Aliaksandr Valialkin
4e4f57b121
lib/metricsql: move it to a separate repository - github.com/VictoriaMetrics/metrics
2020-04-28 15:28:22 +03:00
Aliaksandr Valialkin
17d96e4503
app/vmselect: add -search.estimatedSeriesCountAfterAggregation
command-line flag for tuning the probability of OOMs vs false-positive not enough memory
errors
2020-04-28 12:52:37 +03:00
Aliaksandr Valialkin
b4afe562c1
lib/storage: postpone reading data from blocks during search
...
This eliminates the need for storing block data into temporary files on a single-node VictoriaMetrics
during heavy queries, which touch big number of time series over long time ranges.
This improves single-node VM performance on heavy queries by up to 2x.
2020-04-27 11:45:24 +03:00
Aliaksandr Valialkin
fcf57f9883
app/vmselect/netstorage: substitute sorting packedTimeseries with the natural order of the fetched blocks
...
This should minimize the number of disk seeks when reading data from temporary file.
2020-04-26 16:26:23 +03:00
Aliaksandr Valialkin
a596aec82c
app/vmselect: fix description for -search.resetCacheAuthKey
2020-04-24 19:45:50 +03:00
Aliaksandr Valialkin
364db13c9c
app/vmselect: add /api/v1/status/tsdb
page with useful stats for locating root cause for high cardinality issues
...
See https://prometheus.io/docs/prometheus/latest/querying/api/#tsdb-stats
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/425
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/268
2020-04-22 22:03:43 +03:00
Aliaksandr Valialkin
9ebc937685
app/vmselect: add -search.minStalenessInterval
command-line flag for removing gaps on graphs built from time series with irregular duration between samples
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/426
2020-04-20 19:42:15 +03:00
Aliaksandr Valialkin
fe57d46687
app/vmselect: merge -search.maxLookback
and -search.maxStalenessInterval
flags, since it has been appeared they have identical purpose :(
...
Leave both flags for backwards compatibility reasons.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/209
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/426
2020-04-20 19:26:31 +03:00
Aliaksandr Valialkin
f41e6a7bd9
app/vmselect: properly apply -search.maxLookback
to queries sent to /api/v1/query
2020-04-17 12:30:11 +03:00
Aliaksandr Valialkin
071fdf5518
lib/logger: add WARN level for logging expected errors such as invalid user queries
2020-04-15 20:50:26 +03:00
Aliaksandr Valialkin
6f7f64f757
app/vmselect: handle timestamp(metric offset X)
the same way as Prometheus does
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/415
2020-04-15 12:01:00 +03:00
Aliaksandr Valialkin
f9b24d4899
app/vmselect/promql: keep metric name after applying first_over_time
and last_over_time
functions
2020-04-04 14:54:13 +03:00
Aliaksandr Valialkin
318326c309
lib/storage: properly handle {label=~"foo|"}
filters as Prometheus does
...
Such filters must match all the time series with `label="foo"` plus all the time series without `label`
Previously only time series with `label="foo"` were matched.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/395
2020-03-31 00:48:18 +03:00
Aliaksandr Valialkin
0c485f14d1
app/vmselect/prometheus: allow passing relative time to start
, end
and time
args of /api/v1/*
queries
2020-03-29 21:57:14 +03:00
Aliaksandr Valialkin
2ebf7d86ff
app/vmselect/prometheus: code simplification: (d.Seconds()/1e3) -> d.Milliseconds()
2020-03-29 21:50:28 +03:00
Aliaksandr Valialkin
3c7c71a49c
app/vmselect: adjust label_map()
handling for corner cases
...
The following corner cases now supported:
* label_map(q, "label", "", "foo") - adds `label="foo"` to series with missing `label`
* label_map(q, "label", "foo", "") - removes `label="foo"` from series
All the unmatched labels are kept unchanged.
