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[EXPOSED-46] Add a possibility to set a delay for the repetition attempts #1742

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merged 9 commits into from
Jun 20, 2023

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mgrati
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@mgrati mgrati commented May 17, 2023

In the project I am working on, we use the Serializable isolation level in our transactions. When sending multiple queries at the same time, we often have the following error

  • com.impossibl.postgres.jdbc.PGSQLSimpleException: could not serialize access due to read/write dependencies among transactions
  • or com.impossibl.postgres.jdbc.PGSQLSimpleException: could not serialize access due to concurrent update

For this type of error, the setting of a number of repetition attempts should solve the issue, and the query should be executed correctly in the second or third attempt. However, depending on the number of queries sent simultaneously, we are often left with some queries that finish all the repetition attempts unsuccessfully since they are immediately launched.

To make sure we minimise the occurrence of this problem. I propose in this pull request to add two parameters minRepetitionDelay and maxRepetitionDelay to the DatabaseConfig. if set, the repetition attempt is launched with a random delay time between the minRepetitionDelay and maxRepetitionDelay.

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bog-walk commented Jun 3, 2023

@mgrati Thank you for submitting a PR for your feature request.

A question so we can better understand:
The proposed change involves 2 new parameters that are used to calculate a random delay within the range set by the parameters.

  • What is the advantage of the delay being randomised, as opposed to introducing a single parameter defaultRepetitionDelay? With this change, if a user wants to explicitly set a delay value, they'd have to provide equal duplicate arguments to avoid the first conditional branch.

@bog-walk bog-walk self-assigned this Jun 3, 2023
@mgrati
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mgrati commented Jun 5, 2023

@bog-walk In our case, it's to maximize our chance for the repeated transactions to actually pass.

Since we can have multiple transactions that can be refused at the same time due to the same reason (due to the transaction isolation level, which is serializable in our case) we have more chance for the repeated transaction to pass if they are repeated each after a different time rather than all at the same time, hence the randomized delay.

@mgrati mgrati requested a review from bog-walk June 6, 2023 09:14
@bog-walk bog-walk requested review from e5l and Tapac June 6, 2023 10:02
}
exposedLogger.warn("Wait $delay milliseconds before retrying")
try {
Thread.sleep(delay)
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Could you tell me how it will work with newSuspendTransaction?

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I tried to do some tests using newSuspendedTransaction with the repetition delay. Here's what I found :

  • newSuspendedTransaction calls suspendedTransactionAsyncInternal which does not handle transaction repetitions
try {
        transaction.statement().apply {
            if (shouldCommit) transaction.commit()
        }
    } catch (e: SQLException) {
        handleSQLException(e, transaction, 1)
        throw e
  • if newSuspendedTransaction is called within a normal transaction, then the transactions are repeated with the calculated delay.

Is there something else I should check?

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As a user, I would expect that both transaction and newSuspendTransaction had the same retry policy

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Hi. Sorry I couldn't find the time to check your response until today.

I don't have any experience working with coroutines but I tried to implement the same retry policy in newSuspendTransaction as the one in transaction.

Unfortunately, I couldn't make it work : When implementing the while loop to handle retries, I got the following error in suspendedTransactionAsyncInternal, Which I don't really understand:

Type mismatch: inferred type is Deferred<Unit> but Deferred<T> was expected

I didn't pursue this further because for me the scope of this pull request is to be able to set a delay whenever I have a repetition attempt. Which is currently only handled in transaction.

I think adding repetition handling in newSuspendTransaction can be added in new separate issue. What do you think?

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Sure, let's move it to the separate issue

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please check the comments

@mgrati mgrati requested a review from e5l June 8, 2023 08:45
}
exposedLogger.warn("Wait $delay milliseconds before retrying")
try {
Thread.sleep(delay)
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As a user, I would expect that both transaction and newSuspendTransaction had the same retry policy

@e5l e5l self-requested a review June 20, 2023 12:28
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@mgrati Thanks for all the work on this PR.

So that we can move forward to merging, could you please perform gradle task apiDump, as per these instructions, and push a fresh commit with the updated .api files. That should allow the build checks to pass.

