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[SPARK-25299] Driver lifecycle api #533
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tagging @mccheah and @ifilonenko for initial review. FYI - I searched through core spark code, but I couldn't figure out when and how the application shuffle files get removed in the case that uses YARN External Shuffle Service in cluster mode (since |
Well regardless we need to make sure whatever we make is viable in client mode. Just a note. |
I'm digging through the code and I think this is how spark standalone seems to work: Each So I don't think we need to do anything extra to support shuffle plugins in standalone mode, but let me know if I'm missing something. |
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@@ -28,4 +28,5 @@ | |||
@Experimental | |||
public interface ShuffleDataIO { | |||
ShuffleExecutorComponents executor(); | |||
ShuffleDriverComponents driver(); |
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Let's move driver
above executor
. I don't have a great reason for this except that this is how I tend to think about Spark in general though -> driver comes before executors...
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void initializeApplication(); | ||
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void cleanupApplication() throws IOException; |
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Any reason for this to throw IOException
? Think we can go without any throws
declaration for now.
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Hmm i guess i was expecting this to include something that would make a call somewhere or hit the file system? I can remove it for now
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minor stuff, but looks fine to me. I think @vanzin might have stronger opinions about it, I think he has thought more about how a spark app would register with an external service. But we can also iterate on this later as well if you want to get it in.
@Override | ||
public void initializeApplication() { | ||
blockManagerMaster = SparkEnv.get().blockManager().master(); | ||
} |
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I guess the idea is that for a truly external shuffle service, here the driver would register with that service (including any authentication etc.) and setup heartbeats?
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Yeah, that would be for non-default implementations, like the external implementation I experimented with in my old PR
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import java.io.IOException; | ||
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public interface ShuffleDataCleaner { |
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does this really need to be separate from ShuffleDriverComponents? just seems to add more levels of indirection to track.
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I guess it doesn't but I prefer it this way because it does emphasize that the cleaner runs only on the driver
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I mean, can't you just put removeShuffleData()
directly in ShuffleDriverComponents
, and then get rid of this interface completely? I think it would still be obvious it runs only on the driver.
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Probably out of scope for this change, but I have a feeling that for non-default configs it would be useful to have a way for the driver component to provide data to the executor components.
If the plugin is inside Spark it can probably hook into other means of doing it (like using the RPC classes), but if the goal is to support code living outside Spark, that would be a little more awkward.
So maybe, e.g. initializeApplication
could return something that is transferred by Spark to executors and provided to the initialization method of ShuffleExecutorComponents
. Or, if the SparkConf
is provided to the driver initialization, it could be used to set configs for executors to use. In any case, I think it would be good to make the mechanism clear so that implementations don't need to reinvent it themselves.
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public interface ShuffleDriverComponents { | ||
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void initializeApplication(); |
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Should you provide some parameter here? At least SparkConf
seems like it would be useful.
(You can probably get it from SparkEnv
but I always feel dirty calling that class.)
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ShuffleDataIO
is service-loaded by Spark, so its constructor can take a SparkConf
as an argument. However, I've never been certain on if we should rely on that vs. passing the SparkConf
directly as an argument to initialization methods. The same can be said about executor components initializing executors. Thoughts?
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If that behavior is documented here then it should be fine. Either one works.
