ( #1363 )
2021-06-10 08:32:52 +03:00
Aliaksandr Valialkin
d0dca62026
app/vmselect/promql: typo fix in the comment
2021-06-09 18:34:31 +03:00
Aliaksandr Valialkin
0842bb9294
app/vmselect/promql: add timezone_offset(tz) function
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1306
2021-05-20 11:53:09 +03:00
Aliaksandr Valialkin
832651c6c2
app/vmselect: follow up after 8a0678678b
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1168
2021-05-12 17:18:30 +03:00
Nikolay
8a0678678b
Adds tsdb match filters ( #1282 )
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* init work on filters
* init propose for status filters
* fixes tsdb status
adds test
* fix bug
* removes checks from test
2021-05-12 15:18:45 +03:00
Aliaksandr Valialkin
6bc52fe41a
all: rename https://victoriametrics.github.io to https://docs.victoriametrics.com
2021-04-20 20:16:17 +03:00
Aliaksandr Valialkin
544821b719
app/vmselect/promql: fix tests after d3fa0ccabd
2021-04-08 00:18:01 +03:00
Aliaksandr Valialkin
d3fa0ccabd
app/vmselect/promql: properly detect aggregate topk* and bottomk* aggregate functions in order to disable duplicate sorting
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1189
2021-04-08 00:09:40 +03:00
Aliaksandr Valialkin
cb12a8f0a8
app/vmselect: return data:null instead of data:[] from /api/v1/query_exemplars, since Grafana throws an error otherwise
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1186
2021-04-07 23:34:06 +03:00
Aliaksandr Valialkin
1177dca3da
app/vmselect: do not sort series returned from topk* and bottomk* functions, since these series are already sorted in user-expected order
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1189
2021-04-07 14:16:08 +03:00
Aliaksandr Valialkin
7d23598b33
app/vmselect: return dumb response on /api/v1/query_exemplars request
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1186
2021-04-05 23:25:08 +03:00
Aliaksandr Valialkin
7a0b964e8d
app/vmselect/promql: do not delete dst_label if src_label is empty in label_copy(q, src_label, dst_label) and label_move(q, src_label, dst_label)
2021-04-03 22:05:06 +03:00
Aliaksandr Valialkin
3055ab0115
app/vmselect/promql: add ability to set label value additionally to label name for the remaining sum of time series returned from topk_* and bottomk_* functions in the form: topk_min(N, m, "label=value")
2021-04-02 23:55:54 +03:00
Aliaksandr Valialkin
c79e4a2f90
app/vmselect/promql: remove the limit on the number of time series that can be sorted, since it may confuse users
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Always sort time series returned from `/api/v1/query` and `/api/v1/query_range` unless `sort_*` function is used at top level of the query.
2021-04-02 15:02:08 +03:00
Aliaksandr Valialkin
e7fdea5953
app/vmselect: add -search.maxStatusRequestDuration command-line flag for limiting the duration of requests to /api/v1/status/* and /api/v1/series/count
2021-03-30 21:41:35 +03:00
Aliaksandr Valialkin
7962cf1af8
app/vmselect: prevent from possible incomplete query results after timed out query
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/711
2021-03-30 13:35:45 +03:00
Aliaksandr Valialkin
aa81039b42
app/vmselect: log the metric which trigger rollup result cache reset
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This should help finding the source of stale metrics
2021-03-25 21:31:39 +02:00
Aliaksandr Valialkin
0b2a66db30
app/vmselect/promql: do not merge time series during requests to /api/v1/query
...
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1141
2021-03-25 13:56:07 +02:00
Aliaksandr Valialkin
331a6a2015
app/vmselect/graphite: accept and enforce extra_label in all the Graphite APIs
2021-03-23 15:29:16 +02:00
Aliaksandr Valialkin
b521d1d4f2
app/vmselect: move getEnforcedTagFiltersFromRequest to searchtuils, since it will be used in Graphite functions soon
2021-03-23 14:16:29 +02:00
Aliaksandr Valialkin
71b72304ae
app/vmselect: improve description for -search.maxPointsPerTimeseries command-line flag
2021-03-22 16:45:34 +02:00
Aliaksandr Valialkin
cef010d5f7
app/vmselect/promql: increment key prefix for faster reset for rollup result cache
2021-03-22 11:59:07 +02:00
Aliaksandr Valialkin
b0c956a178
app/vmselect/graphite: follow-up after 529d7be26b
2021-03-18 16:30:20 +02:00
Nikolay
529d7be26b
changes metricsFind api ( #1137 )
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it should be able mitigate crash if label value contains *,[ or { symbols
2021-03-18 16:12:02 +02:00
Aliaksandr Valialkin
b1713e3fcd
app/vmselect/promql: typo fix after 9666834045
2021-03-17 15:12:11 +02:00
Aliaksandr Valialkin
9666834045
app/vmselect/promql: merge adjancent buckets with the smallest summary number of hits in buckets_limit() function
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This should improve accuracy for the returned buckets
2021-03-17 14:31:41 +02:00
Aliaksandr Valialkin
7bc728bf53
app/vmselect: add vm_index_search_duration_seconds histogram for monitoring the performance of index search
2021-03-17 01:17:41 +02:00
Aliaksandr Valialkin
0ce557951f
app/vmselect/netstorage: reduce mutex contention when unpacking data on a system with high number of CPU cores
2021-03-16 21:51:31 +02:00
Aliaksandr Valialkin
f0a4157f89
app/vmselect/promql: do not crash if histogram_over_time() function name contains uppercase letters such as Histogram_over_time()
2021-03-16 12:24:21 +02:00
Aliaksandr Valialkin
85a95bf60c
all: various fixes in command-line flag descriptions
2021-03-15 21:59:25 +02:00
Aliaksandr Valialkin
923cdb0552
app/vmselect/promql: reduce overhead on scrape interval estimation
...
It should be enough to use the first 20 datapoints instead of 100 datapoints for scrape interval estimation.