2020-03-13 18:45:03 +02:00
Aliaksandr Valialkin
fdc2a9d1d7
app/vmselect: add label_map(q, label, srcValue1, dstValue1, ... srcValueN, dstValueN)
function to MetricsQL
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/369
2020-03-12 19:13:47 +02:00
Aliaksandr Valialkin
8023ad7dbd
app/vmselect: add -search.maxStalenessInterval
for tuning Prometheus data model closer to Influx-style data model
2020-03-11 16:43:34 +02:00
Aliaksandr Valialkin
e17702fada
app/vmselect: add optional max_rows_per_line
query arg to /api/v1/export
...
This arg allows limiting the number of data points that may be exported on a single line.
2020-03-10 21:45:56 +02:00
Aliaksandr Valialkin
c5f894b361
Makefile: add build and test rules with enabled race detector. These rules have -race
suffix
...
Fix also `unsafe pointer conversion` errors detected by Go1.14. See https://golang.org/doc/go1.14#compiler .
2020-03-05 12:03:38 +02:00
Aliaksandr Valialkin
7d178a40bd
app/vmselect/prometheus: do not add __name__!=
filter when searching for all the matching metric names via /api/v1/label/__name__/values
with non-empty label filter
...
This should reduce query time.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/343
2020-02-28 23:35:55 +02:00
Aliaksandr Valialkin
5701b2f7bb
app/vmselect/prometheus: properly pass filter for labelName=__name__
in labelValuesWithMatches
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/343
2020-02-28 12:18:14 +02:00
Aliaksandr Valialkin
18af31a4c2
all: properly split vm_deduplicated_samples_total
among cluster components
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/345
2020-02-27 23:48:07 +02:00
Aliaksandr Valialkin
ae51300973
app/vmselect/promql: properly take into account the first datapoint when calculating rollup_candlestick
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/309
2020-02-24 13:24:30 +02:00
Aliaksandr Valialkin
e65ec88779
app/vmselect/promql: do not take into account values outside the current window in rollup_candlestick
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/309
2020-02-23 18:03:57 +02:00
Yaroslav
a6d0645539
fix rollupOpen(), rollupHigh(), rollupLow() functions ( #328 )
2020-02-23 18:01:53 +02:00
Aliaksandr Valialkin
2f55cabaa4
app/vmselect/promql: log when rollupResult cache is cleared
2020-02-21 20:07:01 +02:00
Aliaksandr Valialkin
ec9bf39b5b
app/vmselect: add -search.cacheTimestampOffset
command-line flag
...
This flag can be used for removing gaps on graphs if the difference between the current time
and the timestamps from the ingested data exceeds 5 minutes.
This is the case when the time between data sources and VictoriaMetrics is improperly synchronized.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/312
2020-02-21 13:58:06 +02:00
Aliaksandr Valialkin
539139391c
app/vmselect: add /internl/resetRollupResultCache
handler for resetting response cache
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/312
2020-02-21 13:58:05 +02:00
Aliaksandr Valialkin
7b1c7051a3
app/vmselect: add sort_by_label(q, label)
and sort_by_label_desc(q, label)
functions
...
This is implementation of https://github.com/prometheus/prometheus/pull/1533 for VictoriaMetrics.
2020-02-13 17:01:37 +02:00
Aliaksandr Valialkin
a6c6a2debc
app/vmselect/promql: do not add step to range end, since this hack became obsolete since commit 9e1119dab8
2020-02-05 21:22:19 +02:00
Aliaksandr Valialkin
78b62dee87
app/vmselect/promql: properly adjust time range for data to select
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/309
2020-02-05 21:22:18 +02:00
Aliaksandr Valialkin
366693b9f1
app/vmselect: unconditionally offset -step
to rollup_candlestick
. This makes results more consistent
2020-02-04 23:32:12 +02:00
Aliaksandr Valialkin
525101339e
app/vmselect/promql: automatically apply offset -step
to rollup_candlestick
function in order to obtain the expected OHLC results
...