val maybeIO = Utils.loadExtensions( | ||
classOf[ShuffleDataIO], Seq(configuredPluginClasses), conf) | ||
require(maybeIO.size == 1, s"Failed to load plugins of type $configuredPluginClasses") | ||
_shuffleDriverComponents = maybeIO.head.driver |
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driver()
Does accepting |
That's pretty much the use case I'm thinking of. It could be done through |
That kind of protocol might belong in the implementation of the plugin and doesn't necessarily belong in core Spark as an RPC API. But perhaps if enough implementations end up wanting to do similar things down the line then we can support it in a first class way. |
Maybe, but even then, how would executors know how to connect back to the driver endpoint of the plugin? For example, for socket communication, they may be able to get the driver address from Spark's conf, but which port? There must be some kind of communication between driver and executor to bootstrap that process. Not all plugins will be able to deal with static configuration (i.e. stuff you can pass to spark-submit with |
What would be the API and the hooks we'd have to add to set up that communication? I'm very reluctant to add the complexity of having the driver serialize a bundle up to the executors via custom RPC endpoints set up on both sides. |
I think making sure that the driver plugin can modify SparkConf, and that those modifications are available on the executor side when the executor plugin is started is enough to bootstrap this. No need to get too fancy. |
How does the driver pass specific Spark configuration up to the executors? I thought once you started a Spark Context with a given Spark configuration, the executors are tied down to only using said configuration. Would we have to hook into the cluster manager specific scheduler backends? E.g. the Kubernetes executor pod launcher knows to pass along certain Spark configurations when launching executors. |
Any config modification that is made on the driver side before the scheduler backend is started ends up propagated to executors. So if this plugin is being initialized before the scheduler backend is started, then the configuration should make it to executors. On the executor side, as long as the executor plugin is being initialized after the executor sends the Otherwise, you'd probably have to create another RPC to get the shuffle plugin-specific configs and make them available to the executor. |
btw this topic of exchanging communication info also came up in a discussion on the executor plugin: https://issues.apache.org/jira/browse/SPARK-24918?focusedCommentId=16572850&page=com.atlassian.jira.plugin.system.issuetabpanels%3Acomment-tabpanel#comment-16572850 |
I don't think every plugin will need to setup communication between the driver and executor (in the case of kubernetes, the executors can dynamically discover the list of shuffle servers themselves), but I see how the current APIs would make setting sparkConf seem a bit more like a hack. Since the driver initialization happens in setting up the |
That sounds good enough for me. |
Let's see how much work that would take - but if it looks to be too involved I'd like to make that a separate patch. We'd also have to test it against at least some of the cluster managers specifically. |
Namely because I think writing an integration test that validates the behavior will not be easy to write. |
Should be pretty simple e.g. in YarnClusterSuite. (Could also try using |
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class TestShuffleDriverComponents extends ShuffleDriverComponents { | ||
override def initializeApplication(): util.Map[String, String] = | ||
ImmutableMap.of("spark.test.key", "spark.test.value") |
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For some reason, this test only works with spark conf settings that start with spark.
... i wasn't able to find out why, but i'll dig more after the weekend.
@vanzin i searched for a while, but I couldn't find the location in the code that limits the spark configs passed from the driver to the executor to start with the |
Actually, another suggestion would be to require a prefix and check for that prefix upon return from the |
I'm pretty sure the check is in What you could do, also to make the API more symmetric, is to add the prefix yourself when stashing the driver config in the |
This is looking close. @vanzin can you sanity check our implementation of properties propagation and confirm that it's in line with what you suggested? I'm +1 on my end. |
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Looks fine.
classOf[ShuffleDataIO], Seq(configuredPluginClasses), conf) | ||
require(maybeIO.size == 1, s"Failed to load plugins of type $configuredPluginClasses") | ||
_shuffleDriverComponents = maybeIO.head.driver | ||
_shuffleDriverComponents.initializeApplication().asScala.foreach(x => |
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.foreach { case (k, v) =>
@@ -219,7 +221,13 @@ private[spark] object SortShuffleManager extends Logging { | |||
classOf[ShuffleDataIO], Seq(configuredPluginClasses), conf) | |||
require(maybeIO.size == 1, s"Failed to load plugins of type $configuredPluginClasses") | |||
val executorComponents = maybeIO.head.executor() | |||
executorComponents.initializeExecutor(conf.getAppId, SparkEnv.get.executorId) | |||
val extraConfigs = conf.getAllWithPrefix(ShuffleDataIO.SHUFFLE_SPARK_CONF_PREFIX) | |||
.map( e => (e._1.stripPrefix(ShuffleDataIO.SHUFFLE_SPARK_CONF_PREFIX), e._2)) |
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Almost sure this is not needed. If it is, use the style I suggested above.