2021-03-15 20:31:33 +02:00
Aliaksandr Valialkin
82aab87446
app/vmselect/promql: fix tests after 2dae0a2c47
2021-03-15 20:18:59 +02:00
Aliaksandr Valialkin
2dae0a2c47
app/vmselect: add round_digits query arg to /api/v1/query and /api/v1/query_range handlers for limiting the number of decimal digits after the point
2021-03-15 12:36:33 +02:00
Aliaksandr Valialkin
2096c6e464
app/vmselect/prometheus: typo fix after 7c002023d7
2021-03-12 12:19:36 +02:00
Aliaksandr Valialkin
7c002023d7
app/vmselect/prometheus: do not include datapoints with timestamps matching t-d when returning results from /api/v1/query?query=m[d]&time=t as Prometheus does
2021-03-12 12:16:50 +02:00
Aliaksandr Valialkin
fe8b12fbad
app/vmselect/promql: follow up for 433fff0006
2021-03-09 12:48:44 +02:00
Nikolay
433fff0006
duplicate timeseries fix for prometheus_buckets function ( #1119 )
...
* try fix for prometheus_buckets
* merge possible end of the bucket collision
2021-03-09 12:26:23 +02:00
Aliaksandr Valialkin
a14053ffa0
app/vmselect/promql: add histogram_avg(), histogram_stddev() and histogram_stdvar() functions to MetricsQL
2021-03-04 14:12:07 +02:00
Aliaksandr Valialkin
2b53add6b2
app/vmselect/querystats: show the number of matching queries in the top by average duration and in the top by summary duration
...
This should help debugging slow queries.
2021-02-28 19:40:19 +02:00
Nikolay
186c078fac
adds enforced tag filters into cache key ( #1095 )
2021-02-27 00:15:53 +02:00
Aliaksandr Valialkin
d86e9b49c4
app/vmselect/promql: increase accuracy for buckets_limit() function for small limits by skipping the first and the last buckets during merge
...
The first and the last buckets are usually `[0 ... leMin]` and `(leMax ... +Inf)`. If they are merged with adjancent buckets,
then the resulting accuracy can suffer.
2021-02-26 22:56:36 +02:00
Aliaksandr Valialkin
98854e5f2b
app/vmselect: add sign(q) and clamp(q, min, max) functions, which will be added in the upcoming Prometheus release
...
See https://twitter.com/roidelapluie/status/1363428376162295811
The `last_over_time(m[d])` function already exists in MetricsQL.
2021-02-24 17:24:56 +02:00
Aliaksandr Valialkin
f4135b0d14
app/vmselect/promql: properly calculate histogram_quantile() over zero buckets and only a single non-zero le="+Inf"` bucket like Prometheus does
2021-02-24 00:42:22 +02:00
Aliaksandr Valialkin
fa03e0d210
app/vmselect/promql: add increase_pure() function to MetricsQL
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/962
2021-02-22 19:14:15 +02:00
Aliaksandr Valialkin
9c70c1f21f
app/vmselect/promql: reduce the probability of duplicate time series errors when querying Kubernetes metrics
2021-02-18 22:07:29 +02:00
Aliaksandr Valialkin
c4756f94da
app/vmselect/netstorage: reuse timeseriesWork objects in order to reduce memory allocations
2021-02-16 16:08:53 +02:00
Aliaksandr Valialkin
5a401225c7
app/vmselect/netstorage: use unsafe string as a key for a map when the map already contains the given key
...
This should prevent from a memory allocation and a string copy.
2021-02-16 15:43:10 +02:00
Aliaksandr Valialkin
4e39bf148c
vendor: update github.com/VictoriaMetrics/metrics from v1.13.1 to v1.14.0
...
The new version switches from log-linear histograms to log-based histograms,
which provide up to 3.6 times better accuracy.
2021-02-15 15:12:29 +02:00
Aliaksandr Valialkin
acdb401585
app/vmselect/prometheus: treat match query arg in the same way as match[] query arg
2021-02-11 15:02:21 +02:00
Aliaksandr Valialkin
2d33230793
app/vmselect/promql: properly make copies of EvalConfig
2021-02-11 12:41:15 +02:00
Aliaksandr Valialkin
7a3a9421f3
app/vmselect/promql: make a copy of EvalConfig when executing q1 and q2 in parallel for q1 binary_op q2
...
This should prevent from data races if the underlying functions modify EvalConfig contents.
2021-02-10 23:05:55 +02:00
Aliaksandr Valialkin
04faea8b45
app/vmselect: parallelize q1 <binary_op> q2 queries by running q1 and q2 in parallel
...
This should reduce query execution times.
2021-02-10 22:59:39 +02:00
Aliaksandr Valialkin
553016ea99
lib/storage: disable composite index usage when querying old data
2021-02-10 14:57:50 +02:00
Aliaksandr Valialkin
c7dccebaef
lib/storage: optimize search by label filters matching big number of time series
2021-02-10 00:44:54 +02:00
Aliaksandr Valialkin
803a00102a
app/{vminsert,vmselect}: accept requests to paths with /graphite and /prometheus prefixes
...
This should improve compatibility with path prefixes from VictoriaMetrics cluster.
See https://victoriametrics.github.io/Cluster-VictoriaMetrics.html#url-format
2021-02-04 20:01:18 +02:00
Aliaksandr Valialkin
4d43ab0875
app/vmselect: typo fix when stripping url path prefixes
2021-02-04 19:29:25 +02:00
Aliaksandr Valialkin
8629fd8a72
app/vmselect: deprecate -search.treatDotsAsIsInRegexps in favor to {__graphite__="foo.*.bar"} syntax
2021-02-03 20:36:01 +02:00
Aliaksandr Valialkin
d16f22f3a1
app/vmselect,lib/storage: properly parse Graphite selectors with inner wildcards
...
Example: foo{bar{x,yz},a[b-c],*de}
2021-02-03 20:14:22 +02:00
Aliaksandr Valialkin
157c02622b
app/vmselect: add ability to set Graphite-compatible filter via {__graphite__="foo.*.bar"} syntax
2021-02-03 01:21:54 +02:00
Aliaksandr Valialkin
b43b498fd8
app/vmselect: add ability to pass extra_label=<label>=<value> query arg to Prometheus Querying API
...
This enforced `{label="value"}` label filter to the query.
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1021
2021-02-01 18:04:17 +02:00
Nikolay
195341a7cf
Graphite vmalert wip ( #112 )
...
* init implementation for graphite alerts
* adds graphite support for vmalert
* small fix
* changes vmalert graphite api with type
* updates tests
* small fix
* fixes graphite parse
* Fixes graphite from time
2021-02-01 15:05:32 +02:00
Aliaksandr Valialkin
c164a8d231
app/vmselect/promql: improve documentation for -search.maxPointsPertimeseries command-line flag
...
