Commit Graph

41 Commits

Author SHA1 Message Date
Shivam Garg ab361747a8
Migrated commons-lang usages to commons-lang3 (#17156) 2024-09-28 10:28:11 +02:00
Jonathan Wei 088c33759d
Allow druid.azure.account to be nullable (#16960) 2024-09-02 12:05:51 +05:30
Andreas Maechler 40ba429c5f
More validation for Azure account config (#16561)
* Mark `account` as NotNull

* Remove account test

Handled by annotation now

* Cleanup account config

* Mark container as not-null.
2024-06-07 13:24:15 -07:00
Andreas Maechler e6a82e8a11
Only create container in `AzureStorage` for write operations (#16558)
* Remove unused constants

* Refactor getBlockBlobLength

* Better link

* Upper-case log

* Mark defaultStorageAccount nullable

This is the case if you do not use Azure for deep-storage but ingest from Azure blobs.

* Do not always create a new container if it doesn't exist

Specifically, only create a container if uploading a blob or writing a blob stream

* Add lots of comments, group methods

* Revert "Mark defaultStorageAccount nullable"

* Add mockito for junit

* Add extra test

* Add comment

Thanks George.

* Pass blockSize as Long

* Test more branches...
2024-06-07 09:47:51 -07:00
Akshat Jain 03a38be446
Optimize S3 storage writing for MSQ durable storage (#16481)
* Optimise S3 storage writing for MSQ durable storage

* Get rid of static ConcurrentHashMap

* Fix static checks

* Fix tests

* Remove unused constructor parameter chunkValidation + relevant cleanup

* Assert etags as String instead of Integer

* Fix flaky test

* Inject executor service

* Make threadpool size dynamic based on number of cores

* Fix S3StorageDruidModuleTest

* Fix S3StorageConnectorProviderTest

* Fix injection issues

* Add S3UploadConfig to manage maximum number of concurrent chunks dynamically based on chunk size

* Address the minor review comments

* Refactor S3UploadConfig + ExecutorService into S3UploadManager

* Address review comments

* Make updateChunkSizeIfGreater() synchronized instead of recomputeMaxConcurrentNumChunks()

* Address the minor review comments

* Fix intellij-inspections check

* Refactor code to use futures for maxNumConcurrentChunks. Also use executor service with blocking queue for backpressure semantics.

* Update javadoc

* Get rid of cyclic dependency injection between S3UploadManager and S3OutputConfig

* Fix RetryableS3OutputStreamTest

* Remove unnecessary synchronization parts from RetryableS3OutputStream

* Update javadoc

* Add S3UploadManagerTest

* Revert back to S3StorageConnectorProvider extends S3OutputConfig

* Address Karan's review comments

* Address Kashif's review comments

* Change a log message to debug

* Address review comments

* Fix intellij-inspections check

* Fix checkstyle

---------

Co-authored-by: asdf2014 <asdf2014@apache.org>
2024-06-07 11:33:16 +05:30
Andreas Maechler 02caa50fd0
Remove unused interface from Azure extension (#16541) 2024-06-04 08:21:26 +05:30
Andreas Maechler 6c7443c93a
Update Azure extension tests to JUnit 5 (#16521)
Changes:
- Loosely followed the steps in the migration guide at
https://junit.org/junit5/docs/current/user-guide/#migrating-from-junit4
- Updated POM to add JUnit 5 dependencies
- Updated imports to JUnit 5 packages
- Updated annotations (Lifecycle annotations like `@BeforeEach`)
- Updated exception testing (`assertThrows`)
- Updated temporary path handling (use `@TempDir` annotation)
- Various other updates (replace other `Rule` usages, make sure to use JUnit 5 assertions)
2024-06-04 08:19:48 +05:30
Karan Kumar d0916865d0
Fix race in AzureClient factory fetch (#16525)
* Fix race in AzureClient factory fetch

* Fixing forbidden check.

