Commit Graph

508 Commits

Author SHA1 Message Date
Gian Merlino 90d8f67e3d
Avoid creating new RelDataTypeFactory during SQL planning. (#13904)
* Avoid creating new RelDataTypeFactory during SQL planning.

Reduces unnecessary CPU cycles.

* Fix.
2023-03-08 21:55:49 -08:00
Nicholas Lippis faac43eabe
Use base task dir in kubernetes task runner (#13880)
* Use TaskConfig to get task dir in KubernetesTaskRunner

* Use the first path specified in baseTaskDirPaths instead of deprecated baseTaskDirPath

* Use getBaseTaskDirPaths in generate command
2023-03-07 15:30:42 -07:00
Nicholas Lippis cd4ad5123a
Stream Kubernetes Job Logs (#13869)
Streams Kubernetes job logs from the Kubernetes client to a file on the machine instead of reading the logs into memory and then writing to a file.
2023-03-06 19:52:42 +05:30
Nicholas Lippis 7123681ada
Allow druid-kubernetes-overlord-extensions to be loaded in any druid service (#13872)
Allow druid-kubernetes-overlord-extensions to be loaded in any druid service
2023-03-03 23:53:12 +05:30
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
Nicholas Lippis 1aae37f7d6
Fix expectedSingleiContainerOutput.yaml spelling (#13870) 2023-03-02 00:07:15 -08:00
Clint Wylie 38ac71ee56
one version of mockito is more than enough (#13871) 2023-03-01 23:27:18 -08:00
Nicholas Lippis d32dc1b0c9
Remove K8sOverlordConfig.java (#13866) 2023-03-02 09:43:48 +05:30
Clint Wylie 08b5951cc5
merge druid-core, extendedset, and druid-hll into druid-processing to simplify everything (#13698)
* merge druid-core, extendedset, and druid-hll into druid-processing to simplify everything
* fix poms and license stuff
* mockito is evil
* allow reset of JvmUtils RuntimeInfo if tests used static injection to override
2023-02-17 14:27:41 -08:00
Churro c1f283fd31
Better sidecar support (#13655)
* Better sidecar support

* remove un-thrown exception from test

* Druid you are such a stickler about spelling :)

* Only require the primaryContainerName, no need to exclude containers
2023-02-14 10:56:15 +05:30
AmatyaAvadhanula 0cf1fc3d55
Indexing on multiple disks (#13476)
* Initial commit

* Simple UTs

* Parameterize tests

* Parameterized tests for k8s task runner

* Fix restore bug

* Refactor TaskStorageDirTracker

* Change CliPeon args
2023-02-08 11:31:34 +05:30
Clint Wylie 2d3bee8545
various nested column (and other) fixes (#13732)
changes:
* modified druid schema column type compution to special case COMPLEX<json> handling to choose COMPLEX<json> if any column in any segment is COMPLEX<json>
* NestedFieldVirtualColumn can now work correctly on any type of column, returning either a column selector if a root path, or nil selector if not
* fixed a random bug with NilVectorSelector when using a vector size larger than the default and druid.generic.useDefaultValueForNull=false would have the nulls vector set to all false instead of true
* fixed an overly aggressive check in ExprEval.ofType when handling complex types which would try to treat any string as base64 without gracefully falling back if it was not in fact base64 encoded, along with special handling for complex<json>
* added ExpressionVectorSelectors.castValueSelectorToObject and ExpressionVectorSelectors.castObjectSelectorToNumeric as convience methods to cast vector selectors using cast expressions without the trouble of constructing an expression. the polymorphic nature of the non-vectorized engine (and significantly larger overhead of non-vectorized expression processing) made adding similar methods for non-vectorized selectors less attractive and so have not been added at this time
* fix inconsistency between nested column indexer and serializer in handling values (coerce non primitive and non arrays of primitives using asString)
* ExprEval best effort mode now handles byte[] as string
* added test for ExprEval.bestEffortOf, and add missing conversion cases that tests uncovered
* more tests more better
2023-02-06 19:48:02 -08:00
Kashif Faraz 78ae0b7533
Upgrade to netty 4.1.86.Final to address CVEs (#13604)
This commit addresses the following CVEs:
- CVE-2021-43797
- CVE-2022-41881
2022-12-23 01:44:01 +05:30
Kashif Faraz 58a3acc2c4
Add InputStats to track bytes processed by a task (#13520)
This commit adds a new class `InputStats` to track the total bytes processed by a task.
The field `processedBytes` is published in task reports along with other row stats.

