shangeyao opened a new pull request, #18385:
URL: https://github.com/apache/dolphinscheduler/pull/18385

   <!--Thanks very much for contributing to Apache DolphinScheduler, we are 
happy that you want to help us improve DolphinScheduler! -->
   
   ## Was this PR generated or assisted by AI?
   
   YES. Use AI to implement the DAG validation logic and unit tests, then 
verify locally with Maven.
   
   ## Purpose of the pull request
   
   close #17057
   
   ## Brief change log
   
   - Add Kahn topological sort validation in `WorkflowGraph` constructor on the 
master server
   - Throw `IllegalArgumentException` when workflow task relations contain a 
cycle
   - Add `WorkflowGraphCheckIfDAGTest` covering single task, valid DAG, and 
cyclic graph cases
   
   ## Verify this pull request
   
   This change added tests and can be verified as follows:
   
   - Added `WorkflowGraphCheckIfDAGTest` to verify DAG validation in 
`WorkflowGraph` constructor
   - Ran `./mvnw -pl dolphinscheduler-master -am test 
-Dtest=WorkflowGraphCheckIfDAGTest -Dsurefire.failIfNoSpecifiedTests=false 
-Djacoco.skip=true`
   
   ## Pull Request Notice
   [Pull Request 
Notice](https://github.com/apache/dolphinscheduler/blob/dev/docs/docs/en/contribute/join/pull-request.md)
   
   If your pull request contains incompatible change, you should also add it to 
`docs/docs/en/guide/upgrade/incompatible.md`
   
   Made with [Cursor](https://cursor.com)


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