Commit Graph

161 Commits (717a3f8e2546863013e0b3284ae99fa4917115ef)

Author SHA1 Message Date
Arve Knudsen bc9a82f5a1
remote: Improve some comments (#12102)
Improve some comments in storage/remote/queue_manager.go, wrt. general
language and a typo.

Signed-off-by: Arve Knudsen <arve.knudsen@gmail.com>
2023-03-09 11:05:24 +00:00
Arve Knudsen 435b500de7
remote: Convert to RecoverableError using errors.As (#12103)
In storage/remote, try converting to RecoverableError using errors.As,
instead of through direct casting.

Signed-off-by: Arve Knudsen <arve.knudsen@gmail.com>
2023-03-08 13:58:09 -07:00
Julien Pivotto 475f9984d0
Merge pull request #11787 from damnever/perf/avoid-alloc-if-no-externallabels
Avoid allocation during remote write if external labels is empty
2023-02-22 23:38:21 +01:00
Marc Tudurí 721f33dbb0
histograms: Add remote-write support for Float Histograms (#11817)
* adapt code.go and write_handler.go to support float histograms
* adapt watcher.go to support float histograms
* wip adapt queue_manager.go to support float histograms
* address comments for metrics in queue_manager.go
* set test cases for queue manager
* use same counts for histograms and float histograms
* refactor createHistograms tests
* fix float histograms ref in watcher_test.go
* address PR comments

Signed-off-by: Marc Tuduri <marctc@protonmail.com>
2023-01-13 16:39:20 +05:30
Xiaochao Dong (@damnever) 2d61d012ff Avoid copy during remote write if external labels is empty
Signed-off-by: Xiaochao Dong (@damnever) <the.xcdong@gmail.com>
2022-12-30 19:18:30 +08:00
Bryan Boreham abd9909595 Update package storage/remote for new labels.Labels type
`QueueManager.externalLabels` becomes a slice rather than a `Labels` so
we can index into it when doing the merge operation.

Note we avoid calling `Labels.Len()` in `labelProtosToLabels()`.
It isn't necessary - `append()` will enlarge the buffer and we're
expecting to re-use it many times.

Also, we now validate protobuf input before converting to Labels.
This way we can detect errors first, and we don't place unnecessary
requirements on the Labels structure.

Re-do seriesFilter using labels.Builder (albeit N^2).

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>
2022-12-19 15:22:09 +00:00
Ganesh Vernekar 648be89822
Merge remote-tracking branch 'upstream/main' into fix-conflict
Signed-off-by: Ganesh Vernekar <ganeshvern@gmail.com>
2022-10-12 14:20:02 +05:30
Jesus Vazquez 775d90d5f8
TSDB: Rename wal package to wlog (#11352)
The wlog.WL type can now be used to create a Write Ahead Log or a Write
Behind Log.

Before the prefix for wbl metrics was
'prometheus_tsdb_out_of_order_wal_' and has been replaced with
'prometheus_tsdb_out_of_order_wbl_'.

Signed-off-by: Jesus Vazquez <jesus.vazquez@grafana.com>
Signed-off-by: Jesus Vazquez <jesusvazquez@users.noreply.github.com>
Co-authored-by: Ganesh Vernekar <15064823+codesome@users.noreply.github.com>
2022-10-10 20:38:46 +05:30
Ganesh Vernekar f540c1dbd3
Add support for histograms in WAL checkpointing (#11210)
* Add support for histograms in WAL checkpointing

Signed-off-by: Ganesh Vernekar <ganeshvern@gmail.com>

* Fix review comments

Signed-off-by: Ganesh Vernekar <ganeshvern@gmail.com>

* Fix tests

Signed-off-by: Ganesh Vernekar <ganeshvern@gmail.com>

Signed-off-by: Ganesh Vernekar <ganeshvern@gmail.com>
2022-08-29 17:38:36 +05:30
Levi Harrison 0db6b072bc
Export `histogramToHistogramProto()` (#11046)
Signed-off-by: Levi Harrison <git@leviharrison.dev>
2022-07-21 10:12:50 -04:00
Levi Harrison 08f3ddb864
Sparse histogram remote-write support (#11001) 2022-07-14 09:13:12 -04:00
Matej Gera 1dd247f68b
Remote Write: Rename confusing `walDir` parameter to `dir` (#10464)
* Rename walDir parameter to dir

Signed-off-by: Matej Gera <matejgera@gmail.com>

* Improve NewQueueManager comment

Signed-off-by: Matej Gera <matejgera@gmail.com>
2022-05-30 21:45:30 -07:00
Chris Marchbanks a11e73edda
Fix a deadlock between Batch and FlushAndShutdown (#10608)
If FlushAndShutdown is called with a full batchQueue, and then Batch is
called rather than the normal path of reading from a queue a deadlock
might be encountered. Rather than having FlushAndShutdown having
blocking code while holding a lock retry sending the batch every second.