See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/309
2020-02-04 23:24:35 +02:00
Aliaksandr Valialkin
ada6a3da8d
app/vmselect/promql: adjust rollup_candlestick calculations to the exepcted results
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/309
2020-02-04 22:42:13 +02:00
Aliaksandr Valialkin
36a1ac8360
app/vmselect: take into account the time the requests wait in the queue if -search.maxConcurrentRequests
is exceeded
...
This will prevent from excess CPU usage for timed out queries.
2020-02-04 16:15:08 +02:00
Aliaksandr Valialkin
834051e5b2
app/vmselect: add a placeholder for /api/v1/metadata
, which could be requested by Grafana
...
See https://prometheus.io/docs/prometheus/latest/querying/api/#querying-metric-metadata
VictoriaMetrics doesn't collect any metadata for metrics, so just return empty response.
2020-02-04 15:53:47 +02:00
Aliaksandr Valialkin
42864bb52f
all: do not clash flag description with back-quoted flag types
...
See https://golang.org/pkg/flag/#PrintDefaults for more details.
2020-02-04 15:46:52 +02:00
Aliaksandr Valialkin
90cf356ea1
app/vmselect/promql: adjust and
and unless
binary operator handling to be consistent with Prometheus
2020-01-31 18:52:38 +02:00
Aliaksandr Valialkin
c3d86eef96
all: add -dedup.minScrapeInterval
command-line flag for data de-duplication
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/86
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/278
2020-01-31 01:16:57 +02:00
Aliaksandr Valialkin
d70ba7eb37
lib/fs: optimize small reads for ReaderAt.MustReadAt
by reading from memory-mapped space instead of reading from file descriptor
...
This should improve performance when reading many small blocks.
2020-01-30 15:09:05 +02:00
Aliaksandr Valialkin
a462355b2f
app/vmselect/promql: add keep_next_value(q)
for filling gaps with the next non-empty value
2020-01-29 00:48:04 +02:00
Aliaksandr Valialkin
adbbc4fa1a
app/vmselect/promql: return expected results from increase()
over the beginning of time series, which start from big value
...
Examples for such counters: OS-level counters for network or cpu stats.
2020-01-28 16:30:11 +02:00
Aliaksandr Valialkin
2392a359e1
app/vmselect/promql: fix panic on a single zero vmrange bucket in prometheus_buckets() function
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/296
2020-01-27 18:04:55 +02:00
Aliaksandr Valialkin
680080887d
all: consistently log durations in seconds with millisecond precision
...
This should improve logs readability
2020-01-22 18:28:27 +02:00
Aliaksandr Valialkin
9773022e50
app/vmselect: mention the original query and time range in error messages
...
This should simplify debugging invalid or heavy queries.
2020-01-22 17:36:36 +02:00
Aliaksandr Valialkin
efc7ad88ec
app/vmselect: mention command-line flag, which could be used for adjusting query timeouts, in timeout errors
2020-01-22 15:50:48 +02:00
Aliaksandr Valialkin
ec9651e266
app/vmselect/prometheus: increase default value -maxExportDuration
to 30 days, since 10 minutes beat users exporting bit amounts of data
2020-01-22 15:50:47 +02:00
Aliaksandr Valialkin
582dd01f42
app/vmselect/promql: add range_over_time(m[d])
function for calculating value range for m
over d
2020-01-21 19:05:17 +02:00
Aliaksandr Valialkin
36973ee975
app/vmselect/promql: add label_match(q, label, regexp)
and label_mismatch(q, label, regexp)
functions for filtering out time series with labels matching the given regexp
2020-01-21 15:00:20 +02:00
Aliaksandr Valialkin
cdcacaea6d
app/vmselect/netstorage: make fmt
2020-01-17 17:47:21 +02:00
Aliaksandr Valialkin
7327adbc86
app/vmselect/netstorage: limit the maximum size for in-memory buffer for temporary blocks file
...