Major changes:
- Add class `InputStats` to track processed bytes
- Add method `InputSourceReader.read(InputStats)` to read input rows while counting bytes.
> Since we need to count the bytes, we could not just have a wrapper around `InputSourceReader` or `InputEntityReader` (the way `CountableInputSourceReader` does) because the `InputSourceReader` only deals with `InputRow`s and the byte information is already lost.
- Classic batch: Use the new `InputSourceReader.read(inputStats)` in `AbstractBatchIndexTask`
- Streaming: Increment `processedBytes` in `StreamChunkParser`. This does not use the new `InputSourceReader.read(inputStats)` method.
- Extend `InputStats` with `RowIngestionMeters` so that bytes can be exposed in task reports

Other changes:
- Update tests to verify the value of `processedBytes`
- Rename `MutableRowIngestionMeters` to `SimpleRowIngestionMeters` and remove duplicate class
- Replace `CacheTestSegmentCacheManager` with `NoopSegmentCacheManager`
- Refactor `KafkaIndexTaskTest` and `KinesisIndexTaskTest`
2022-12-13 18:54:42 +05:30
somu-imply 7682b0b6b1
Analysis refactor (#13501)
Refactor DataSource to have a getAnalysis method()

This removes various parts of the code where while loops and instanceof
checks were being used to walk through the structure of DataSource objects
in order to build a DataSourceAnalysis.  Instead we just ask the DataSource
for its analysis and allow the stack to rebuild whatever structure existed.
2022-12-12 17:35:44 -08:00
Paul Rogers b76ff16d00
SQL test framework extensions (#13426)
SQL test framework extensions

* Capture planner artifacts: logical plan, etc.
* Planner test builder validates the logical plan
* Validation for the SQL resut schema (we already have
  validation for the Druid row signature)
* Better Guice integration: properties, reuse Guice modules
* Avoid need for hand-coded expr, macro tables
* Retire some of the test-specific query component creation
* Fix query log hook race condition
2022-12-02 09:11:59 -08:00
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
Kashif Faraz 7cf761cee4
Prepare master branch for next release, 26.0.0 (#13401)
* Prepare master branch for next release, 26.0.0

* Use docker image for druid 24.0.1

* Fix version in druid-it-cases pom.xml
2022-11-22 15:31:01 +05:30
imply-cheddar 6b9344cd39
Persist legacy LatestPairs for now (#13378)
We added compression to the latest/first pair storage, but
the code change was forcing new things to be persisted
with the new format, meaning that any segment created with
the new code cannot be read by the old code.  Instead, we
need to default to creating the old format and then remove that default in a future version.
2022-11-17 21:37:02 +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
AmatyaAvadhanula a2013e6566
Enhance streaming ingestion metrics (#13331)
Changes:
- Add a metric for partition-wise kafka/kinesis lag for streaming ingestion.
- Emit lag metrics for streaming ingestion when supervisor is not suspended and state is in {RUNNING, IDLE, UNHEALTHY_TASKS, UNHEALTHY_SUPERVISOR}
- Document metrics
2022-11-09 23:44:15 +05:30
Paul Rogers 7e600d2c63
Enhancements to the Calcite test framework (#13283)
* Enhancements to the Calcite test framework
* Standardize "Unauthorized" messages
* Additional test framework extension points
* Resolved joinable factory dependency issue
2022-11-08 14:28:49 -08:00
Churro 9a684af3c9
Fixing the K8s task runner to work with MSQ (#13305)
* Fixing the K8s task runner to work with MSQ

* Sorry incomplete PR

Co-authored-by: Rahul Gidwani <r_gidwani@apple.com>
2022-11-08 14:41:05 +05:30
dependabot[bot] 081508f1aa
Bump commons-text from 1.9 to 1.10.0 in /extensions-contrib/kubernetes-overlord-extensions (#13299)
* Bump commons-text in /extensions-contrib/kubernetes-overlord-extensions

Bumps commons-text from 1.9 to 1.10.0.