class TestShuffleExecutorComponents(sparkConf: SparkConf) extends ShuffleExecutorComponents { | ||
override def initializeExecutor(appId: String, execId: String, | ||
extraConfigs: util.Map[String, String]): Unit = { | ||
assert(extraConfigs.get("test-key").equals("test-value")) |
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==
instead of equals (which also gives a better error instead of an NPE if something's wrong)
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just some nits but otherwise lgtm
val maybeIO = Utils.loadExtensions( | ||
classOf[ShuffleDataIO], Seq(configuredPluginClasses), conf) | ||
require(maybeIO.size == 1, s"Failed to load plugins of type $configuredPluginClasses") | ||
_shuffleDriverComponents = maybeIO.head.driver |
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nit: since you're calling a java method, I prefer with the parens driver()
@@ -210,7 +210,8 @@ class InternalAccumulatorSuite extends SparkFunSuite with LocalSparkContext { | |||
/** | |||
* A special [[ContextCleaner]] that saves the IDs of the accumulators registered for cleanup. | |||
*/ | |||
private class SaveAccumContextCleaner(sc: SparkContext) extends ContextCleaner(sc) { | |||
private class SaveAccumContextCleaner(sc: SparkContext) extends | |||
ContextCleaner(sc, null) { |
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nit: indent more
Think all the comments are addressed so far. I'm going to merge this to unblock Ignite shuffle, otherwise the caches are going to be bloated indefinitely =) thanks everyone for reviewing! |
import org.apache.spark.shuffle.sort.io.DefaultShuffleWriteSupport | ||
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class ShuffleDriverComponentsSuite extends SparkFunSuite with LocalSparkContext { | ||
test(s"test serialization of shuffle initialization conf to executors") { |
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string interpolation s
is not necessary here.
Introduce driver shuffle lifecycle APIs
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The Java compiler (jdk8) replaces concatenation of a constant number of arguments with a StringBuilder, while jdk 9+ take advantage of JEP 280 (https://openjdk.java.net/jeps/280) to efficiently pre-size the result for better performance than a StringBuilder. | palantir/gradle-baseline#832 | ## 2.6.0 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | Excavator PRs that apply other refaster rules (e.g. Witchcraft ones) will not also apply baseline refaster rules. | palantir/gradle-baseline#827 | | Improvement | Added a new ErrorProne check `PreferAssertj` to assist migration to AssertJ from legacy test frameworks. It may be necessary to add a dependency on `org.assertj:assertj-core` in modules which do not already depend on AssertJ. If there's a technical reason that AssertJ cannot be used, `PreferAssertj` may be explicitly disabled to prevent future upgrades from attempting to re-run the migration. | palantir/gradle-baseline#841 | ## 2.7.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | `StrictUnusedVariable` now ignores variables prefixed with `_` and the suggested fix will rename all unused parameters in public methods instead of removing them | palantir/gradle-baseline#833 | | Improvement | ErrorProne will now detect dangerous usage of `@RunWith(Suite.class)` that references JUnit5 classes, as this can cause tests to silently not run! | palantir/gradle-baseline#843 | ## 2.8.0 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | PreferAssertj provides better replacements fixes | palantir/gradle-baseline#850 | | Improvement | Do not run error prone on any code in the build directory | palantir/gradle-baseline#853 | ## 2.8.1 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | Fix hamcrest arrayContainingInAnyOrder conversion | palantir/gradle-baseline#859 | ## 2.9.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | StrictUnusedVariable can only be suppressed with `_` prefix | palantir/gradle-baseline#854 | | Improvement | StrictUnusedVariable is now an error by default | palantir/gradle-baseline#855 | | Fix | The PreferAssertj refactoring will only be applied if you have explicitly opted in (e.g. using `baselineErrorProne { patchChecks += 'PreferAssertj' }` | palantir/gradle-baseline#861 | ## 2.9.1 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | Error prone will correctly ignore all source files in the build directory and in any generated source directory | palantir/gradle-baseline#864 | | Fix | Ensure that `StrictUnusedVariable` correctly converts previously suppressed variables `unused` to `_` | palantir/gradle-baseline#865 | ## 2.9.2 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | When removing unused variables, `StrictUnusedVariable` will preserve side effects | palantir/gradle-baseline#870 | ## 2.10.