This should reduce memory usage on systems with more than 8GB RAM.
2020-01-17 16:28:21 +02:00
Aliaksandr Valialkin
d0d258b314
app/vmselect: limit the default value for -search.maxConcurrentRequests
, so it plays well on systems with more than 16 vCPUs
...
A single heavy request can saturate all the available CPUs, so let's limit the number of concurrent requests to lower value.
This will give more chances for executing insert path.
2020-01-17 15:43:54 +02:00
Aliaksandr Valialkin
d88725f133
app/{vminsert,vmselect}: improve error messages when VictoriaMetrics cannot handle too high number of concurrent inserts / selects
2020-01-17 13:24:37 +02:00
Aliaksandr Valialkin
0d7505b00e
all: mention command-line flags used for limiting the incoming request size in error messages
...
This should improve error logs usability.
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/287
2020-01-16 13:03:30 +02:00
Aliaksandr Valialkin
2839f4688a
app/vmselect/promql: fix panic on sum(aggr_over_time(...))
with incorrect number of args
2020-01-15 16:26:09 +02:00
Aliaksandr Valialkin
8b14572f70
app/vmselect/promql: add hoeffding_bound_upper(phi, m[d])
and hoeffding_bound_lower(phi, m[d])
functions
...
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 14:46:23 +02:00
Aliaksandr Valialkin
8eaced8cae
app/vmselect/promql: return continuous values for min_over_time
and max_over_time
when step
is smaller than scrape_interval
2020-01-11 12:47:50 +02:00
Aliaksandr Valialkin
46bfdbe6cf
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
...
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 00:26:26 +02:00
Aliaksandr Valialkin
b829fe5e39
app/vmselect/promql: properly handle aggr(aggr_over_time(...))
2020-01-10 21:57:18 +02:00
Aliaksandr Valialkin
164278151f
app/vmselect/promql: add aggr_over_time(("aggr_func1", "aggr_func2", ...), m[d])
function
...
This function can be used for simultaneous calculating of multiple `aggr_func*` functions
that accept range vector. For example, `aggr_over_time(("min_over_time", "max_over_time"), m[d])`
would calculate `min_over_time` and `max_over_time` for `m[d]`.
2020-01-10 21:18:06 +02:00
Aliaksandr Valialkin
c4632faa9d
app/vmselect/promql: add tmin_over_time(m[d])
and tmax_over_time(m[d])
functions
...
These functions return timestamp in seconds for the minimum and maximum value for `m` over time range `d`
2020-01-10 19:39:28 +02:00
Aliaksandr Valialkin
d5aeda0e1a
app/vmselect/promql: skip rate
calculation for the first point on time series
2020-01-08 14:42:53 +02:00
Aliaksandr Valialkin
d410c78c7e
app/vmselect/promql: fix calculations for histogram_share
2020-01-04 14:44:48 +02:00
Aliaksandr Valialkin
d64699bb9f
app/vmselect/promql: add missing MetricName into netstorage.Result in tests
2020-01-04 12:52:39 +02:00
Aliaksandr Valialkin
f409f2d050
app/vmselect/promql: add histogram_share(le, buckets)
function
2020-01-04 12:45:55 +02:00
Aliaksandr Valialkin
b1ded7cf9a
app/vmselect/promql: add absent_over_time(m[d])
func similar to the function in Prometheus 2.16
...
See https://github.com/prometheus/prometheus/issues/2882
2020-01-04 12:45:07 +02:00
Aliaksandr Valialkin
a8360d04c0
app/vmselect/promql: add histogram_over_time(m[d])
rollup function
2020-01-04 12:44:56 +02:00
Aliaksandr Valialkin
3e09d38f29
app/vmselect/promql: fix results caching for multi-arg rollup functions such as quantile_over_time
...