---
updated-dependencies:
- dependency-name: org.apache.commons:commons-text
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

* Cleanup pom

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Frank Chen <frank.chen021@outlook.com>
2022-11-05 15:21:39 +08:00
DENNIS c5fcc03bdf
PrometheusEmitter NullPointerException fix (#13286)
* PrometheusEmitter NullPointerException fix

* Improved null value judgment in pushMetric

* Delete meaningless judgments about namespace

* Delete unnecessary @Nullable above namespace attribute
2022-11-03 18:50:27 +08:00
Dr. Sizzles e5ad24ff9f
Support for middle manager less druid, tasks launch as k8s jobs (#13156)
* Support for middle manager less druid, tasks launch as k8s jobs

* Fixing forking task runner test

* Test cleanup, dependency cleanup, intellij inspections cleanup

* Changes per PR review

Add configuration option to disable http/https proxy for the k8s client
Update the docs to provide more detail about sidecar support

* Removing un-needed log lines

* Small changes per PR review

* Upon task completion we callback to the overlord to update the status / locaiton, for slower k8s clusters, this reduces locking time significantly

* Merge conflict fix

* Fixing tests and docs

* update tiny-cluster.yaml 

changed `enableTaskLevelLogPush` to `encapsulatedTask`

* Apply suggestions from code review

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

* Minor changes per PR request

* Cleanup, adding test to AbstractTask

* Add comment in peon.sh

* Bumping code coverage

* More tests to make code coverage happy

* Doh a duplicate dependnecy

* Integration test setup is weird for k8s, will do this in a different PR

* Reverting back all integration test changes, will do in anotbher PR

* use StringUtils.base64 instead of Base64

* Jdk is nasty, if i compress in jdk 11 in jdk 17 the decompressed result is different

Co-authored-by: Rahul Gidwani <r_gidwani@apple.com>
Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>
2022-11-02 19:44:47 -07:00
Paul Rogers 86e6e61e88
Modular Calcite Test Framework (#12965)
* Refactor Calcite test "framework" for planner tests

Refactors the current Calcite tests to make it a bit easier
to adjust the set of runtime objects used within a test.

* Move data creation out of CalciteTests into TestDataBuilder
* Move "framework" creation out of CalciteTests into
  a QueryFramework
* Move injector-dependent functions from CalciteTests
  into QueryFrameworkUtils
* Wrapper around the planner factory, etc. to allow
  customization.
* Bulk of the "framework" created once per class rather
  than once per test.
* Refactor tests to use a test builder
* Change all testQuery() methods to use the test builder.
Move test execution & verification into a test runner.
2022-10-20 15:45:44 -07:00
Gian Merlino 6aca61763e
SQL: Use timestamp_floor when granularity is not safe. (#13206)
* SQL: Use timestamp_floor when granularity is not safe.

PR #12944 added a check at the execution layer to avoid materializing
excessive amounts of time-granular buckets. This patch modifies the SQL
planner to avoid generating queries that would throw such errors, by
switching certain plans to use the timestamp_floor function instead of
granularities. This applies both to the Timeseries query type, and the
GroupBy timestampResultFieldGranularity feature.

The patch also goes one step further: we switch to timestamp_floor
not just in the ETERNITY + non-ALL case, but also if the estimated
number of time-granular buckets exceeds 100,000.

Finally, the patch modifies the timestampResultFieldGranularity
field to consistently be a String rather than a Granularity. This
ensures that it can be round-trip serialized and deserialized, which is
useful when trying to execute the results of "EXPLAIN PLAN FOR" with
GroupBy queries that use the timestampResultFieldGranularity feature.

* Fix test, address PR comments.

* Fix ControllerImpl.

* Fix test.

* Fix unused import.
2022-10-17 08:22:45 -07:00
Paul Rogers f4dcc52dac
Redesign QueryContext class (#13071)
We introduce two new configuration keys that refine the query context security model controlled by druid.auth.authorizeQueryContextParams. When that value is set to true then two other configuration options become available:

druid.auth.unsecuredContextKeys: The set of query context keys that do not require a security check. Use this for the "white-list" of key to allow. All other keys go through the existing context key security checks.
druid.auth.securedContextKeys: The set of query context keys that do require a security check. Use this when you want to allow all but a specific set of keys: only these keys go through the existing context key security checks.
Both are set using JSON list format:

druid.auth.securedContextKeys=["secretKey1", "secretKey2"]
You generally set one or the other values. If both are set, unsecuredContextKeys acts as exceptions to securedContextKeys.

