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Posted to dev@flink.apache.org by "Yunfeng Zhou (Jira)" <ji...@apache.org> on 2022/08/01 07:07:00 UTC

[jira] [Created] (FLINK-28761) BinaryClassificationEvaluator cannot work with unaligned checkpoint

Yunfeng Zhou created FLINK-28761:
------------------------------------

             Summary: BinaryClassificationEvaluator cannot work with unaligned checkpoint
                 Key: FLINK-28761
                 URL: https://issues.apache.org/jira/browse/FLINK-28761
             Project: Flink
          Issue Type: Bug
          Components: Library / Machine Learning
    Affects Versions: ml-2.1.0
            Reporter: Yunfeng Zhou


If we make  {{BinaryClassificationEvaluatorTest}} extend  {{AbstractTestBase}}, this test class would throw the following exceptions during execution:
 
{code:java}
org.apache.flink.table.api.TableException: Failed to execute sql

	at org.apache.flink.table.api.internal.TableEnvironmentImpl.executeQueryOperation(TableEnvironmentImpl.java:854)
	at org.apache.flink.table.api.internal.TableEnvironmentImpl.executeInternal(TableEnvironmentImpl.java:1317)
	at org.apache.flink.table.api.internal.TableImpl.execute(TableImpl.java:605)
	at org.apache.flink.ml.evaluation.BinaryClassificationEvaluatorTest.testEvaluateWithWeight(BinaryClassificationEvaluatorTest.java:305)
	at java.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
	at java.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
	at java.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
	at java.base/java.lang.reflect.Method.invoke(Method.java:566)
	at org.junit.runners.model.FrameworkMethod$1.runReflectiveCall(FrameworkMethod.java:59)
	at org.junit.internal.runners.model.ReflectiveCallable.run(ReflectiveCallable.java:12)
	at org.junit.runners.model.FrameworkMethod.invokeExplosively(FrameworkMethod.java:56)
	at org.junit.internal.runners.statements.InvokeMethod.evaluate(InvokeMethod.java:17)
	at org.junit.internal.runners.statements.RunBefores.evaluate(RunBefores.java:26)
	at org.junit.internal.runners.statements.RunAfters.evaluate(RunAfters.java:27)
	at org.junit.rules.ExternalResource$1.evaluate(ExternalResource.java:54)
	at org.apache.flink.util.TestNameProvider$1.evaluate(TestNameProvider.java:45)
	at org.junit.rules.TestWatcher$1.evaluate(TestWatcher.java:61)
	at org.junit.runners.ParentRunner$3.evaluate(ParentRunner.java:306)
	at org.junit.runners.BlockJUnit4ClassRunner$1.evaluate(BlockJUnit4ClassRunner.java:100)
	at org.junit.runners.ParentRunner.runLeaf(ParentRunner.java:366)
	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:103)
	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:63)
	at org.junit.runners.ParentRunner$4.run(ParentRunner.java:331)
	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:79)
	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:329)
	at org.junit.runners.ParentRunner.access$100(ParentRunner.java:66)
	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:293)
	at org.junit.rules.ExternalResource$1.evaluate(ExternalResource.java:54)
	at org.junit.rules.ExternalResource$1.evaluate(ExternalResource.java:54)
	at org.junit.rules.RunRules.evaluate(RunRules.java:20)
	at org.junit.runners.ParentRunner$3.evaluate(ParentRunner.java:306)
	at org.junit.runners.ParentRunner.run(ParentRunner.java:413)
	at org.junit.runner.JUnitCore.run(JUnitCore.java:137)
	at com.intellij.junit4.JUnit4IdeaTestRunner.startRunnerWithArgs(JUnit4IdeaTestRunner.java:69)
	at com.intellij.rt.junit.IdeaTestRunner$Repeater$1.execute(IdeaTestRunner.java:38)
	at com.intellij.rt.execution.junit.TestsRepeater.repeat(TestsRepeater.java:11)
	at com.intellij.rt.junit.IdeaTestRunner$Repeater.startRunnerWithArgs(IdeaTestRunner.java:35)
	at com.intellij.rt.junit.JUnitStarter.prepareStreamsAndStart(JUnitStarter.java:235)
	at com.intellij.rt.junit.JUnitStarter.main(JUnitStarter.java:54)
Caused by: java.lang.UnsupportedOperationException: Unaligned checkpoints are currently not supported for custom partitioners, as rescaling is not guaranteed to work correctly.
The user can force Unaligned Checkpoints by using 'execution.checkpointing.unaligned.forced'
	at org.apache.flink.streaming.api.graph.StreamingJobGraphGenerator.preValidate(StreamingJobGraphGenerator.java:390)
	at org.apache.flink.streaming.api.graph.StreamingJobGraphGenerator.createJobGraph(StreamingJobGraphGenerator.java:166)
	at org.apache.flink.streaming.api.graph.StreamingJobGraphGenerator.createJobGraph(StreamingJobGraphGenerator.java:121)
	at org.apache.flink.streaming.api.graph.StreamGraph.getJobGraph(StreamGraph.java:993)
	at org.apache.flink.client.StreamGraphTranslator.translateToJobGraph(StreamGraphTranslator.java:50)
	at org.apache.flink.client.FlinkPipelineTranslationUtil.getJobGraph(FlinkPipelineTranslationUtil.java:39)
	at org.apache.flink.client.deployment.executors.PipelineExecutorUtils.getJobGraph(PipelineExecutorUtils.java:56)
	at org.apache.flink.test.util.MiniClusterPipelineExecutorServiceLoader$MiniClusterExecutor.execute(MiniClusterPipelineExecutorServiceLoader.java:156)
	at org.apache.flink.streaming.api.environment.StreamExecutionEnvironment.executeAsync(StreamExecutionEnvironment.java:2095)
	at org.apache.flink.table.planner.delegation.DefaultExecutor.executeAsync(DefaultExecutor.java:95)
	at org.apache.flink.table.api.internal.TableEnvironmentImpl.executeQueryOperation(TableEnvironmentImpl.java:835)
	... 38 more
{code}


This error message shows that {{BinaryClassificationEvaluator}} cannot work correctly when unaligned checkpoint is enabled, and it is probably caused by the {{partitionCustom}} method in this algorithm's implementation. 

This problem needs to be fixed and we need to make {{BinaryClassificationEvaluatorTest}} extend {{AbstractTestBase}} after that to reduce the time to execute CI.



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