This should reduce incorrect usage and assumptions for this flag.
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1020
2021-01-22 13:00:10 +02:00
Aliaksandr Valialkin
8749c2dd92
app/vmselect: add -search.maxStepForPointsAdjustment command-line flag, which can be used for disabling adjustment for points returned from /api/v1/query_range handler if they have timestamps closer than -search.latencyOffset to the current time
2021-01-19 22:56:32 +02:00
Aliaksandr Valialkin
011c5da785
app/vmselect/graphite: extract getCanonicalPath() function from loop body inside getCanonicalPaths()
2021-01-18 17:30:26 +02:00
Aliaksandr Valialkin
1051d8aa2d
app/vmselect/promql: add ability to pass multiple labels to sort_by_label and sort_by_label_desc functions
...
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/992
2021-01-13 12:44:51 +02:00
Aliaksandr Valialkin
acf1a2c72b
app/vmselect/promql: properly parse escaped multibyte utf8 code sequences in metric names and labels names
...
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/990
2021-01-13 10:59:42 +02:00
Aliaksandr Valialkin
1837f2f7d3
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 16:12:12 +02:00
Aliaksandr Valialkin
c86286ec1d
app/vmselect/promql: do not ajdust offset value provided in the query
...
Previously it could be modified in order to improve response cache hit ratio.
This is unneeded, since cache hit ratio should remain good because the query time range
should be already aligned to multiple of `step` values.
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/976
2020-12-27 14:09:25 +02:00
Aliaksandr Valialkin
4b7105a65b
app/vmselect: sync query stats handling with cluster version
2020-12-27 13:00:29 +02:00
Aliaksandr Valialkin
df0309eae0
app/vmselect/promql: simplify defer call for querystats.RegisterQuery
2020-12-27 12:06:04 +02:00
Aliaksandr Valialkin
ad4e6a9283
app/vmselect/querystats: reduce the default number of last queries to track from 100K to 20K
...
This should reduce memory usage in constrained environments
2020-12-25 17:40:47 +02:00
Aliaksandr Valialkin
59183f66d0
app/vmselect: refactor /api/v1/stats/top_queries
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/907
2020-12-25 16:44:29 +02:00
Nikolay
86630350bf
Adds query stats handler ( #945 )
...
* Adds query stat handler,
for query and query_range api, victoriametrics tracks query execution time,
stats are expored at /api/v1/status/queries endpoint with topN param
https://github.com/VictoriaMetrics/VictoriaMetrics/issues/907
* fixed query stats bugs
* improves queryStats tracker
* improves query stat
* small fix
* fix tests
* added more tests
* fixes 386 tests
* naming fixes
* adds drop for outdated records
2020-12-25 16:42:05 +02:00
Aliaksandr Valialkin
88ac4dfc07
app/vmselect: properly parse negative combined offsets such as -1h2m3s
...
Previously such offsets were parsed as `-1h + 2m + 3s`. Now they are parsed as `-(1h + 2m + 3s)`.
2020-12-19 01:23:46 +02:00
Aliaksandr Valialkin
11fa458e39
app/vmselect/promql: return expected increase() result for the first point on the graph with value not exceeding 100
2020-12-15 13:40:46 +02:00
Aliaksandr Valialkin
5ebfc275e6
app/victoria-metrics: automatically reset response cache when samples with too timestamps older than now - search.cacheTimestampOffset are ingested
2020-12-14 13:08:28 +02:00
Aliaksandr Valialkin
ba8ac08739
app/vmselect/graphite: properly handle wildcards and charsets inside curly braces
...
For example, `foo{bar*,[a-f]a*b}` should match `foobar`, `foobar123`, `foofab`, etc.
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/952
2020-12-11 17:24:12 +02:00
Aliaksandr Valialkin
4146fc4668
all: properly handle CPU limits set on the host system/container
...
This can reduce memory usage on systems with enabled CPU limits.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/946
2020-12-08 21:07:29 +02:00
Aliaksandr Valialkin
1906f841c9
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 15:16:17 +02:00
Aliaksandr Valialkin
007dbf273d
app/vmselect/graphite: remove duplicate name tag from /tags/autoComplete/tags handler
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/942
2020-12-07 01:08:52 +02:00
Aliaksandr Valialkin
e2e8ef86d9
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 12:30:46 +02:00
Aliaksandr Valialkin
66379cc69f
app/vmselect/promql: add label_uppercase(q, label1, ... labelN) and label_lowercase(q, label1, ... labelN) functions
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/936
2020-12-03 21:47:36 +02:00
Aliaksandr Valialkin
44a34a0f5f
app/vmselect/promql: make fmt
2020-12-02 21:33:35 +02:00
Aliaksandr Valialkin
1982505c2b
app/vmselect/promql: return nan from minute(m) when m equals to nan
...
This aligns VictoriaMetrics behaviour with Prometheus behaviour.
The issue has been spotted in https://promlabs.com/promql-compliance-test-results/2020-12-01/victoriametrics/
2020-12-02 20:16:58 +02:00
Aliaksandr Valialkin
9d87496b50
app/vmselect/promql: do not return 0 value from sum_over_time(m[d]) when there are no samples on the given d window.
...
This aligns the behaviour of `sum_over_time()` with other `_over_time()` functions and with Prometheus behavior.
2020-12-02 13:12:50 +02:00
Aliaksandr Valialkin
91a4c279cc
app/vmselect: return metric values from time() cmp_op metric query when cmp_op comparison is true
...
This aligns MetricsQL behavior to Prometheus' one.
The issue has been identified at https://promlabs.com/promql-compliance-test-results/2020-12-01/victoriametrics/
2020-12-02 12:09:34 +02:00
Aliaksandr Valialkin
700bda8e2e
app/vmselect/promql: return nan from a >bool b if a is nan in the same way as Prometheus does
2020-12-02 00:28:26 +02:00
Aliaksandr Valialkin
efdc3c71af
app/vmselect/searchutils: return elapsed time in Deadline.String() output
...
This should improve debuggability for error messages containing Deadline.String() output
2020-12-01 00:15:18 +02:00
Aliaksandr Valialkin
a724dde90a
app/vmselect: protect /tags/delSeries with -deleteAuthKey in the same way as /api/v1/admin/tsdb/delete_series
2020-11-23 15:35:59 +02:00
Aliaksandr Valialkin
f0c207fae2
app/vmselect: add /tags/delSeries handler from Graphite Tags API
...