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@mgrati Thanks for the quick response. I should have made it clear that a rebase from main would be needed to get all the existing api files before updating them with apiDump, my apologies. Would you be willing to do that to resolve the branch conflicts?

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mgrati commented Jun 20, 2023

@bog-walk Done. The branch conflicts are now resolved.

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@mgrati One last request that I'd do myself but I can't push to your branch.

A new api file was somehow added to the exposed-tests module even though the apiChecker is setup to ignore that module. Could you please remove the new exposed-tests/api folder and its new file? The final diff should have only 7 existing files changed.

If you run the task apiCheck after doing so, it should run successfully, so you won't have to run apiDump again. Hopefully I won't have to bother you again after this, so thanks for your patience 👍

@bog-walk bog-walk merged commit 8ddf444 into JetBrains:main Jun 20, 2023
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saral pushed a commit to saral/Exposed that referenced this pull request Oct 3, 2023
…mpts (JetBrains#1742)

* Add possibility to set a delay time for repetition attempts [EXPOSED-46]

* [EXPOSED-46] Fix : Fix calculation of random delay number

* [EXPOSED-46] LOG : Add log of repetition delay

* Fix : Change maxRepetitionDelay and minRepetitionDelay values to milliseconds.
Fix : Change KDocs to accomodate this change

* Fix : Use ThreadLocalRandom instead of Random to calculate delay time
Implement exponential backoff algorithm to calculate transaction delays

* Add api files created by task apiDump

* Clean : Fix indentation for task detekt

* Remove exposed-tests/api
DonRobo pushed a commit to DonRobo/home-former that referenced this pull request Jul 25, 2024
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|---|---|---|---|---|---|
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- [@&#8203;esperar](https://github.com/esperar) made their first
contribution in
[JetBrains/Exposed#1877
- [@&#8203;reidbuzby](https://github.com/reidbuzby) made their first
contribution in
[JetBrains/Exposed#1773
- [@&#8203;yeogai](https://github.com/yeogai) made their first
contribution in
[JetBrains/Exposed#1692
- [@&#8203;timeking](https://github.com/timeking) made their first
contribution in
[JetBrains/Exposed#1746
- [@&#8203;winkey728](https://github.com/winkey728) made their first
contribution in
[JetBrains/Exposed#1975

###
[`v0.46.0`](https://github.com/JetBrains/Exposed/releases/tag/0.46.0)

[Compare
Source](https://github.com/JetBrains/Exposed/compare/0.45.0...0.46.0)

[Change
log](https://github.com/JetBrains/Exposed/blob/main/docs/ChangeLog.md#0460)

#### New Contributors:

- [@&#8203;pank-su](https://github.com/pank-su) made their first
contribution in
[JetBrains/Exposed#1887

###
[`v0.45.0`](https://github.com/JetBrains/Exposed/releases/tag/0.45.0)

[Compare
Source](https://github.com/JetBrains/Exposed/compare/0.44.1...0.45.0)

[Change
log](https://github.com/JetBrains/Exposed/blob/main/docs/ChangeLog.md#0450)

###
[`v0.44.1`](https://github.com/JetBrains/Exposed/releases/tag/0.44.1)

[Compare
Source](https://github.com/JetBrains/Exposed/compare/0.44.0...0.44.1)

[Change
log](https://github.com/JetBrains/Exposed/blob/main/docs/ChangeLog.md#0441)

##### New Contributors

- [@&#8203;adambrangenberg](https://github.com/adambrangenberg) made
their first contribution in
[JetBrains/Exposed#1858

###
[`v0.44.0`](https://github.com/JetBrains/Exposed/releases/tag/0.44.0)

[Compare
Source](https://github.com/JetBrains/Exposed/compare/0.43.0...0.44.0)

[Change
log](https://github.com/JetBrains/Exposed/blob/main/docs/ChangeLog.md#0440)

#### New Contributors:

- [@&#8203;ymotchi](https://github.com/ymotchi) made their first
contribution in
[JetBrains/Exposed#1847
- [@&#8203;Hakky54](https://github.com/Hakky54) made their first
contribution in
[JetBrains/Exposed#1852
- [@&#8203;rbraeunlich](https://github.com/rbraeunlich) made their
first contribution in
[JetBrains/Exposed#1645