Signed-off-by: Chris Marchbanks <csmarchbanks@gmail.com>
2022-04-20 20:50:41 +02:00
beorn7 79376c1e94 Merge branch 'release-2.33' into beorn7/release 2022-03-08 17:42:49 +01:00
Chris Marchbanks e970acb085
Fix deadlock between adding to queue and getting batch
Do not block when trying to write a batch to the queue. This can cause
appends to lock forever if the only thing reading from the queue needs
the mutex to write. Instead, if batchQueue is full pop the sample that
was just added from the partial batch and return false. The code doing
the appending already handles retries with backoff.

Signed-off-by: Chris Marchbanks <csmarchbanks@gmail.com>
2022-03-07 17:15:57 -07:00
Julien Pivotto b0d70557b7
Merge pull request #10285 from prometheus/release-2.33 2022-02-12 00:02:24 +01:00
Chris Marchbanks bfb1500a38
Fix deadlock when stopping a shard (#10279)
If a queue is stopped and one of its shards happens to hit the
batch_send_deadline at the same time a deadlock can occur where stop
holds the mutex and will not release it until the send is finished, but
the send needs the mutex to retrieve the most recent batch. This is
fixed by using a second mutex just for writing.

In addition, the test I wrote exposed a case where during shutdown a
batch could be sent twice due to concurrent calls to queue.Batch() and
queue.FlushAndShutdown(). Protect these with a mutex as well.

Signed-off-by: Chris Marchbanks <csmarchbanks@gmail.com>
2022-02-11 07:07:41 -07:00
Matej Gera 2c61d29b2a
Tracing: Migrate to OpenTelemetry library (#9724)
Signed-off-by: Matej Gera <matejgera@gmail.com>
2022-01-25 11:08:04 +01:00
Bryan Boreham 954c0e8020 remote_write: round desired shards up before check
Previously we would reject an increase from 2 to 2.5 as being
within 30%; by rounding up first we see this as an increase from 2 to 3.

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>
2022-01-10 09:57:37 +00:00
Bryan Boreham 6d01ce8c4d remote_write: shard up more when backlogged
Change the coefficient from 1% to 5%, so instead of targetting to clear
the backlog in 100s we target 20s.

Update unit test to reflect the new behaviour.

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>
2022-01-10 09:57:37 +00:00
Goutham Veeramachaneni 6696b7a5f0
Don't update metrics on context cancellation
Signed-off-by: Goutham Veeramachaneni <gouthamve@gmail.com>
2022-01-04 10:46:52 +01:00
Goutham Veeramachaneni 1af81dc5c9
Update sent timestamp when write irrecoverably fails.
We have an alert that fires when prometheus_remote_storage_highest_timestamp_in_seconds - prometheus_remote_storage_queue_highest_sent_timestamp_seconds
becomes too high. But we have an agent that fires this when the remote "rate-limits" the user.

This is because prometheus_remote_storage_queue_highest_sent_timestamp_seconds doesn't get updated
when the remote sends a 429.

I think we should update the metrics, and the change I made makes sense. Because if the requests fails
because of connectivity issues, etc. we will never exit the `sendWriteRequestWithBackoff` function. It only
exits the function when there is a non-recoverable error, like a bad status code, and in that case, I think
the metric needs to be updated.

Signed-off-by: Goutham Veeramachaneni <gouthamve@gmail.com>
2022-01-03 11:13:48 +01:00
Bryan Boreham bd6436605d Review feedback
Signed-off-by: Bryan Boreham <bjboreham@gmail.com>
2021-12-09 14:40:44 +00:00
Bryan Boreham 50878ebe5e remote-write: buffer struct instead of interface
This reduces the amount of individual objects allocated, allowing sends
to run a bit faster.

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>
2021-12-03 14:30:42 +00:00
Chris Marchbanks c655684142
Subtract from enqueued samples/exemplars upon send
Right now the values for enqueuedSamples and enqueuedExemplars is never
subtracted leading to inflated values for failedSamples/failedExemplars
when a hard shutdown of a shard occurs.