See https://graphite.readthedocs.io/en/stable/tags.html#removing-series-from-the-tagdb
2020-11-23 15:27:21 +02:00
Aliaksandr Valialkin
d3794eb994
app/{vminsert,vmselect}: move /tags/tagSeries and /tags/tagMultiSeries api from vminsert to vmselect
...
This is needed for consistency, since all the `/tags*` api handlers are located in vmselect.
2020-11-23 12:33:19 +02:00
Aliaksandr Valialkin
f765985947
lib/fs: replace fs.OpenReaderAt with fs.MustOpenReaderAt
...
All the callers for fs.OpenReaderAt expect that the file will be opened.
So it is better to log fatal error inside fs.MustOpenReaderAt instead of leaving this to the caller.
2020-11-23 09:57:21 +02:00
Aliaksandr Valialkin
2859a452d4
app/vmselect: add remoteAddr to slow query log in order to improve debuggability
...
This will simplify identifying the client that sends slow queries to VictoriaMetrics.
2020-11-18 20:38:32 +02:00
Aliaksandr Valialkin
266788be14
app/vmselect: use storage.NewSearchQuery() instead of constructing storage.SearchQuery in-place
...
This should prevent from bugs when AccountID and ProjectID aren't set in storage.SearchQuery.
2020-11-16 18:24:00 +02:00
Aliaksandr Valialkin
cf18df367d
app/vmselect/netstorage: apply Graphite filter after substituting __name__ with name
2020-11-16 15:52:16 +02:00
Aliaksandr Valialkin
2c67232565
app/vmselect/graphite: add /tags/autoComplete/values handler from Graphite Tags API
2020-11-16 15:29:35 +02:00
Aliaksandr Valialkin
86f99c6b55
app/vmselect/graphite: add /tags/autoComplete/tags handler from Graphite Tags API
...
See https://graphite.readthedocs.io/en/stable/tags.html#auto-complete-support
2020-11-16 14:50:05 +02:00
Aliaksandr Valialkin
3c1434118e
app/vmselect/prometheus: return __name__ label if match[] query to /api/v1/labels matches at least a single time series
2020-11-16 13:54:34 +02:00
Aliaksandr Valialkin
27a417bcd3
app/vmselect/prometheus: improve performance for /api/v1/labels and /api/v1/label/<labelName>/values on time ranges exceeding one day when match[] query arg is set
2020-11-16 13:51:59 +02:00
Aliaksandr Valialkin
6fa806f1ca
app/vmselect/prometheus: fix deadlock in /api/v1/series on a time range exceeding one day
2020-11-16 13:30:47 +02:00
Aliaksandr Valialkin
465923b181
app/vmselect/graphite: add /tags/findSeries handler from Graphite Tags API
...
See https://graphite.readthedocs.io/en/stable/tags.html#exploring-tags
2020-11-16 12:53:13 +02:00
Aliaksandr Valialkin
414cd39659
app/vmselect/graphite: apply filter then limit
2020-11-16 04:09:14 +02:00
Aliaksandr Valialkin
d100341394
app/vmselect/graphite: add /tags/<tag_name> handler for Graphite Tags API
2020-11-16 03:42:25 +02:00
Aliaksandr Valialkin
6251762787
app/vmselect/graphite: add /tags handler from Graphite Tags API
...
See https://graphite.readthedocs.io/en/stable/tags.html#exploring-tags
2020-11-16 03:00:01 +02:00
Aliaksandr Valialkin
d9d01f976b
app/vmselect/promql: remove spikes from increase() and delta() results on time series with spare irregular data points
...
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 15:23:44 +02:00
Aliaksandr Valialkin
1f19c167a4
app/vmselect/promql: assume that time series value doesnt change during gaps when calculating increase() and delta()
...
This should remove unexpected spikes at the end of gaps.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/894
2020-11-13 14:59:24 +02:00
Aliaksandr Valialkin
47a038401b
all: consistently return text-based HTTP responses with charset=utf-8
...
This is a follow-up for https://github.com/VictoriaMetrics/VictoriaMetrics/pull/897
2020-11-13 10:35:41 +02:00
Aliaksandr Valialkin
348edd92fe
app/vmselect: add -search.treatDotsAsIsInRegexps command-line flag for automatic escaping of dots in regexp label filters
2020-11-11 12:39:07 +02:00
Aliaksandr Valialkin
47390d8947
app/vmselect/promql: do not return data points in the end of the selected time range for time series ending in the middle of the selected time range
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/887
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/845
2020-11-10 14:51:44 +02:00
Aliaksandr Valialkin
ba4a2c8bca
app/vmselect: typo fix in a description for -search.minStalenessInterval: mimimum->minimum
2020-11-10 01:18:08 +02:00
Aliaksandr Valialkin
dd6bfa50e9
app/vmselect/promql: code cleanup after 43823addea
2020-11-06 01:30:50 +02:00
n4mine
43823addea
app/vmselect/promql: fix when the parameter of maxValue(), minValue() leading by NaN. it will cause {top,bottom}k_{max,min} return inappropriate result ( #883 )
2020-11-06 01:29:24 +02:00
Aliaksandr Valialkin
368b69b4c4
app/vmselect: properly handle errors in GetLabelsOnTimeRange and GetLabelValuesOnTimeRange
2020-11-05 01:38:38 +02:00
Aliaksandr Valialkin
b378cd6ed8
app/vmselect: optimize querying for /api/v1/labels and /api/v1/label/<name>/values when start and end args are set
2020-11-05 01:01:33 +02:00
Aliaksandr Valialkin
caeb74f068
app/vmselect: reduce memory usage when query touches big number of time series
2020-11-04 17:04:04 +02:00
Aliaksandr Valialkin
5e75c389e6
app/vmselect/promql: allow dropping trailing sample only for default_rollup function
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/850
2020-11-02 02:10:59 +02:00
Aliaksandr Valialkin
cb71af216a
app/vmselect/promql: go fmt
2020-11-02 00:15:29 +02:00
Aliaksandr Valialkin
daacbc7e34
app/vmselect/promql: do not drop trailing datapoints for instant queries
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/845
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/748
2020-11-02 00:12:37 +02:00
Aliaksandr Valialkin
c539494b36
app/vmselect/promql: allow passing optional third argument to topk_* and bottomk_* functions in order to obtain sum of time series outside top/bottom K
2020-11-01 23:35:06 +02:00
Aliaksandr Valialkin
28353e48ca
app/vmselect/promql: an attempt to improve heuristics for dropping trailing data points in time series
...