###
[`v0.43.0`](https://github.com/JetBrains/Exposed/releases/tag/0.43.0)

[Compare
Source](https://github.com/JetBrains/Exposed/compare/0.42.1...0.43.0)

[Change
log](https://github.com/JetBrains/Exposed/blob/main/docs/ChangeLog.md#0430)

###
[`v0.42.1`](https://github.com/JetBrains/Exposed/releases/tag/0.42.1)

[Compare
Source](https://github.com/JetBrains/Exposed/compare/0.42.0...0.42.1)

[Change
log](https://github.com/JetBrains/Exposed/blob/main/docs/ChangeLog.md#0421)

###
[`v0.42.0`](https://github.com/JetBrains/Exposed/releases/tag/0.42.0)

[Compare
Source](https://github.com/JetBrains/Exposed/compare/0.41.1...0.42.0)

#### What's Changed

- Fix an error when updating an entity with a foreign key id (issue 880)
by [@&#8203;forketyfork](https://github.com/forketyfork) in
[JetBrains/Exposed#1668
- Open Sauced -> Exposed by [@&#8203;K0zka](https://github.com/K0zka)
in
[JetBrains/Exposed#1660
- Show length instead of value for exceeded column length by
[@&#8203;simboel](https://github.com/simboel) in
[JetBrains/Exposed#1667
- Document configuration when using Spring starter by
[@&#8203;Kantis](https://github.com/Kantis) in
[JetBrains/Exposed#1654
- EXPOSED-15 Fix running mysql tests on M1 by
[@&#8203;e5l](https://github.com/e5l) in
[JetBrains/Exposed#1719
- Fix grammar in error message by
[@&#8203;micheljung](https://github.com/micheljung) in
[JetBrains/Exposed#1717
- Fix: PostgreSQLDialect.modifyColumn is not able to drop default values
by [@&#8203;michael-markl](https://github.com/michael-markl) in
[JetBrains/Exposed#1716
- Fix UInt value out of bounds by
[@&#8203;keta1](https://github.com/keta1) in
[JetBrains/Exposed#1709
- fix: EXPOSED-16 Failed tests in KotlinTimeTests by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1724
- EXPOSED-21 Primary key constraint not created by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1728
- EXPOSED-19 Max timestamp in SQLite not working by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1725
- docs: Add contribution guide by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1729
- fix: EXPOSED-27 Id is not in record set by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1731
- fix: EXPOSED-28 Update with join fails on H2 in MySql mode by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1732
- fix: EXPOSED-29 Cannot set nullable composite column in
InsertStatement by [@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1733
- fix: EXPOSED-23 H2 unsupported indexing behavior by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1734
- fix: EXPOSED-31 Landing Readme links and demo code by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1736
- Add CHARINDEX function for sqlserver by
[@&#8203;eukleshnin](https://github.com/eukleshnin) in
[JetBrains/Exposed#1675
- feat: EXPOSED-32 Support string function CHAR_LENGTH by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1737
- feat: EXPOSED-37 Support null-safe equality comparison by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1739
- Remove unnecessary parentheses for functions by
[@&#8203;Maxr1998](https://github.com/Maxr1998) in
[JetBrains/Exposed#1642
- fix: EXPOSED-36 LocalDate comparison in SQLite by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1741
- fix: EXPOSED-42 Can't create BLOB column with default value by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1740
- feat: EXPOSED-45 Support single statement UPSERT by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1743
- fix: EXPOSED-49 Replace statement defined as upsert statement by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1747
- Note breaking change in 0.40.1 by
[@&#8203;timmc](https://github.com/timmc) in
[JetBrains/Exposed#1723
- fix: EXPOSED-48 Incorrect statistics aggregate functions by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1745
- feat: EXPOSED-52 Support batch UPSERT by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1749
- Sum batch results for inserts by
[@&#8203;johnzeringue](https://github.com/johnzeringue) in
[JetBrains/Exposed#1641
- docs: EXPOSED-55 Change TC build status badge links by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1750
- task: EXPOSED-58 Revisit detekt.yml and fix existing issues by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1752
- Add samples folder by [@&#8203;e5l](https://github.com/e5l) in
[JetBrains/Exposed#1753
- fix: EXPOSED-57 BatchInsertStatement can't be used with MySQL upsert
by [@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1754
- feat: EXPOSED-47 Add support for SET DEFAULT reference option by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1744
- docs: Correct broken links after README was moved by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1758
- Add API tracking by [@&#8203;e5l](https://github.com/e5l) in
[JetBrains/Exposed#1756
- control whether arguments should be inlined or passed in. by
[@&#8203;lure](https://github.com/lure) in
[JetBrains/Exposed#1621
- build: Perform apiDump to fix failed merge build by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1760
- fix: EXPOSED-64 Fix Detekt SpreadOperator warnings by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1759
- feat: Add partial index support (Postgres only) by
[@&#8203;lure](https://github.com/lure) in
[JetBrains/Exposed#1748
- add afterStatementPrepared method to StatementInterceptor by
[@&#8203;lure](https://github.com/lure) in
[JetBrains/Exposed#1622
- Bump org.jetbrains.kotlin.jvm from 1.7.21 to 1.8.22 by