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | A new `checkJUnitDependencies` task detects misconfigured JUnit dependencies which could result in some tests silently not running. | palantir/gradle-baseline#837 | | Improvement | Some AssertJ assertions can now be automatically replaced with more idiomatic ones using refaster. | palantir/gradle-baseline#851 | | Fix | PreferAssertj check avoids ambiguity in assertThat invocations | palantir/gradle-baseline#874 | | Improvement | Improve performannce of error prone PreferAssertj check | palantir/gradle-baseline#875 | | Improvement | StringBuilderConstantParameters suggested fix doesn't remove comments | palantir/gradle-baseline#877 | ## 2.10.1 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | Allow junit4 dependencies to exist without junit4 tests | palantir/gradle-baseline#880 | ## 2.11.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | PreferAssertj supports migration of zero-delta floating point array asserts | palantir/gradle-baseline#883 | ## 2.11.1 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | checkJunitDependencies only checks Java source | palantir/gradle-baseline#885 | ## 2.11.2 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | AssertJ Refaster fixes use static `assertThat` imports | palantir/gradle-baseline#887 | ## 2.12.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Disable `UnusedVariable` error prone rule by default | palantir/gradle-baseline#888 | ## 2.13.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Refaster for AssertJ isZero/isNotZero/isOne and collections | palantir/gradle-baseline#881 | | Improvement | AssertJ refaster migrations support string descriptions | palantir/gradle-baseline#891 | | Fix | Certain error-prone checks are disabled in test code, and the presence of JUnit5's `@TestTemplate` annotation is now used to detect whether a class is test code. | palantir/gradle-baseline#892 | | Fix | BaselineFormat task exclude generated code on Windows | palantir/gradle-baseline#896 | ## 2.14.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Refaster rules for AssertJ tests | palantir/gradle-baseline#898 | | Improvement | refaster replacement for assertj hasSize(foo.size) -> hasSameSizeAs | palantir/gradle-baseline#900 | | Fix | Keep spotless plugin from eagerly configuring all tasks | diffplug/spotless#444 | | Fix | Continue when RefasterRuleBuilderScanner throws | palantir/gradle-baseline#904 | | Improvement | Refaster now works on repos using Gradle 6.0 | palantir/gradle-baseline#804, palantir/gradle-baseline#906 | ## 2.15.0 _No documented user facing changes_ ## 2.16.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Rewrite ImmutableCollection#addAll to add for arrays | palantir/gradle-baseline#743 | | Improvement | Add refaster rule to simplify empty optional asserts | palantir/gradle-baseline#911 | | Improvement | Baseline now allows static imports of AssertJ and Mockito methods. | palantir/gradle-baseline#915 | | Improvement | Remove refaster AssertjIsOne rule. | palantir/gradle-baseline#917 | | Improvement | Add assertj refaster rules for map size asserts | palantir/gradle-baseline#919 | | Improvement | Added a Refaster rule to change `isEqualTo` checks into `hasValue` checks | | ## 2.17.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Implement AssertjCollectionHasSameSizeAsArray | palantir/gradle-baseline#922 | | Improvement | Implement assertj map refactors for containsKey and containsEntry | palantir/gradle-baseline#925 | | Improvement | Refaster assertj migrations support descriptions with format args | palantir/gradle-baseline#926 | | Improvement | Refaster out String.format from describedAs | palantir/gradle-baseline#927 | ## 2.18.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Refaster rules to simplify negated boolean expressions and extract null checks. | palantir/gradle-baseline#935 | | Improvement | Refaster rules for checks that maps do not contain a specific key | palantir/gradle-baseline#935 | | Improvement | Refaster rule 'CollectionStreamForEach' | palantir/gradle-baseline#942 | | Improvement | ExecutorSubmitRunnableFutureIgnored as error prone ERROR | palantir/gradle-baseline#943 | ## 2.19.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | checkJUnitDependencies detects a possible misconfiguration with spock and JUnit5 which could lead to tests silently not running. | palantir/gradle-baseline#951 | ## 2.20.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Use Mockito verifyNoInteractions over deprecated verifyZeroInteractions | palantir/gradle-baseline#924 | | Improvement | Errorprone rules for usage of Guava static factory methods | palantir/gradle-baseline#941 | | Improvement | Fix error-prone `UnnecessaryParentheses` by default | palantir/gradle-baseline#952 | | Improvement | Implement Error Prone `ThrowError` to discourage throwing Errors in production code<br>Errors are often handled poorly by libraries resulting in unexpected<br>behavior and resource leaks. It's not obvious that 'catch (Exception e)'<br>does not catch Error.