Signed-off-by: Chris Marchbanks <csmarchbanks@gmail.com>
2021-11-30 12:54:50 -07:00
Chris Marchbanks 319249f9db
Batch samples before sending them to channels
Channels can cause bottlenecks and tons of context switches when reading
hundreds of thousands of samples per second from a single queue.
Instead, pre-batch the samples to amortize the cost of the concurrency
overhead.

Signed-off-by: Chris Marchbanks <csmarchbanks@gmail.com>
2021-11-30 12:54:45 -07:00
Hu Shuai eb43437d83
Fix golint issue (#9800)
Signed-off-by: Hu Shuai <hus.fnst@fujitsu.com>
2021-11-18 09:26:07 +01:00
beorn7 c954cd9d1d Move packages out of deprecated pkg directory
This creates a new `model` directory and moves all data-model related
packages over there:
  exemplar labels relabel rulefmt textparse timestamp value

All the others are more or less utilities and have been moved to `util`:
  gate logging modetimevfs pool runtime

Signed-off-by: beorn7 <beorn@grafana.com>
2021-11-09 08:03:10 +01:00
Dieter Plaetinck cda025b5b5
TSDB: demistify SeriesRefs and ChunkRefs (#9536)
* TSDB: demistify seriesRefs and ChunkRefs

The TSDB package contains many types of series and chunk references,
all shrouded in uint types.  Often the same uint value may
actually mean one of different types, in non-obvious ways.

This PR aims to clarify the code and help navigating to relevant docs,
usage, etc much quicker.

Concretely:

* Use appropriately named types and document their semantics and
  relations.
* Make multiplexing and demuxing of types explicit
  (on the boundaries between concrete implementations and generic
  interfaces).
* Casting between different types should be free.  None of the changes
  should have any impact on how the code runs.

TODO: Implement BlockSeriesRef where appropriate (for a future PR)

Signed-off-by: Dieter Plaetinck <dieter@grafana.com>

* feedback

Signed-off-by: Dieter Plaetinck <dieter@grafana.com>

* agent: demistify seriesRefs and ChunkRefs

Signed-off-by: Dieter Plaetinck <dieter@grafana.com>
2021-11-06 15:40:04 +05:30
sniper f82e56fbba
fix request bytes size and continue is useless (#9635)
Signed-off-by: kalmanzhao <kalmanzhao@tencent.com>

Co-authored-by: kalmanzhao <kalmanzhao@tencent.com>
2021-11-03 14:40:31 +05:30
Mateusz Gozdek b7bdf6fab2 Fix imports formatting
According to
2829908806 (r58457095).

Signed-off-by: Mateusz Gozdek <mgozdekof@gmail.com>
2021-11-02 19:52:34 +01:00
Mateusz Gozdek 1a6c2283a3 Format Go source files using 'gofumpt -w -s -extra'
Part of #9557

Signed-off-by: Mateusz Gozdek <mgozdekof@gmail.com>
2021-11-02 19:52:34 +01:00
Bryan Boreham 5afa606ecb
Remote-write: reuse memory for marshalling (#9412)
By holding a `proto.Buffer` per shard and passing it down to where
marshalling is done, we avoid creating a lot of garbage.

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>
2021-10-29 14:44:40 -07:00
Levi Harrison fac1b57334
Remove Individual Data Type Caps in Per-shard Buffering for Remote Write (#8921)
* Moved everything to nPending buffer

Signed-off-by: Levi Harrison <git@leviharrison.dev>

* Simplify exemplar capacity addition

Signed-off-by: Levi Harrison <git@leviharrison.dev>

* Added pre-allocation

Signed-off-by: Levi Harrison <git@leviharrison.dev>

* Don't allocate if not sending exemplars

Signed-off-by: Levi Harrison <git@leviharrison.dev>
2021-08-09 15:20:53 -06:00
Bryan Boreham 60804c5a09
remote_write: reduce blocking from garbage-collect of series (#9109)
* Refactor: pass segment-reading function as param

To allow a different implementation to be used when garbage-collecting.

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>

* remote_write: reduce blocking from GC of series

Add a method `UpdateSeriesSegment()` which is used together with
`SeriesReset()` to garbage-collect old series. This allows us to
split the lock around queueManager series data and avoid blocking
`Append()` while reading series from the last checkpoint.

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>

* Cosmetic: review feedback on comments

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>

* remote-write benchmark: include GC of series

Reduce the total number of samples per iteration from 5000*5000
(25 million) which is too big for my laptop, to 1*10000.

Extend `createTimeseries()` to add additional labels, so that the
queue manager is doing more realistic work.