[@&#8203;dependabot](https://github.com/dependabot) in
[JetBrains/Exposed#1755
- Create Documetation Website by [@&#8203;e5l](https://github.com/e5l)
in
[JetBrains/Exposed#1757
- feat: EXPOSED-60 Support json/json(b) column types by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1762
- feat: EXPOSED-66 Extend partial index to SQLServer and SQLite by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1763
- \[EXPOSED-46] Add a possibility to set a delay for the repetition
attempts by [@&#8203;mgrati](https://github.com/mgrati) in
[JetBrains/Exposed#1742
- chore: Set up Maven publishing by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1761
- feat: EXPOSED-69 Extend json support to H2, Oracle (text) and DAO by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1766
- feat: EXPOSED-68 Add more json/json(b) column functions by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1770
- chore: remove detekt ClassNaming issues by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1769
- deprecate: EXPOSED-84 Raise deprecation levels of API elements by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1771
- chore: Fix more detekt issues by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1772
- docs: add a point in CONTRIBUTING.md regarding API check by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1776
- chore: add detekt IntelliJ plugin configuration to detekt.xml by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1775
- test: Add json/jsonb array tests by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1778
- test: Add jsonb datetime tests by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1780
- QueryBuilder.registerArguments - avoid potentially expensive
valueToString call unless we need to sort values by
[@&#8203;zhurs](https://github.com/zhurs) in
[JetBrains/Exposed#1779
- [#&#8203;623](https://github.com/JetBrains/Exposed/issues/623) Add
support of window functions in Exposed DSL by
[@&#8203;Legohuman](https://github.com/Legohuman) in
[JetBrains/Exposed#1651
- fix: EXPOSED-50 customEnumeration reference column error by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1785
- feat: EXPOSED-89 Support functions in Create Index by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1788
- fix: EXPOSED-91 NPE in existingIndices() with function index by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1791
- chore: Add blobParam function. by
[@&#8203;spand](https://github.com/spand) in
[JetBrains/Exposed#1672
- build(deps): bump org.jetbrains.kotlin.jvm from 1.8.22 to 1.9.0 by
[@&#8203;dependabot](https://github.com/dependabot) in
[JetBrains/Exposed#1784
- fix: SQLServerException: The port number -1 is not valid. by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1789
- build: run apiDump by [@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1792
- fix: EXPOSED-80 Set repetition policy for suspended transactions by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1774
- chore: Modify max_line_length value in .editorconfig to match that of
detekt.yml by [@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1790
- build(deps): bump org.jetbrains.kotlin.plugin.serialization from
1.8.22 to 1.9.0 by [@&#8203;dependabot](https://github.com/dependabot)
in
[JetBrains/Exposed#1783
- refactor: EXPOSED-88 Remove kotlinx-serialization dep from
exposed-core by [@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1793
- chore: Integrate detekt with GitHub Actions by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1765
- chore: Remove more detekt issues (part 4) by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1794
- fix: Exclude deleted and renamed files from detekt GitHub Action by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1795
- fix: EXPOSED-97 Unsigned column types truncate MySQL values by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1796
- feat: Add spring mutli container support by
[@&#8203;FullOfOrange](https://github.com/FullOfOrange) in
[JetBrains/Exposed#1781
- docs: Reorganize structure and rewrite some pages by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1764
- fix: EXPOSED-98: Add instructions to log-in to see and log issues by
[@&#8203;jasonjmcghee](https://github.com/jasonjmcghee) in
[JetBrains/Exposed#1798
- test: Add test coverage for column transforms by
[@&#8203;oharaandrew314](https://github.com/oharaandrew314) in
[JetBrains/Exposed#1687
- fix: EXPOSED-83 createMissingTablesAndColumns not detecting missing PK
by [@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1797
- test: Fix failing exposed-tests in SQL Server by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1801
- fix: EXPOSED-54 CaseWhen.Else returns narrow Expression<R> by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1800
- chore: Release 0.42.0 by [@&#8203;joc-a](https://github.com/joc-a)
in
[JetBrains/Exposed#1804
- feat: EXPOSED-43 Add support for timestamp with time zone by
[@&#8203;joc-a](https://github.com/joc-a) in
[JetBrains/Exposed#1787
- fix: EXPOSED-99 SchemaUtils incorrectly compares datetime defaults by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1802
- test: Fix failing exposed-tests in Oracle by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1803
- fix: EXPOSED-82 Inaccurate UShort column type mapping by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1799
- test: Fix failing datetime tests in MariaDB by
[@&#8203;bog-walk](https://github.com/bog-walk) in
[JetBrains/Exposed#1805