<br>This check is intended to be advisory - it's fine to<br>`@SuppressWarnings("ThrowError")` in certain cases, but is usually not<br>recommended unless you are writing a testing library that throws<br>AssertionError. | palantir/gradle-baseline#957 | | Improvement | Improve TestCheckUtils.isTestCode test detection | palantir/gradle-baseline#958 | | Improvement | Implement Error Prone `Slf4jLevelCheck` to validate that slf4j level checks agree with contained logging. | palantir/gradle-baseline#960 | ## 2.20.1 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | Suppress error-prone PreferCollectionConstructors on jdk13 | palantir/gradle-baseline#968 | ## 2.21.0 | Type | Description | Link | | ---- | ----------- | ---- | | Feature | Users can opt-in to format their files using our fork of google-java-format (palantir-java-format) | palantir/gradle-baseline#936 | ## 2.22.0 _Automated release, no documented user facing changes_ ## 2.23.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Implement error prone ReverseDnsLookup for unexpected reverse dns lookups<br><br>Calling address.getHostName may result in a DNS lookup which is a network request,<br>making the invocation significantly more expensive than expected depending on the<br>environment.<br>This check is intended to be advisory - it's fine to<br>@SuppressWarnings("ReverseDnsLookup") in certain cases, but is usually not<br>recommended. | palantir/gradle-baseline#970 | ## 2.24.0 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | The deprecated `verifyZeroInteractions` now gets rewritten to `verifyNoMoreInteractions`, which has the same behaviour. | palantir/gradle-baseline#975 | | Improvement | ReadReturnValueIgnored: Check that read operation results are not ignored | palantir/gradle-baseline#978 | | Improvement | Stop migrating source sets to safe-logging, unless they already have the requisite library (`com.palantir.safe-logging:preconditions`). | palantir/gradle-baseline#981 | | Improvement | For users who opted into palantir-java-format, we now reflow strings and reorder imports. | palantir/gradle-baseline#982 | ## 2.25.0 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | checkstyle Indentation rule is disabled when palantir-java-format is enabled | palantir/gradle-baseline#987 | | Improvement | Load palantir-java-format dynamically from the same configuration set up by `com.palantir-java-format` which is also used to determine the version used by IntelliJ. | palantir/gradle-baseline#989 | ## 2.26.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Run `./gradlew formatDiff` to reformat the relevant sections of any uncommitted changed Java files (relies on `git diff -U0 HEAD` under the hood) | palantir/gradle-baseline#988 | ## 2.27.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Slf4jLogsafeArgs fixes safe-log wrapped throwables | palantir/gradle-baseline#1001 | | Improvement | `DangerousParallelStreamUsage` checks for `Collection.parallelStream()` and `StreamSupport` utility methods with parallel=true. | palantir/gradle-baseline#1005 | | Improvement | DangerousThrowableMessageSafeArg disallows Throwables in SafeArg values.<br>Throwables must be logged without an Arg wrapper as the last parameter, otherwise unsafe data may be leaked from the unsafe message or the unsafe message of a cause. | palantir/gradle-baseline#997 | | Improvement | Implement a suggested fix for CatchBlockLogException | palantir/gradle-baseline#998 | ## 2.28.0 | Type | Description | Link | | ---- | ----------- | ---- | | Improvement | Implement `FinalClass` error prone check, replacing the checkstyle implementation | palantir/gradle-baseline#1008 | | Improvement | Error prone validation to avoid redundant modifiers | palantir/gradle-baseline#1010 | ## 2.28.1 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | Fix `RedundantModifier` interpretation of implicit modifiers | palantir/gradle-baseline#1014 | ## 2.28.2 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | Fix RedundantModifier failures types nested in interfaces | palantir/gradle-baseline#1017 | ## 2.28.3 | Type | Description | Link | | ---- | ----------- | ---- | | Fix | Fix error-prone mathcing literal null as a subtype.<br>The most common issue this fixes is failures on `SafeArg.of("name", null)`<br>assuming that the null literal value parameter may be a throwable. | palantir/gradle-baseline#1020 | To enable or disable this check, please contact the maintainers of Excavator.
Introduce driver shuffle lifecycle APIs