Move the Append() call to a background goroutine - this works because
TestWriteClient uses a WaitGroup to signal completion.

Call `StoreSeries()` and `SeriesReset()` while adding samples, to
simulate the garbage-collection that wal.Watcher does.

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>

* Change BenchmarkSampleDelivery to call UpdateSeriesSegment

This matches what Watcher.garbageCollectSeries() is doing now

Signed-off-by: Bryan Boreham <bjboreham@gmail.com>
2021-07-27 13:21:48 -07:00
Levi Harrison d5c3c567d3
Remote Write: Add max samples per metadata send (#8959)
* Added MaxSamplesPerSend

Signed-off-by: Levi Harrison <git@leviharrison.dev>

* Added tests

Signed-off-by: Levi Harrison <git@leviharrison.dev>

* Fixed order of require

Signed-off-by: Levi Harrison <git@leviharrison.dev>

* Added docs

Signed-off-by: Levi Harrison <git@leviharrison.dev>

* writes -> writesReceived

Signed-off-by: Levi Harrison <git@leviharrison.dev>

* Improved send loop

Signed-off-by: Levi Harrison <git@leviharrison.dev>
2021-06-24 15:39:50 -07:00
Levi Harrison b5f6f8fb36 Switched to go-kit/log
Signed-off-by: Levi Harrison <git@leviharrison.dev>
2021-06-11 12:28:36 -04:00
songjiayang 9a01472780 Refactor processExternalLabels method with slice copy for left labels
Signed-off-by: songjiayang <songjiayang1@gmail.com>
2021-05-12 21:31:41 +08:00
Callum Styan 8fd73b1d28
Add Exemplar Remote Write support (#8296)
* Write exemplars to the WAL and send them over remote write.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Update example for exemplars, print data in a more obvious format.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Add metrics for remote write of exemplars.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Fix incorrect slices passed to send in remote write.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* We need to unregister the new metrics.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Address review comments

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Order of exemplar append vs write exemplar to WAL needs to change.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Several fixes to prevent sending uninitialized or incorrect samples with an exemplar. Fix dropping exemplar for missing series. Add tests for queue_manager sending exemplars

Signed-off-by: Martin Disibio <mdisibio@gmail.com>

* Store both samples and exemplars in the same timeseries buffer to remove the alloc when building final request, keep sub-slices in separate buffers for re-use

Signed-off-by: Martin Disibio <mdisibio@gmail.com>

* Condense sample/exemplar delivery tests to parameterized sub-tests

Signed-off-by: Martin Disibio <mdisibio@gmail.com>

* Rename test methods for clarity now that they also handle exemplars

Signed-off-by: Martin Disibio <mdisibio@gmail.com>

* Rename counter variable. Fix instances where metrics were not updated correctly

Signed-off-by: Martin Disibio <mdisibio@gmail.com>

* Add exemplars to LoadWAL benchmark

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* last exemplars timestamp metric needs to convert value to seconds with
ms precision

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Process exemplar records in a separate go routine when loading the WAL.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Address review comments related to clarifying comments and variable
names. Also refactor sample/exemplar to enqueue prompb types.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Regenerate types proto with comments, update protoc version again.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Put remote write of exemplars behind a feature flag.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Address some of Ganesh's review comments.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Move exemplar remote write feature flag to a config file field.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Address Bartek's review comments.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Don't allocate exemplar buffers in queue_manager if we're not going to
send exemplars over remote write.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Add ValidateExemplar function, validate exemplars when appending to head
and log them all to WAL before adding them to exemplar storage.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Address more reivew comments from Ganesh.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Add exemplar total label length check.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Address a few last review comments

Signed-off-by: Callum Styan <callumstyan@gmail.com>

Co-authored-by: Martin Disibio <mdisibio@gmail.com>
2021-05-06 13:53:52 -07:00
Harkishen Singh cd412470d7
Consider status code 429 as recoverable errors to avoid resharding (#8237)
* Consider status code 429 as recoverable errors to avoid resharding.
* Adds support for Retry-After in backoff logic in remote storage.

Signed-off-by: Harkishen-Singh <harkishensingh@hotmail.com>
2021-02-10 15:25:37 -07:00
fuling 4a407210f5 [remote storage] remove sendWriteRequestWithBackoff() "s" and "req" param
Signed-off-by: fuling <fuling.lgz@alibaba-inc.com>
2021-02-04 21:38:32 +08:00
Chris Marchbanks 275f7e7766
Log recoverable remote write errors as warnings (#8412)
Signed-off-by: Chris Marchbanks <csmarchbanks@gmail.com>
2021-01-27 09:38:34 -07:00
kevinForMyself db445844d3
Fix garbage collection about t.droppedSeries in QueueManager.SeriesReset. (#8387)
* Fix memory leak about t.droppedSeries in QueueManager.SeriesReset.