Now trailing data points are additionally dropped for time series with a single raw sample
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/748
2020-10-17 10:44:34 +03:00
Aliaksandr Valialkin
a2b9476897
app/vmselect/promql: return a single time series at max from absent() function like Prometheus does
2020-10-13 15:56:04 +03:00
Aliaksandr Valialkin
9aa3b65766
app/vmselect/promql: improve time series staleness detection
...
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 12:19:57 +03:00
Aliaksandr Valialkin
d8af290947
app/vmselect/promql: fix mode_over_time calculations
...
Previously `mode_over_time` could return garbage due to improper shuffling of input data points.
2020-10-13 11:58:25 +03:00
Aliaksandr Valialkin
1e27420243
app/vmselect/prometheus: fix golangci-lint warning
2020-10-13 09:36:11 +03:00
Aliaksandr Valialkin
4f16a964e3
app/vmselect: add ability to export data in CSV format via /api/v1/export/csv
2020-10-12 20:08:17 +03:00
Aliaksandr Valialkin
762c967855
app/vmselect/promql: keep metric name after applying more functions, which dont change time series meaning
...
Functions are:
* keep_last_value
* keep_next_value
* interpolate
* running_min
* running_max
* running_avg
* range_min
* range_max
* range_avg
* range_first
* range_last
* range_quantile
* smooth_exponential
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/674
2020-10-12 11:47:06 +03:00
Aliaksandr Valialkin
45f7cdc532
Revert "app/vmselect/promql: remove metric name after applying ceil, floor and round functions in order to be more consistent with Prometheus"
...
This reverts commit ac45082216https://github.com/VictoriaMetrics/VictoriaMetrics/issues/674
2020-10-12 11:40:34 +03:00
Aliaksandr Valialkin
a94825b169
Revert "app/vmselect/promql: remove metric name after applying clamp_min and clamp_max functions in order to be consistent with Prometheus"
...
This reverts commit bb61a4769bhttps://github.com/VictoriaMetrics/VictoriaMetrics/issues/674
2020-10-12 11:38:27 +03:00
Aliaksandr Valialkin
f7d28bddbf
Revert "app/vmselect/promql: remove metric name from results of certain rollup functions in order to be consistent with Prometheus"
...
This reverts commit e5202a4eaehttps://github.com/VictoriaMetrics/VictoriaMetrics/issues/674
2020-10-12 11:35:18 +03:00
Aliaksandr Valialkin
e9f2e2cbc9
app/vmselect/promql: add missing label filters to binary operands before query execution
...
This implements the optimization described at https://utcc.utoronto.ca/~cks/space/blog/sysadmin/PrometheusLabelNonOptimization
See also https://github.com/cortexproject/cortex/issues/3253
2020-10-07 21:15:09 +03:00
Aliaksandr Valialkin
59c26feefa
app/vmselect/promql: fill gaps on graphs for range_* and running_* functions
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/806
2020-10-02 13:59:45 +03:00
Aliaksandr Valialkin
f7636b0342
app/vmselect/graphite: do not substitute path and path. with path.. in /metrics/find/?format=completer output
2020-09-29 18:03:26 +03:00
Aliaksandr Valialkin
96ee276e6e
app/vmselect/prometheus: check for errors returned from bufferedwriter.Write
...
This makes `make errcheck` happy
2020-09-29 11:37:01 +03:00
Aliaksandr Valialkin
6fdfc67620
app/vmselect/graphite: properly handle case when /metrics/find finds both leaf and node for the given query=prefix.*
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In this case only node must be returned with stripped dot in the end of id as carbonapi does
2020-09-29 11:01:59 +03:00
Aliaksandr Valialkin
1b3efccb24
app/vmselect: stop /api/v1/export/* execution if client disconnects
2020-09-27 23:53:13 +03:00
Aliaksandr Valialkin
95688cbfc5
all: add native format for data export and import
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The data can be exported via [/api/v1/export/native](https://victoriametrics.github.io/#how-to-export-data-in-native-format ) handler
and imported via [/api/v1/import/native](https://victoriametrics.github.io/#how-to-import-data-in-native-format ) handler.
2020-09-27 19:54:07 +03:00
Aliaksandr Valialkin
82973f8ae7
Revert "lib/storage: remove unused fetchData arg from BlockRef.MustReadBlock"
...
This reverts commit bab6a15ae0
2020-09-24 22:44:23 +03:00
Aliaksandr Valialkin
bab6a15ae0
lib/storage: remove unused fetchData arg from BlockRef.MustReadBlock
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This arg became unused after 23bdc1f107
2020-09-24 20:48:40 +03:00
Aliaksandr Valialkin
23bdc1f107
app/vmselect/netstorage: do not spend CPU time on unpacking empty blocks during /api/v1/series calls
2020-09-24 20:18:10 +03:00
Aliaksandr Valialkin
c584aece38
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 23:23:59 +03:00
Aliaksandr Valialkin
27500d7d4c
app/vmselect/prometheus: code cleanup after 3ba507000c
2020-09-23 13:04:17 +03:00
Aliaksandr Valialkin
3ba507000c
app/vmselect/prometheus: return timestamps from /api/v1/query, which match the time query arg
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/720
2020-09-23 12:58:48 +03:00
Aliaksandr Valialkin
bed25e3c24
app/vmselect/netstorage: properly pre-allocate space for sbs
2020-09-22 23:49:55 +03:00
Aliaksandr Valialkin
09b0f7c202
app/vmselect/netstorage: release search resources on timeout errors
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Previously these resources weren't released, which could lead to resource leaks.
