[Optimization-4511] Optimize catalogue tree loading performance for large-scale catalogue structures (2000+) #4512
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The main change is the pre-construction of parent → children and taskId → Task maps, which are then reused during recursion. This avoids repeated scans and is the key improvement for performance。