Signed-off-by: kevinForMyself <zise_2001@163.com>

* Fix garbage collection about t.droppedSeries in QueueManager.SeriesReset

Signed-off-by: kevinForMyself <zise_2001@163.com>
2021-01-22 08:03:10 -07:00
gotjosh 4eca4dffb8
Allow metric metadata to be propagated via Remote Write. (#6815)
* Introduce a metadata watcher

Similarly to the WAL watcher, its purpose is to observe the scrape manager and pull metadata. Then, send it to a remote storage.

Signed-off-by: gotjosh <josue@grafana.com>

* Additional fixes after rebasing.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Rework samples/metadata metrics.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Use more descriptive variable names in MetadataWatcher collect.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Fix issues caused during rebasing.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Fix missing metric add and unneeded config code.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Address some review comments.

Signed-off-by: Callum Styan <callumstyan@gmail.com>

* Fix metrics and docs

Signed-off-by: Ganesh Vernekar <cs15btech11018@iith.ac.in>

* Replace assert with require

Signed-off-by: Ganesh Vernekar <cs15btech11018@iith.ac.in>

* Bring back max_samples_per_send metric

Signed-off-by: Ganesh Vernekar <cs15btech11018@iith.ac.in>

* Fix tests

Signed-off-by: Ganesh Vernekar <cs15btech11018@iith.ac.in>

Co-authored-by: Callum Styan <callumstyan@gmail.com>
Co-authored-by: Ganesh Vernekar <cs15btech11018@iith.ac.in>
2020-11-19 20:53:03 +05:30
Jorge Luis Betancourt 4dc755cd27
Add a metric for tracking max_samples_per_send (#8102)
Currently there is no way of tracking the value of the
`max_samples_per_send` configuration option, which is commonly tweaked
when integrating with a remote write backend.

Signed-off-by: Jorge Luis Betancourt Gonzalez <jorge-luis.betancourt@trivago.com>
2020-10-28 11:39:36 +00:00
Julien Pivotto 4e5b1722b3
Move away from testutil, refactor imports (#8087)
Signed-off-by: Julien Pivotto <roidelapluie@inuits.eu>
2020-10-22 11:00:08 +02:00
Julien Pivotto 8c9850c2bb
Remote: Do not collect non-initialized timestamp metrics (#8060)
* Remote: Do not collect non-initialized timestamp metrics

Signed-off-by: Julien Pivotto <roidelapluie@inuits.eu>
2020-10-15 23:53:59 +02:00
Harkishen Singh 072b9649a3
Refactor vars to avoid test failures in storage/remote with -count > 1 (#7934)
* Refactor global vars to avoid failure with run test more than once.

Signed-off-by: Harkishen-Singh <harkishensingh@hotmail.com>

* Register highestRecvTimestamp metric.

Signed-off-by: Harkishen-Singh <harkishensingh@hotmail.com>

* Use local interner vars.

Signed-off-by: Harkishen-Singh <harkishensingh@hotmail.com>

* Declare interner in write storage.

Signed-off-by: Harkishen-Singh <harkishensingh@hotmail.com>
2020-09-24 12:44:18 -06:00
Javier Palomo Almena b58a613443
Replace sync/atomic with uber-go/atomic (#7683)
* storage: Replace usage of sync/atomic with uber-go/atomic

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* tsdb: Replace usage of sync/atomic with uber-go/atomic

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* web: Replace usage of sync/atomic with uber-go/atomic

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* notifier: Replace usage of sync/atomic with uber-go/atomic

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* cmd: Replace usage of sync/atomic with uber-go/atomic

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* scripts: Verify that we are not using restricted packages

It checks that we are not directly importing 'sync/atomic'.

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* Reorganise imports in blocks

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* notifier/test: Apply PR suggestions

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* storage/remote: avoid storing references on newEntry

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* Revert "scripts: Verify that we are not using restricted packages"

This reverts commit 278d32748e.

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>

* web: Group imports accordingly

Signed-off-by: Javier Palomo <javier.palomo.almena@gmail.com>
2020-07-30 13:15:42 +05:30
Joe Elliott 04b028f1e6
Exports recoverable error (#7689)
Signed-off-by: Joe Elliott <number101010@gmail.com>
2020-07-29 11:08:25 -06:00