2020-09-22 22:57:38 +03:00
Aliaksandr Valialkin
3b1e3a03e0
app/vmselect: make sure the request doesnt wait in pending queue more than the configured timeout
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/711
2020-09-22 01:23:19 +03:00
Aliaksandr Valialkin
00b5145c69
app/vmselect/searchutils: fixed tests after 2eb72e09ab
2020-09-21 21:31:38 +03:00
Aliaksandr Valialkin
2eb72e09ab
app/vmselect: use time value rounded to seconds if it isnt passed to /api/v1/query
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/720
2020-09-21 21:24:40 +03:00
Aliaksandr Valialkin
98d1cd0971
app/vmselect/graphite: return proper results /metrics/find?query=foo.*.bar according to Graphite Metrics API
2020-09-18 11:00:00 +03:00
Aliaksandr Valialkin
9f79bcf64a
app/vmselect: improve description for -search.maxQueryDuration
2020-09-16 21:15:41 +03:00
Aliaksandr Valialkin
1fec47a289
app/vmselect/netstorage: reduce memory usage when the time range from query touches big number of samples per each time series
2020-09-15 21:08:28 +03:00
Aliaksandr Valialkin
8c3d7c1a59
app/vmselect: typo fix in -search.maxStalenessInterval description
2020-09-15 14:24:27 +03:00
Aliaksandr Valialkin
0e533d1a9c
app/vmselect/promql: support composite durations like Prometheus 2.21 does
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The following durations are supported now: `1h5m35s` or `1s543ms`
See https://github.com/prometheus/prometheus/releases/tag/v2.21.0
and https://github.com/prometheus/prometheus/pull/7713
2020-09-11 23:39:13 +03:00
Aliaksandr Valialkin
a2f647d142
app/vmselect/prometheus: typo fix in the description for -search.latencyOffset command-line flag
2020-09-11 14:16:46 +03:00
Aliaksandr Valialkin
f0005c3007
app/vmselect: move Deadline from netstorage to searchutils
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This removes dependency on netstorage from searchutils.
2020-09-11 13:27:13 +03:00
Aliaksandr Valialkin
2114179e19
app/vmselect: substitute inf values at smooth_exponential with the previous values
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/757
2020-09-11 12:24:14 +03:00
Aliaksandr Valialkin
204ec415b4
app/vmselect: skip infinite values when calculating smooth_exponential
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/757
2020-09-11 11:29:58 +03:00
Aliaksandr Valialkin
8a8b5a73d3
app/vmselect/graphite: typo fix in label name for vm_request_duration_seconds metric
2020-09-11 01:58:28 +03:00
Aliaksandr Valialkin
f6bc608e86
app/vmselect: initial implementation of Graphite Metrics API
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See https://graphite-api.readthedocs.io/en/latest/api.html#the-metrics-api
2020-09-11 00:30:01 +03:00
Aliaksandr Valialkin
62919eaf7e
app/vmselect/promql: go fmt
2020-09-08 15:19:59 +03:00
Aliaksandr Valialkin
e6da63dffe
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 14:35:50 +03:00
Aliaksandr Valialkin
8e85b56737
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 14:23:39 +03:00
Aliaksandr Valialkin
c0343a661b
app/vmselect/promql: increase floating point calculations accuracy by dividing by 1e3 instead of multiplying by 1e-3
2020-09-08 14:00:47 +03:00
Aliaksandr Valialkin
f4e7e5fb90
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 15:29:10 +03:00
Aliaksandr Valialkin
e706e59d49
app/vmselect: unconditionally align time range boundaries to step for subqueries as Prometheus does
2020-09-03 13:29:50 +03:00
Aliaksandr Valialkin
147c35ebd4
all: allow using KB, MB, GB, KiB, MiB and GiB suffixes in command-line flag values related to byte sizes or byte rates
2020-08-16 17:05:52 +03:00
Aliaksandr Valialkin
7d89fafe1a
app/vmselect/promql: allow passing multiple args to aggregate functions such as avg(q1, q2, q3)
2020-08-15 01:15:09 +03:00
Aliaksandr Valialkin
e969ef2639
app/vmselect: reduce memory usage when exporting time series with big number of samples via /api/v1/export if max_rows_per_line is set to non-zero value
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/685
2020-08-10 20:57:36 +03:00
Aliaksandr Valialkin
8adba82c02
app/vmselect/netstorage: vary batch size for data unpacking depending on the available CPU cores
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This should reduce contention on the channel with unpack work for systems with high number of CPU cores
2020-08-10 15:16:42 +03:00
Aliaksandr Valialkin
f3d33e23c9
app/vmstorage: improve error logging when the request times out
2020-08-10 13:23:26 +03:00
Aliaksandr Valialkin
716754fae6
app/vmselect/promql: properly handle -n^m like Prometheus does
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`-n^m` must be handled as `-(n^m)` instead of `(-n)^m`.
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/675
2020-08-07 07:42:18 +03:00
Aliaksandr Valialkin
bb61a4769b
app/vmselect/promql: remove metric name after applying clamp_min and clamp_max functions in order to be consistent with Prometheus
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This improves VictoriaMetrics score at https://promlabs.com/promql-compliance-test-results-victoriametrics/
2020-08-06 23:42:37 +03:00
Aliaksandr Valialkin
ac45082216
app/vmselect/promql: remove metric name after applying ceil, floor and round functions in order to be more consistent with Prometheus
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This improves VictoriaMetrics score at https://promlabs.com/promql-compliance-test-results-victoriametrics/
2020-08-06 23:34:37 +03:00
Aliaksandr Valialkin
e5202a4eae
app/vmselect/promql: remove metric name from results of certain rollup functions in order to be consistent with Prometheus
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Rollup functions:
- avg_over_time
- min_over_time
- max_over_time
- quantile_over_time
This improves VictoriaMetrics results at https://promlabs.com/promql-compliance-test-results-victoriametrics/
2020-08-06 23:29:13 +03:00
Aliaksandr Valialkin
68e4f40a72
app/vmselect: properly handle PromQL queries like scalar1 < metric < scalar2 like Prometheus does
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This fixes some cases from https://promlabs.com/promql-compliance-test-results-victoriametrics/
2020-08-06 23:21:03 +03:00
Aliaksandr Valialkin
bc8381613d
app/vmselect: reduce memory allocations by pre-allocatin memory for time series map and for a list of time series names
2020-08-06 19:17:58 +03:00
Aliaksandr Valialkin
3f85c06b65
app/vmselect/netstorage: reduce CPU contention when upacking time series blocks by unpacking batches of such blocks instead of a single block
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This should improve query performance on systems with big number of CPU cores (16 and more)
2020-08-06 17:50:17 +03:00
Aliaksandr Valialkin
d20c2156e4
app/vmselect/netstorage: reduce contention on unpackworkCh and timeseriesWorkCh for multi-CPU system by providing more capacity for these chans
2020-08-06 17:22:48 +03:00
Aliaksandr Valialkin
5d0c37bec0
app/vmselect: use warning level instead of info level for logging slow queries that take longer than -search.logSlowQueryDuration
2020-08-04 20:25:35 +03:00
Aliaksandr Valialkin
e6eee2bebf
app/vmselect/promql: add zscore-related functions: zscore_over_time(m[d]) and zscore(q) by (...)
