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[WIP] Work stealing in Nemo (alternative implementation)#321
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hwarim-hyun wants to merge 28 commits intoapache:masterfrom
Open
[WIP] Work stealing in Nemo (alternative implementation)#321hwarim-hyun wants to merge 28 commits intoapache:masterfrom
hwarim-hyun wants to merge 28 commits intoapache:masterfrom
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…-nemo into follow_hurricane
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JIRA: NEMO-466 Dynamic Work Stealing on Nemo for handling skews
Major changes:
WorkStealingStatePassandWorkStealingSubSplitPassto enable annotations related to work stealing.WorkStealingStatePassannotates three phases of work stealing process:DEFAULT,SPLIT, andMERGE. These are tagged to the vertex based on the name assigned to beam transform by the user.SPLITphase and merged inMERGEphase.WorkStealingSubSplitPassannotates the number to split the tasks inSPLITphase.WorkStealingPolicy, which executesWorkStealingPassandWorkStealingSubSplitPassadditionally toDefaultCompositePass.task idandblock idto differentiate between work stealing tasks and default tasks.task id[stage id] - [task index] - [task attempt][stage id] - [task index] - [* or sub index for work stealing tasks] - [task attempt]block id[runtime edge id] - [producer task index] - [producer task attempt][runtime edge id] - [producer task index] - [producer task sub index] - [producer task attempt]for blocks generated by work stealing tasks.Minor changes to note:
PipelineTranslatorto read the user tags given to the transform.PlanStateManagerandBlockInputReaderto manage work stealing tasks and non-split tasks together.Tests for the changes:
WorkStealingPolicy. Note that in order to execute WorkStealing policy, the application pipeline should provide appropriate splitting and merging strategy.WorkStealingCompositePasswhich encapsulatesWorkStealingStatePassandWorkStealingSubSplitPassParentTaskDataFetcherTestandTaskExecutorTest, reflecting the changes inBlockInputReaderOther comments:
Closes #321