Previosly only a single arg was taken into account, so caching didn't work properly for multi-arg rollup funcs.
2020-01-03 20:49:08 +02:00
Aliaksandr Valialkin
a774120460
app/vmselect/promql: use scrapeInterval instead of window in denominator when calculating rate
for the first point on the time series
...
This should provide better estimation for `rate` in the beginning of time series.
2020-01-03 19:01:50 +02:00
Aliaksandr Valialkin
b5645ccbdf
app/vmselect/promql: increase the estimated number of time series returned by aggr() by (something)
from 100 to 1K, since 100 may result in OOM for high number of time series
2020-01-03 01:02:21 +02:00
Aliaksandr Valialkin
cb3a342882
app/vmselect/promql: add share_le_over_time
and share_gt_over_time
functions for SLI and SLO calculations
2020-01-03 00:41:16 +02:00
Aliaksandr Valialkin
6f67e0b56b
lib/metricsq: add ExpandWithExprs
2019-12-25 22:20:30 +02:00
Aliaksandr Valialkin
1925ee038d
Rename lib/promql to lib/metricsql and apply small fixes
2019-12-25 22:03:59 +02:00
Mike Poindexter
bec62e4e43
Split Extended PromQL parsing to a separate library
2019-12-25 22:03:51 +02:00
Aliaksandr Valialkin
d880325cf6
app/vmselect/promql: make sure AdjustStartEnd returns time range covering the same number of points as the initial time range
...
This should prevent from the following panic at app/vmselect/promql/binary_op.go:255:
BUG: len(leftVaues) must match len(rightValues) and len(dstValues)
2019-12-24 22:45:56 +02:00
Aliaksandr Valialkin
9e19949c6b
app/vmselect/promql: adjust calculations for rate
and increase
for the first value
...
These calculations should trigger alerts on `/api/v1/query` for counters starting from values greater than 0.
2019-12-24 19:39:25 +02:00
Aliaksandr Valialkin
0455c03cb9
app/vmselect/promql: properly calculate rate
on the first data point
...
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 15:55:52 +02:00
Aliaksandr Valialkin
5b75984aa9
app/vmselect/netstorage: move MustAdviseSequentialRead to lib/fs
2019-12-23 23:16:11 +02:00
Aliaksandr Valialkin
bea5a8700a
app/vmselect: add -search.maxExportDuration
command-line flag for limiting /api/v1/export
duration
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/275
2019-12-20 11:35:22 +02:00
Aliaksandr Valialkin
96ff8d9adb
app/vmselect: add ability to pass match[]
, start
and end
to /api/v1/labels
...
This makes the `/api/v1/labels` handler consistent with already existing functionality for `/api/v1/label/.../values`.
See https://github.com/prometheus/prometheus/issues/6178 for more details.
2019-12-15 00:20:50 +02:00
Aliaksandr Valialkin
cea5a14853
all: rename Extended PromQL
to PromQL extensions
2019-12-12 19:25:58 +02:00
Aliaksandr Valialkin
73b2a3d4b7
app/vmselect/promql: return lower
and upper
bounds for the estimated percentile from histogram_quantile
if third arg is passed
...
Updates https://github.com/prometheus/prometheus/issues/5706
2019-12-11 13:57:26 +02:00
Aliaksandr Valialkin
caa4eb72d9
app/vmselect/promql: return matrix instead of vector on subqueries to /api/v1/query
like Prometheus does
2019-12-11 01:00:26 +02:00
Aliaksandr Valialkin
3c076544bf
app/vmselect/promql: allow negative offsets
...
Updates https://github.com/prometheus/prometheus/issues/6282
2019-12-11 01:00:23 +02:00
Aliaksandr Valialkin
c09472dfd9
app/vmselect/promql: add {topk|bottomk}_{min|max|avg|median}
aggregate functions for returning the exact k time series on the given time range
...