2020-08-03 21:52:18 +03:00
Aliaksandr Valialkin
509d12643b
app/vmselect: show X-Forwarded-For contents on /api/v1/status/active_queries page
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/659
2020-07-31 20:05:18 +03:00
Aliaksandr Valialkin
f0c678c41b
app/vmselect: do not adjust start and end query args passed to /api/v1/query_range when -search.disableCache command-line flag is set
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/563
2020-07-30 23:14:37 +03:00
Aliaksandr Valialkin
328b52e5ff
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 12:37:58 +03:00
Aliaksandr Valialkin
700737c181
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
2020-07-29 12:37:58 +03:00
Aliaksandr Valialkin
2f735f112d
app/vmselect/promql: fill gaps with 0 in rate_over_sum response when the last value before the selected time window isnt empty
2020-07-29 12:37:58 +03:00
Aliaksandr Valialkin
79c30cf4cb
app/vmselect: show query origin (aka remote_addr or client address) on the /api/v1/status/active_queries page for every query
2020-07-28 15:13:08 +03:00
Aliaksandr Valialkin
0da202023b
app/vmselect/promql: return empty values from group() if all the time series have no values at the given timestamp
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This aligns `group()` behaviour to Prometheus
2020-07-28 13:40:11 +03:00
Aliaksandr Valialkin
894dcb7c1c
app/vmselect/promql: improve further the accuracy of buckets_limit() function
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The accuracy is increased by mergin the smallest bucket with the smallest adjacent bucket.
2020-07-26 12:10:13 +03:00
Aliaksandr Valialkin
edb1eca6f1
app/vmselect/promql: avoid dropping inf bucket in buckets_limit
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The `le="inf"` bucket must be preserved in order to maintain the maximum level of accuracy.
2020-07-25 17:00:36 +03:00
Aliaksandr Valialkin
97b6f5d223
app/vmselect/promql: optimize buckets_limit(k, buckets) for big number of buckets
2020-07-25 13:24:03 +03:00
Aliaksandr Valialkin
bb161497cf
app/vmselect/promql: improve the accuracy of buckets_limit(k, buckets) function
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Now it properly merges the bucket with the previous bucket after deletion.
2020-07-24 17:07:49 +03:00
Aliaksandr Valialkin
994fa2f3bf
app/vmselect/promql: add buckets_limit(k, buckets) function, which limits the number of buckets per time series to k
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This function works with both Prometheus-style and VictoriaMetrics-style buckets.
The function removes buckets with the lowest values in order to reserve the highest precision.
The function is useful for building heatmaps in Grafana from too big number of buckets.
2020-07-24 16:13:53 +03:00
Aliaksandr Valialkin
e151c5c644
app/vmselect: fix tests for rate_over_sum
2020-07-24 02:35:28 +03:00
Aliaksandr Valialkin
3107c633e3
app/vmselect/promql: typo fix after 3e557c9861
2020-07-24 02:15:58 +03:00
Aliaksandr Valialkin
3e557c9861
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 01:17:42 +03:00
Aliaksandr Valialkin
b1f6843bd0
app/vmselect/promql: allow setting [d] window smaller than the interval between raw points for avg_over_time
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This makes `avg_over_time` behavior consistent with `sum_over_time` and `count_over_time` behaviors.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/636
2020-07-23 22:25:43 +03:00
Aliaksandr Valialkin
039c9d2441
lib/storage: respect -search.maxQueryDuration when searching for time series in inverted index
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Previously the time spent on inverted index search could exceed the configured `-search.maxQueryDuration`.
This commit stops searching in inverted index on query timeout.
2020-07-23 21:21:42 +03:00
Aliaksandr Valialkin
2a45871823
lib/storage: add more fine-grained pace limiting for search
2020-07-23 19:26:08 +03:00
Aliaksandr Valialkin
461481fbdf
app/vmselect/netstorage: protect from too smart compiler, which may break memory usage optimization in ProcessSearchQuery
2020-07-23 17:54:01 +03:00
Aliaksandr Valialkin
e79de9774b
app/vmselect: typo fix after 34563916f7
2020-07-23 14:12:28 +03:00
Aliaksandr Valialkin
34563916f7
app/vmselect: reduce memory usage when querying big number of time series with long labels
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/646
2020-07-23 13:53:52 +03:00
Aliaksandr Valialkin
4f526cc816
app/vmselect/prometheus: support d, w and y suffixes for durations passed to step in /api/v1/query_range like Prometheus does
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Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/641
2020-07-22 16:26:18 +03:00
Aliaksandr Valialkin
dfb113f175
app/vmselect/netstorage: reduce memory allocations when unpacking time series data by using a pool for unpackWork entries
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This should slightly reduce load on GC when processing queries that touch big number of time series.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/646 according to the provided memory profile there.
2020-07-22 15:03:57 +03:00
Aliaksandr Valialkin
caa2952aa6
app/vmselect: take into account the time spent in wait queue before query execution as time spent on the query
2020-07-21 19:00:09 +03:00
Aliaksandr Valialkin
e00cfc854d
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 17:24:10 +03:00
Aliaksandr Valialkin
b9c8f6bf34
app/vmselect: log the total available memory for concurrent requests on not enough memory errors
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This should simplify root cause analysis
2020-07-20 19:51:40 +03:00
Aliaksandr Valialkin
5a4675c528
app/vmselect/prometheus: do not return time series with empty list of datapoints from /api/v1/query_range
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This matches Prometheus behaviour.
This should fix https://github.com/jacksontj/promxy/issues/329
2020-07-20 15:31:21 +03:00
Aliaksandr Valialkin
ecb1b2564a
app/vmselect/promql: add mode() aggregate function
2020-07-20 15:31:20 +03:00
Aliaksandr Valialkin
b35cb293f5
lib/httpserver: log remote address in error message from httpserver.Errorf
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This should improve detection of the root cause of errors.
Thanks to Anant for the idea.