In addition, Druid defines two query context keys which always bypass checks because Druid uses them internally:

sqlQueryId
sqlStringifyArrays
2022-10-15 11:02:11 +05:30
zachjsh 2f2fe20089
Improve global-cached-lookups metric reporting (#13219)
It was found that the namespace/cache/heapSizeInBytes metric that tracks the total heap size in bytes of all lookup caches loaded on a service instance was being under reported. We were not accounting for the memory overhead of the String object, which I've found in testing to be ~40 bytes. While this overhead may be java version dependent, it should not vary much, and accounting for this provides a better estimate. Also fixed some logging, and reading bytes from the JDBI result set a little more efficient by saving hash table lookups. Also added some of the lookup metrics to the default statsD emitter metric whitelist.
2022-10-13 18:51:54 -04:00
Sam Rash 80e10ffe22
CompressedBigDecimal Min/Max (#13141)
This adds min/max functions for CompressedBigDecimal. It exposes these
functions via sql (BIG_MAX, BIG_MIN--see the SqlAggFunction
implementations).

It also includes various bug fixes and cleanup to the original
CompressedBigDecimal code include the AggregatorFactories. Various null
handling was improved.

Additional test cases were added for both new and existing code
including a base test case for AggregationFactories. Other tests common
across sum,min,max may be refactored also to share the varoius cases in
the future.
2022-10-11 16:35:21 -07:00
Frank Chen d30cf8c308
Dependency cleanup (#13194)
* Clean up dependency in extensions

* Bump protobuf/aws.sdk

* Bump aws-sdk to 1.12.317

* Fix CI

* Fix CI

* Update license

* Update license
2022-10-10 20:34:38 +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
Sam Rash 28b9edc2a8
Add BIG_SUM SQL function (#13102)
This adds a sql function, "BIG_SUM", that uses
CompressedBigDecimal to do a sum. Other misc changes:

1. handle NumberFormatExceptions when parsing a string (default to set
   to 0, configurable in agg factory to be strict and throw on error)
2. format pom file (whitespace) + add dependency
3. scaleUp -> scale and always require scale as a parameter
2022-09-26 18:02:25 -07:00
Jonathan Wei 1f1fced6d4
Add JsonInputFormat option to assume newline delimited JSON, improve parse exception handling for multiline JSON (#13089)
* Add JsonInputFormat option to assume newline delimited JSON, improve handling for non-NDJSON

* Fix serde and docs

* Add PR comment check
2022-09-26 19:51:04 -05:00
Sam Rash 044cab5094
Optimize CompressedBigDecimal compareTo() (#13086)
Optimizes the compareTo() function in
CompressedBigDecimal. It directly compares the int[] rather than
creating BigDecimal objects and using its compareTo.

It handles unequal sized CBDs, but does require
the scales to match.
2022-09-21 20:31:02 -07:00
sr 54a2eb7dcc
Compressed Big Decimal Cleanup and Extension (#13048)
1. remove unnecessary generic type from CompressedBigDecimal
2. support Number input types
3. support aggregator reading supported input types directly (uningested
   data)
4. fix scaling bug in buffer aggregator
2022-09-13 19:14:31 -07:00
Frank Chen fd6c05eee8
Avoid ClassCastException when getting values from `QueryContext` (#13022)
* Use safe conversion methods

* Rename method

* Add getContextAsBoolean

* Update test case

* Remove generic from getContextValue

* Update catch-handler

* Add test

* Resolve comments

* Replace 'getContextXXX' to 'getQueryContext().getAsXXXX'
2022-09-13 18:00:09 +08:00
DENNIS dced61645f
prometheus-emitter supports sending metrics to pushgateway regularly … (#13034)
* prometheus-emitter supports sending metrics to pushgateway regularly and continuously

* spell check fix

* Optimization variable name and related documents

* Update docs/development/extensions-contrib/prometheus.md

OK, it looks more conspicuous

Co-authored-by: Frank Chen <frankchen@apache.org>

* Update doc

* Update docs/development/extensions-contrib/prometheus.md

Co-authored-by: Frank Chen <frankchen@apache.org>

* When PrometheusEmitter is closed, close the scheduler

* Ensure that registeredMetrics is thread safe.