* Renaming variable.
2024-06-01 22:50:44 +05:30
George Shiqi Wu 40ebaf83c9
Fix bug with mmless ingestion and compaction tasks on azure (#16065)
* Update azure behavior to match s3

* Add test

* Cleanup logic

* fix checkstyle

* Add comment
2024-03-08 15:42:44 -05:00
zachjsh 720f1e834a
Add support for AzureDNSZone enabled storage accounts used for deep storage (#16016)
* Add support for AzureDNSZone enabled storage accounts used for deep storage

Added a new config to AzureAccountConfig

`storageAccountEndpointSuffix`

which allows the user to specify a storage account endpoint suffix where the underlying
storage account is enabled for AzureDNSZone. The previous config `endpointSuffix`, did not allow
support for such accounts. The previous config has been deprecated in favor of this new config. Also
fixed an issue where `managedIdentityClientId` was not being set properly

* * address review comments

* * add back azure government link and docs
2024-03-04 16:13:28 -05:00
George Shiqi Wu 5edfa9429f
Batch kill in azure (#15770)
* Multi kill

* add some unit tests

* Fix param

* Fix deleteBatchFiles

* Fix unit tests

* Add tests

* Save work on batch kill

* add tests

* Fix unit tests

* Update extensions-core/azure-extensions/src/main/java/org/apache/druid/storage/azure/AzureDataSegmentKiller.java

Co-authored-by: Suneet Saldanha <suneet@apache.org>

* Fix unit tests

* Update extensions-core/azure-extensions/src/test/java/org/apache/druid/storage/azure/AzureStorageTest.java

Co-authored-by: Suneet Saldanha <suneet@apache.org>

* fix test

* fix test

* Add test

---------

Co-authored-by: Suneet Saldanha <suneet@apache.org>
2024-01-31 13:41:15 -05:00
George Shiqi Wu dbcfb2bb8b
Allow null values for account when injecting (#15777) 2024-01-30 16:55:45 -05:00
George Shiqi Wu 3e512249e3
Azure multi read options (#15630)
* Include new dependencies

* Mostly implemented

* More azure fixes

* Tests passing

* Unit tests running

* Test running after removing storage exception

* Happy with coverage now

* Add more tests

* fix client factory

* cleanup from testing

* Remove old client

* update docs

* Exclude from spellcheck

* Add licenses

* Fix identity version

* Save work

* Add azure clients

* add licenses

* typos

* Add dependencies

* Exception is not thrown

* Fix intellij check

* Don't need to override

* specify length

* urldecode

* encode path

* Fix checks

* Revert urlencode changes

* Urlencode with azure library

* Update docs/development/extensions-core/azure.md

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>

* PR changes

* Update docs/development/extensions-core/azure.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Add config for multiple storage accounts

* Deprecate AzureTaskLogsConfig.maxRetries

* Clean up azure retry block

* logic update to reuse clients

* fix comments

* Create container conditionally

* Fix key auth

* save work

* Fix unit tests

* Revert old azure input type

* Separate input source

* save work

* Add support for app registrations

* Fix unit tests

* clean up spacing

* Add coverage

* fixes from testing

* cleanup some caching behavior

* Add docs

* Fix spelling issues

* fix more spelling errors'

* Fix intellij inspections

* add simple changes from pr

* save work on fixing bug

* Fix unit tests

* Add more testing

* Fix unit test

* Add tests

* Add annotation for azureStorage

* Fix up docs

* Add comment for list method

* Fix tests

* Remove uneeded toString

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Update docs/ingestion/input-sources.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* PR changes

* fix injection of StorageConnector

* Fix checkstyle

* clean up unit tests

* More pr fixes

---------

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>
Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>
2024-01-25 13:29:16 -05:00
George Shiqi Wu ef0232290c
Fix AzureStorage.batchDeleteFiles (#15730)
* Fix param

* Fix deleteBatchFiles

* Fix unit tests

* Add tests
2024-01-24 14:37:58 -05:00
George Shiqi Wu dd03f7061a
Implement task payload management with azure storage (#15695)
* Implement task payload manageent with azure storage

