Github user sryza commented on the pull request: https://github.com/apache/spark/pull/2746#issuecomment-58722547 This is looking good @andrewor14 . Posted a few comments inline and had a broader question: Would you mind motivating the Timer machinery a little bit? It took me a while to understand how to reason about, and I'm wondering whether a simpler approach would make sense. IIUC, it also means that every time we submit a task against an idle cluster, even if it gets dispatched quickly, we end up scheduling and then cancelling timer tasks. Would it make sense to have noMorePendingTasks and newPendingTasks simply update a variable that holds the last time we transitioned from no pending tasks to pending tasks? And then to have a single timer that checks this variable periodically and makes decisions based on it?
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