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[Fix](Job)Fix redundant job scheduling by preventing same state trans…
…itions (e.g., RUNNING → RUNNING) (#45495) ### What problem does this PR solve? In the current job scheduling logic, invalid state transitions (e.g., RUNNING to RUNNING) are not filtered, which causes redundant scheduling during resume operations. This PR adds a check to ensure that jobs cannot transition to the same state, preventing duplicate scheduling triggers and improving state consistency.
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