* Remove unnecessary parameter
2024-01-18 13:21:36 -05:00
Misha ea6ba40ce1
Add support for Azure Goverment storage (#15523)
Added support for Azure Government storage in Druid Azure-Extensions. This enhancement allows the Azure-Extensions to be compatible with different Azure storage types by updating the endpoint suffix from a hardcoded value to a configurable one.
2024-01-09 22:33:32 +05:30
George Shiqi Wu 8e95cea8e5
Azure client upgrade to allow identity options (#15287)
* Include new dependencies

* Mostly implemented

* More azure fixes

* Tests passing

* Unit tests running

* Test running after removing storage exception

* Happy with coverage now

* Add more tests

* fix client factory

* cleanup from testing

* Remove old client

* update docs

* Exclude from spellcheck

* Add licenses

* Fix identity version

* Save work

* Add azure clients

* add licenses

* typos

* Add dependencies

* Exception is not thrown

* Fix intellij check

* Don't need to override

* specify length

* urldecode

* encode path

* Fix checks

* Revert urlencode changes

* Urlencode with azure library

* Update docs/development/extensions-core/azure.md

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>

* PR changes

* Update docs/development/extensions-core/azure.md

Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>

* Deprecate AzureTaskLogsConfig.maxRetries

* Clean up azure retry block

* logic update to reuse clients

* fix comments

* Create container conditionally

* Fix key auth

* Remove container client logic

* Add some more testing

* Update comments

* Add a comment explaining client reuse

* Move logic to factory class

* use bom for dependency management

* fix license versions

---------

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>
Co-authored-by: 317brian <53799971+317brian@users.noreply.github.com>
2024-01-03 18:36:05 -05:00
Gian Merlino d87d92bc43
Add system fields to input sources. (#15276)
* Add system fields to input sources.

Main changes:

1) The SystemField enum defines system fields "__file_uri", "__file_path",
   and "__file_bucket". They are associated with each input entity.

2) The SystemFieldInputSource interface can be added to any InputSource
   to make it system-field-capable. It sets up serialization of a list
   of configured "systemFields" in the JSON form of the input source, and
   provides a method getSystemFieldValue for computing the value of each
   system field. Cloud object, HDFS, HTTP, and Local now have this.

* Fix various LocalInputSource calls.

* Fix style stuff.

* Fixups.

* Fix tests and coverage.
2023-11-02 10:31:28 -07:00
Laksh Singla 8f102f9031
Introduce StorageConnector for Azure (#14660)
The Azure connector is introduced and MSQ's fault tolerance and durable storage can now be used with Microsoft Azure's blob storage. Also, the results of newly introduced queries from deep storage can now store and fetch the results from Azure's blob storage.
2023-08-09 12:25:27 +00:00
zachjsh e75fb8e8e3
Account for data format and compression in MSQ auto taskAssignment (#14307)
### Description

This change allows for consideration of the input format and compression  when computing how to split the input files among available tasks, in MSQ ingestion, when considering the value of the  `maxInputBytesPerWorker` query context parameter. This query parameter allows users to control the maximum number of bytes, with granularity of input file / object, that ingestion tasks will be assigned to ingest. With this change, this context parameter now denotes the estimated weighted size in bytes of the input to split on, with consideration for input format and compression format, rather than the actual file size, reported by the file system.  We assume uncompressed newline delimited json as a baseline, with scaling factor of `1`. This means that when computing the byte weight that a file has towards the input splitting, we take the file size as is, if uncompressed json, 1:1. It was found during testing that gzip compressed json, and parquet, has scale factors of `4` and `8` respectively, meaning that each byte of data is weighted 4x and 8x respectively, when computing input splits. This weighted byte scaling is only considered for MSQ ingestion that uses either LocalInputSource or CloudObjectInputSource at the moment. The default value of the `maxInputBytesPerWorker` query context parameter has been updated from 10 GiB, to 512 MiB
2023-06-01 12:53:49 -07:00
Nicholas Lippis 9d4cc501f7
return task status reported by peon (#14040)
* return task status reported by peon

* Write TaskStatus to file in AbstractTask.cleanUp

* Get TaskStatus from task log

* Fix merge conflicts in AbstractTaskTest

* Add unit tests for TaskLogPusher, TaskLogStreamer, NoopTaskLogs to satisfy code coverage

* Add license headerss

* Fix style

* Remove unknown exception declarations
2023-04-24 12:05:39 -07:00
zachjsh 5c0221375c
Allow for Input source security in native task layer (#14003)
Fixes #13837.