The full list of functions added:
- `topk_min(k, q)` - returns top K time series with the max minimums on the given time range
- `topk_max(k, q)` - returns top K time series with the max maximums on the given time range
- `topk_avg(k, q)` - returns top K time series with the max averages on the given time range
- `topk_median(k, q)` - returns top K time series with the max medians on the given time range
- `bottomk_min(k, q)` - returns bottom K time series with the min minimums on the given time range
- `bottomk_max(k, q)` - returns bottom K time series with the min maximums on the given time range
- `bottomk_avg(k, q)` - returns bottom K time series with the min averages on the given time range
- `bottomk_median(k, q)` - returns bottom K time series with the min medians on the given time range
2019-12-05 19:26:47 +02:00
Aliaksandr Valialkin
face3d57bf
app/vmselect: add placeholders for /api/v1/rules
and /api/v1/alerts
2019-12-03 19:36:33 +02:00
Aliaksandr Valialkin
20812008a7
lib/storage: remove metricID with missing metricID->metricName entry
...
The metricID->metricName entry can be missing in the indexdb after unclean shutdown
when only a part of entries for new time series is written into indexdb.
Recover from such a situation by removing the broken metricID. New metricID
will be automatically created for time series with the given metricName
when new data point will arive to it.
2019-12-02 20:46:44 +02:00
Aliaksandr Valialkin
9476b73527
app/vmselect/promql: estimate per-series scrape interval as 0.6 quantile for the first 100 intervals
...
This should improve scrape interval estimation for tiem series with gaps.
2019-12-02 13:42:33 +02:00
Aliaksandr Valialkin
75ff524a4e
app/vmselect/promql: fix corner case for increase
over time series with gaps
...
In this case `increase` could return invalid high value for the first point after the gap.
2019-11-30 01:34:56 +02:00
Aliaksandr Valialkin
4c859d980c
app/vmselect/prometheus: consistently apply nocache
arg to /api/v1/query
the same way ast to /api/v1/query_range
...
Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/241
2019-11-26 22:55:43 +02:00
Aliaksandr Valialkin
110235f789
app/vmselect/prometheus: fix content-type for /api/v1/export
responses
...
The correct Content-Type should be `application/stream+json` instead of `application/json`
Thanks to Joshua Ryder for pointing to this.
2019-11-26 17:45:26 +02:00
Aliaksandr Valialkin
205233d9a7
app/vmselect/promql: remove zero timeseries from prometheus_buckets
output
2019-11-25 19:10:23 +02:00
Aliaksandr Valialkin
3f99f39e9b
app/vmselect/prometheus: reduce default value for -search.latencyOffset
from 60s to 30s
...
30 seconds should be enough for almost all the cases
2019-11-25 16:33:42 +02:00
Aliaksandr Valialkin
e91cb34c0e
app/vmselect/promql: allow nested parens
2019-11-25 16:13:41 +02:00
Aliaksandr Valialkin
826dfd63a5
vendor: update github.com/VictoriaMetrics/metrics from v1.9.0 to v1.9.1
2019-11-25 15:23:01 +02:00
Aliaksandr Valialkin
0401969d78
app/vmselect/promql: re-use metrics.Histogram when calculating histogram function for each point on the graph
...
This should reduce the amounts memory allocations
2019-11-25 14:24:21 +02:00
Aliaksandr Valialkin
da98703748
app/vmselect/promql: optimize binary search over big number of samples during rollup calculations
2019-11-25 14:01:46 +02:00
Aliaksandr Valialkin
c28876172f
app/vmselect/promql: adjust tests after the upgrade of github.com/VictoriaMetrics/metrics from v1.8.3 to v1.9.0
2019-11-25 13:43:57 +02:00
Aliaksandr Valialkin
50ae1879c6
app/vmselect/promql: add histogram
aggregate function, which is useful for building heatmaps from multiple time series
2019-11-24 00:04:25 +02:00