#### New Contributors

- [@&#8203;forketyfork](https://github.com/forketyfork) made their
first contribution in
[JetBrains/Exposed#1668
- [@&#8203;K0zka](https://github.com/K0zka) made their first
contribution in
[JetBrains/Exposed#1660
- [@&#8203;simboel](https://github.com/simboel) made their first
contribution in
[JetBrains/Exposed#1667
- [@&#8203;Kantis](https://github.com/Kantis) made their first
contribution in
[JetBrains/Exposed#1654
- [@&#8203;e5l](https://github.com/e5l) made their first contribution
in
[JetBrains/Exposed#1719
- [@&#8203;micheljung](https://github.com/micheljung) made their first
contribution in
[JetBrains/Exposed#1717
- [@&#8203;michael-markl](https://github.com/michael-markl) made their
first contribution in
[JetBrains/Exposed#1716
- [@&#8203;keta1](https://github.com/keta1) made their first
contribution in
[JetBrains/Exposed#1709
- [@&#8203;bog-walk](https://github.com/bog-walk) made their first
contribution in
[JetBrains/Exposed#1728
- [@&#8203;eukleshnin](https://github.com/eukleshnin) made their first
contribution in
[JetBrains/Exposed#1675
- [@&#8203;timmc](https://github.com/timmc) made their first
contribution in
[JetBrains/Exposed#1723
- [@&#8203;johnzeringue](https://github.com/johnzeringue) made their
first contribution in
[JetBrains/Exposed#1641
- [@&#8203;mgrati](https://github.com/mgrati) made their first
contribution in
[JetBrains/Exposed#1742
- [@&#8203;zhurs](https://github.com/zhurs) made their first
contribution in
[JetBrains/Exposed#1779
- [@&#8203;Legohuman](https://github.com/Legohuman) made their first
contribution in
[JetBrains/Exposed#1651
- [@&#8203;FullOfOrange](https://github.com/FullOfOrange) made their
first contribution in
[JetBrains/Exposed#1781
- [@&#8203;jasonjmcghee](https://github.com/jasonjmcghee) made their
first contribution in
[JetBrains/Exposed#1798
- [@&#8203;oharaandrew314](https://github.com/oharaandrew314) made
their first contribution in
[JetBrains/Exposed#1687

**Full Changelog**:
JetBrains/Exposed@0.41.1...0.42.0

</details>

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