### Description

This change allows for input source type security in the native task layer.

To enable this feature, the user must set the following property to true:

`druid.auth.enableInputSourceSecurity=true`

The default value for this property is false, which will continue the existing functionality of needing authorization to write to the respective datasource.

When this config is enabled, the users will be required to be authorized for the following resource action, in addition to write permission on the respective datasource.

`new ResourceAction(new Resource(ResourceType.EXTERNAL, {INPUT_SOURCE_TYPE}, Action.READ`

where `{INPUT_SOURCE_TYPE}` is the type of the input source being used;, http, inline, s3, etc..

Only tasks that provide a non-default implementation of the `getInputSourceResources` method can be submitted when config `druid.auth.enableInputSourceSecurity=true` is set. Otherwise, a 400 error will be thrown.
2023-04-06 13:13:09 -04:00
Gian Merlino 319f99db05
Always use file sizes when determining batch ingest splits (#13955)
* Always use file sizes when determining batch ingest splits.

Main changes:

1) Update CloudObjectInputSource and its subclasses (S3, GCS,
   Azure, Aliyun OSS) to use SplitHintSpecs in all cases. Previously, they
   were only used for prefixes, not uris or objects.

2) Update ExternalInputSpecSlicer (MSQ) to consider file size. Previously,
   file size was ignored; all files were treated as equal weight when
   determining splits.

A side effect of these changes is that we'll make additional network
calls to find the sizes of objects when users specify URIs or objects
as opposed to prefixes. IMO, this is worth it because it's the only way
to respect the user's split hint and task assignment settings.

Secondary changes:

1) S3, Aliyun OSS: Use getObjectMetadata instead of listObjects to get
   metadata for a single object. This is a simpler call that is also
   expected to be less expensive.

2) Azure: Fix a bug where getBlobLength did not populate blob
   reference attributes, and therefore would not actually retrieve the
   blob length.

3) MSQ: Align dynamic slicing logic between ExternalInputSpecSlicer and
   TableInputSpecSlicer.

4) MSQ: Adjust WorkerInputs to ensure there is always at least one
   worker, even if it has a nil slice.

* Add msqCompatible to testGroupByWithImpossibleTimeFilter.

* Fix tests.

* Add additional tests.

* Remove unused stuff.

* Remove more unused stuff.

* Adjust thresholds.

* Remove irrelevant test.

* Fix comments.

* Fix bug.

* Updates.
2023-04-05 08:54:01 -07:00
Tejaswini Bandlamudi 7103cb4b9d
Removes FiniteFirehoseFactory and its implementations (#12852)
The FiniteFirehoseFactory and InputRowParser classes were deprecated in 0.17.0 (#8823) in favor of InputSource & InputFormat. This PR removes the FiniteFirehoseFactory and all its implementations along with classes solely used by them like Fetcher (Used by PrefetchableTextFilesFirehoseFactory). Refactors classes including tests using FiniteFirehoseFactory to use InputSource instead.
Removing InputRowParser may not be as trivial as many classes that aren't deprecated depends on it (with no alternatives), like EventReceiverFirehoseFactory. Hence FirehoseFactory, EventReceiverFirehoseFactory, and Firehose are marked deprecated.
2023-03-02 18:07:17 +05:30
Kashif Faraz 8ff1b2d5d4
Revert "Add filter in cloud object input source for backward compatibility (#13437)" (#13450)
This reverts commit b12e5f300e.
2022-11-30 16:33:05 +05:30
Tejaswini Bandlamudi b12e5f300e
Add filter in cloud object input source for backward compatibility (#13437)
https://github.com/apache/druid/pull/13027 PR replaces `filter` parameter with
`objectGlob` in ingestion input source. However, this will cause existing ingestion
jobs to fail if they are using a filter already. This PR adds old filter functionality
alongside objectGlob to preserve backward compatibility.
2022-11-28 23:04:33 +05:30
Didip Kerabat 56d5c9780d
Use standard library to correctly glob and stop at the correct folder structure when filtering cloud objects (#13027)
* Use standard library to correctly glob and stop at the correct folder structure when filtering cloud objects.