2020-07-20 14:11:22 +03:00
Aliaksandr Valialkin
1c641037e8
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 18:28:45 +03:00
Aliaksandr Valialkin
6b5ad535ae
app/vmselect/promql: optimize group(rollup(m)) calculations
2020-07-17 16:47:16 +03:00
Aliaksandr Valialkin
8949d65ad1
app/vmselect/promql: check that any() doesn't touch metric name
2020-07-17 16:23:21 +03:00
Aliaksandr Valialkin
aa5d88055d
app/vmselect/promql: add group() aggregate function to MetricsQL
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This function has been added in Prometheus 2.20. See https://github.com/prometheus/prometheus/pull/7480
2020-07-17 15:17:55 +03:00
Aliaksandr Valialkin
df01836818
app/vmselect/promql: keep all labels for time series from any() call
2020-07-17 15:17:54 +03:00
Aliaksandr Valialkin
e4e1cd1de2
app/vmselect: fix nil pointer dereference panic when unsuccessfully querying vmstorage
2020-07-16 19:15:43 +03:00
Aliaksandr Valialkin
25f80d320b
app/vmselect/prometheus: do not adjust last points in time series with timestamps exceeding the current time
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Such timestamps usually mean that the query contains `offset`.
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/625
2020-07-14 12:52:16 +03:00
Aliaksandr Valialkin
55d83e777d
app/vmselect/prometheus: minimize the diff for the change 1033dc7e2a over 619b0a25c9
2020-07-13 21:40:38 +03:00
faceair
1033dc7e2a
fix empty response template ( #617 )
2020-07-13 21:31:19 +03:00
Aliaksandr Valialkin
9c350bc20d
app/vmselect/promql: add missing tests for ifnot binary operation
2020-07-09 13:24:06 +03:00
Aliaksandr Valialkin
256fd9a87e
app/vmselect/promql: refactor implementations for and and unless binary operations, so they are closer to or implementation
2020-07-09 13:05:55 +03:00
Aliaksandr Valialkin
2d9b3ad5b3
app/vmselect/promql/active_queries.go: simplify code a bit by inlining getNextActiveQueryID function
2020-07-09 11:18:30 +03:00
Aliaksandr Valialkin
742da690f4
app/vmselect: add /api/v1/status/active_queries page with the list of currently running queries
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This is a follow-up for https://github.com/VictoriaMetrics/VictoriaMetrics/pull/598
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/pull/575
2020-07-08 18:55:38 +03:00
DexterZhang
99f54e44ff
feat(vmselect): add current running query list, add ability for getting the running query info and killing running query for master branch ( #598 )
2020-07-08 18:52:55 +03:00
Aliaksandr Valialkin
acf828a759
app/vmselect/prometheus: small fixes on top of 8bb762124a
2020-07-05 18:17:06 +03:00
faceair
8bb762124a
fix adjust last points avoid influence earlier value ( #606 )
2020-07-05 17:56:54 +03:00
Aliaksandr Valialkin
5d3db3ff7c
app/vmselect: add interpolate function for filling gaps with linearly interpolated values
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See https://stackoverflow.com/q/62565021/274937 for details
2020-07-02 14:54:21 +03:00
Aliaksandr Valialkin
84a37098ed
app/vmstorage: add -denyQueriesOutsideRetention command-line flag for denying queries outside the configured retention
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VictoriaMetrics returns `503 Service Unavailable` http error for requests with time ranges outside the configured retention
if `-denyQueriesOutsideRetention` command-line flag is set.
2020-07-01 00:21:44 +03:00
Aliaksandr Valialkin
7c2c8b2981
all: use errors.As for inspecting errors that implement httpserver.ErrorWithStatusCode
2020-07-01 00:04:34 +03:00
Aliaksandr Valialkin
d5dddb0953
all: use %w instead of %s for wrapping errors in fmt.Errorf
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This will simplify examining the returned errors such as httpserver.ErrorWithStatusCode .
See https://blog.golang.org/go1.13-errors for details.
2020-06-30 23:05:11 +03:00
Aliaksandr Valialkin
05d754d7bb
app/vmselect/netstorage: reset big result values every 10 seconds instead of after processing every time series
...
This should reduce GC pressure when processing time series with big number of rows
2020-06-24 19:38:39 +03:00
nicbaz
774f7ca1c1
vmselect: fix label_replace when mismatch ( #579 )
...
As per documentation on `label_replace` function: "If the regular
expression doesn't match then the timeseries is returned unchanged".
Currently this behavior is not enforced, if a regexp on an existing
tag doesn't match then the tag value is copied as-is in the destination
tag. This fix first checks that the regular expression matches the
source tag before applying anything.
Given the current implementation, this fix also changes the behavior
of the **MetricsQL** `label_transform` function which does not
document this behavior at the moment.
2020-06-23 23:50:33 +03:00
Aliaksandr Valialkin
7209d58fbd
app/vmselect/netstorage: increase concurrency when processing small number of time series with big number of data points per each time series
...
Previously VictoriaMetrics was processing up to 32 time series in a single goroutine.
This could be slow if each time series contains big number of data points (10M+ or more), since only a single CPU core could be loaded with work,
while other CPU cores were idle. Fix this by launching GOMAXPROCS workers for time series processing.
This should help with https://github.com/VictoriaMetrics/VictoriaMetrics/issues/572
2020-06-23 22:46:15 +03:00
Aliaksandr Valialkin
7532dbcdf5
app/vmselect/promql: properly override label values from group_left and group_right lists like Prometheus does
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/577
2020-06-21 16:33:01 +03:00
Aliaksandr Valialkin
88e1b7d144
app/vmselect/promql: fill gaps on right side with values from left side of or operator in the same way as Prometheus does
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/552
2020-06-18 23:05:16 +03:00
Aliaksandr Valialkin
dbd8beccfa
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 12:07:48 +03:00
Aliaksandr Valialkin
70ea4e28a7
app/vmselect/promql: update numbers after the upgrade of github.com/VictoriaMetrics/metrics from v1.11.2 to v1.11.3
2020-05-20 03:06:23 +03:00
Aliaksandr Valialkin
538fdfe133
app/vmselect/promql: move common code from aggrFuncOutliersK and newAggrFuncRangeTopK into getRangeTopKTimeseries
2020-05-19 16:11:14 +03:00
Aliaksandr Valialkin
f52769f6ee
app/vmselect/promql: fix outilersk calculations
2020-05-19 14:44:53 +03:00
Aliaksandr Valialkin
a441cdd1d9
app/vmselect/promql: add outliersk(N, m) aggregate function for anomaly detection across groups of similar time series
2020-05-19 13:52:36 +03:00