* Local variable name optimization

* Remove unnecessary white space characters

Co-authored-by: Frank Chen <frankchen@apache.org>
2022-09-09 20:46:14 +08:00
Frank Chen d57557d51d
Improve doc and configuration of prometheus emitter (#13028)
* Improve doc and validation

* Add configuration for peon tasks

* Update doc

* Update test case

* Fix typo

* Update docs/development/extensions-contrib/prometheus.md

Co-authored-by: Kashif Faraz <kashif.faraz@gmail.com>

* Update docs/development/extensions-contrib/prometheus.md

Co-authored-by: Kashif Faraz <kashif.faraz@gmail.com>

Co-authored-by: Kashif Faraz <kashif.faraz@gmail.com>
2022-09-09 02:20:34 +08:00
Didip Kerabat 66545a0f3d
Fix compiler error: The project was not built since its build path is incomplete. Cannot find the class file for org.slf4j.Logger. Fix the build path then try building this project (#13029)
Co-authored-by: Didip Kerabat <didip@apple.com>
2022-09-06 20:49:41 +05:30
senthilkv 3d9aef225d
compressed big decimal - module (#10705)
Compressed Big Decimal is an extension which provides support for 
Mutable big decimal value that can be used to accumulate values 
without losing precision or reallocating memory. This type helps in 
absolute precision arithmetic on large numbers in applications, 
where greater level of accuracy is required, such as financial 
applications, currency based transactions. This helps avoid rounding 
issues where in potentially large amount of money can be lost.

Accumulation requires that the two numbers have the same scale, 
but does not require that they are of the same size. If the value 
being accumulated has a larger underlying array than this value 
(the result), then the higher order bits are dropped, similar to what 
happens when adding a long to an int and storing the result in an 
int. A compressed big decimal that holds its data with an embedded 
array.

Compressed big decimal is an absolute number based complex type 
based on big decimal in Java. This supports all the functionalities 
supported by Java Big Decimal. Java Big Decimal is not mutable in 
order to avoid big garbage collection issues. Compressed big decimal 
is needed to mutate the value in the accumulator.
2022-09-06 00:06:57 -07:00
Abhishek Agarwal 618757352b
Bump up the version to 25.0.0 (#12975)
* Bump up the version to 25.0.0

* Fix the version in console
2022-08-29 11:27:38 +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
Bartosz Mikulski 0bc9f9f303
#12912 Fix KafkaEmitter not emitting queryType for a native query (#12915)
Fixes KafkaEmitter not emitting queryType for a native query. The Event to JSON serialization was extracted to the external class: EventToJsonSerializer. This was done to simplify the testing logic for the serialization as well as extract the responsibility of serialization to the separate class.

The logic builds ObjectNode incrementally based on the event .toMap method. Parsing each entry individually ensures that the Jackson polymorphic annotations are respected. Not respecting these annotation caused the missing of the queryType from output event.
2022-08-24 14:07:00 +05:30
Paul Rogers 41712b7a3a
Refactor SqlLifecycle into statement classes (#12845)
* Refactor SqlLifecycle into statement classes

Create direct & prepared statements
Remove redundant exceptions from tests
Tidy up Calcite query tests
Make PlannerConfig more testable

* Build fixes

* Added builder to SqlQueryPlus

* Moved Calcites system properties to saffron.properties

* Build fix

* Resolve merge conflict

* Fix IntelliJ inspection issue

* Revisions from reviews

Backed out a revision to Calcite tests that didn't work out as planned

* Build fix

* Fixed spelling errors

* Fixed failed test

Prepare now enforces security; before it did not.

* Rebase and fix IntelliJ inspections issue

* Clean up exception handling

* Fix handling of JDBC auth errors

* Build fix

* More tweaks to security messages
2022-08-14 00:44:08 -07:00
Lucas Capistrant 3a3271eddc
Introduce defaultOnDiskStorage config for Group By (#12833)
* Introduce defaultOnDiskStorage config for groupBy

* add debug log to groupby query config

* Apply config change suggestion from review

* Remove accidental new lines

* update default value of new default disk storage config

* update debug log to have more descriptive text

* Make maxOnDiskStorage and defaultOnDiskStorage HumanRedadableBytes

* improve test coverage

* Provide default implementation to new default method on advice of reviewer
2022-08-12 09:40:21 -07:00
Karan Kumar 607b0b9310
Adding withName implementation to AggregatorFactory (#12862)
* Adding agg factory with name impl

* Adding test cases

* Fixing test case

* Fixing test case

* Updated java docs.
2022-08-08 18:31:56 +05:30
Jianhuan Liu d4403c15aa
Upgrade prometheus version, add more labels to PrometheusEmitter (#12769)
Changes:
- Upgrade prometheus to version 0.16.0
- Add optional labels `druid_service` and `host_name` to `PrometheusEmitter`
2022-07-15 14:43:12 +05:30