Removed:

import org.apache.commons.io.FilenameUtils;

Add:

import java.nio.file.FileSystems;
import java.nio.file.PathMatcher;
import java.nio.file.Paths;

* Forgot to update CloudObjectInputSource as well.

* Fix tests.

* Removed unused exceptions.

* Able to reduced user mistakes, by removing the protocol and the bucket on filter.

* add 1 more test.

* add comment on filterWithoutProtocolAndBucket

* Fix lint issue.

* Fix another lint issue.

* Replace all mention of filter -> objectGlob per convo here:

https://github.com/apache/druid/pull/13027#issuecomment-1266410707

* fix 1 bad constructor.

* Fix the documentation.

* Don’t do anything clever with the object path.

* Remove unused imports.

* Fix spelling error.

* Fix incorrect search and replace.

* Addressing Gian’s comment.

* add filename on .spelling

* Fix documentation.

* fix documentation again

Co-authored-by: Didip Kerabat <didip@apple.com>
2022-11-10 23:46:40 -08:00
Abhishek Agarwal e3f9a0ed44
Lazy initialization of segment killers, movers and archivers (#13170)
* Lazy initialization of segment killers, movers and archivers

* Add test for lazy killer

* Add more tests

* Intellij fixes
2022-10-04 15:55:46 +05:30
Karan Kumar 275f834b2a
Race in Task report/log streamer (#12931)
* Fixing RACE in HTTP remote task Runner

* Changes in the interface

* Updating documentation

* Adding test cases to SwitchingTaskLogStreamer

* Adding more tests
2022-08-25 17:56:01 -07:00
Didip Kerabat 6ddb828c7a
Able to filter Cloud objects with glob notation. (#12659)
In a heterogeneous environment, sometimes you don't have control over the input folder. Upstream can put any folder they want. In this situation the S3InputSource.java is unusable.

Most people like me solved it by using Airflow to fetch the full list of parquet files and pass it over to Druid. But doing this explodes the JSON spec. We had a situation where 1 of the JSON spec is 16MB and that's simply too much for Overlord.

This patch allows users to pass {"filter": "*.parquet"} and let Druid performs the filtering of the input files.

I am using the glob notation to be consistent with the LocalFirehose syntax.
2022-06-24 11:40:08 +05:30
Karan Kumar b94390ba33
Adding Shared Access resource support for azure (#12266)
Azure Blob storage has multiple modes of authentication. One of them is Shared access resource
. This is very useful in cases when we do not want to add the account key in the druid properties .
2022-02-22 18:27:43 +05:30
Jihoon Son ab3d994a17
Lazy instantiation for segmentKillers, segmentMovers, and segmentArchivers (#12207)
* working

* Lazily load segmentKillers, segmentMovers, and segmentArchivers

* more tests

* test-jar plugin

* more coverage

* lazy client

* clean up changes

* checkstyle

* i did not change the branch condition

* adjust failure rate to run tests faster

* javadocs

* checkstyle
2022-02-08 13:02:06 -08:00
Gian Merlino babf00f8e3
Migrate File.mkdirs to FileUtils.mkdirp. (#11879)
* Migrate File.mkdirs to FileUtils.mkdirp.

* Remove unused imports.

* Fix LookupReferencesManager.

* Simplify.

* Also migrate usages of forceMkdir.

* Fix var name.

* Fix incorrect call.

* Update test.
2021-11-09 11:10:49 -08:00
Parag Jain c7b46671b3
option to use deep storage for storing shuffle data (#11507)
Fixes #11297.
Description

Description and design in the proposal #11297
Key changed/added classes in this PR

    *DataSegmentPusher
    *ShuffleClient
    *PartitionStat
    *PartitionLocation
    *IntermediaryDataManager
2021-08-13 16:40:25 -04:00
Jihoon Son b5b3e6ecce
Add maxNumFiles to splitHintSpec (#10243)
* Add maxNumFiles to splitHintSpec

* missing link

* fix build failure; use maxNumFiles for integration tests

* spelling

* lower default

* Update docs/ingestion/native-batch.md

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>

* address comments; change default maxSplitSize

* spelling

* typos and doc

* same change for segments splitHintSpec

* fix build

* fix build

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>
2020-08-21 09:43:58 -07:00
Suneet Saldanha 1ced3b33fb
IntelliJ inspections cleanup (#9339)
* IntelliJ inspections cleanup

* Standard Charset object can be used
* Redundant Collection.addAll() call
* String literal concatenation missing whitespace
* Statement with empty body
* Redundant Collection operation
* StringBuilder can be replaced with String
* Type parameter hides visible type

* fix warnings in test code

* more test fixes

* remove string concatenation inspection error

* fix extra curly brace

* cleanup AzureTestUtils

* fix charsets for RangerAdminClient

* review comments
2020-04-10 10:04:40 -07:00
zachjsh e855c7fe1b
Allow Cloud Deep Storage configs without segment bucket or path specified (#9588)
* Allow Cloud SegmentKillers to be instantiated without segment bucket or path

This change fixes a bug that was introduced that causes ingestion
to fail if data is ingested from one of the supported cloud storages
(Azure, Google, S3), and the user is using another type of storage
for deep storage. In this case the all segment killer implementations
are instantiated. A change recently made forced a dependency between
the supported cloud storage type SegmentKiller classes and the
deep storage configuration for that storage type being set, which
forced the deep storage bucket and prefix to be non-null. This caused
a NullPointerException to be thrown when instantiating the
SegmentKiller classes during ingestion.

To fix this issue, the respective deep storage segment configs for the
cloud storage types supported in druid are now allowed to have nullable
bucket and prefix configurations

* * Allow google deep storage bucket to be null
2020-04-01 11:57:32 -07:00
zachjsh 4870ad7b56
Azure deep storage does not work with datasource name containing non-ASCII chars (#9525)
* Azure deep storage does not work with datasource name containing non-ASCII chars

Fixed a bug where recording the segment file location fails when
using Azure Deep Storage, if the datasource has any special
characters

* * update jacoco thresholds

* * resolve merge conflicts
* address review comments
2020-03-19 12:32:35 -07:00
zachjsh b18dd2b7a9
Ability to Delete task logs and segments from Azure Storage (#9523)
* Ability to Delete task logs and segments from Azure Storage

* implement ability to delete all tasks logs or all task logs
  written before a particular date when written to Azure storage

* implement ability to delete all segments from Azure deep storage

* * Address review comments
2020-03-18 17:59:17 -07:00
Jihoon Son 9466ac7c9b
Skip empty files for local, hdfs, and cloud input sources (#9450)
* Skip empty files for local, hdfs, and cloud input sources

* split hint spec doc

* doc for skipping empty files

* fix typo; adjust tests

* unnecessary fluent iterable

* address comments

* fix test

* use the right lists

* fix test

* fix test
2020-03-03 20:51:06 -08:00
zachjsh d771b42ed1
Move Azure extension into Core (#9394)
* Move Azure extension into Core

Moving the azure extension into Core.

* * Fix build failure

* * Add The MIT License (MIT) to list of compatible licenses

* * Address review comments

* * change reference to contrib azure to core azure

* * Fix spelling mistakes.
2020-02-25 17:49:16 -08:00