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How can tuning speculative execution help prevent slow or failed Hadoop jobs in a cluster with uneven node performance?

hard📝 Application Q9 of 15
Hadoop - Performance Tuning
How can tuning speculative execution help prevent slow or failed Hadoop jobs in a cluster with uneven node performance?
AEnable speculative execution to run duplicate tasks on faster nodes
BDisable speculative execution to avoid duplicate task overhead
CSet speculative execution only for reducers to speed reduce phase
DIncrease speculative execution timeout to delay duplicates
Step-by-Step Solution
Solution:
  1. Step 1: Understand speculative execution purpose

    It runs duplicate tasks on other nodes to finish slow tasks faster.
  2. Step 2: Apply to uneven node performance

    Enabling it helps avoid slowdowns caused by slow or failing nodes by using faster nodes.
  3. Final Answer:

    Enable speculative execution to run duplicate tasks on faster nodes -> Option A
  4. Quick Check:

    Speculative execution enabled = Faster job on uneven cluster [OK]
Quick Trick: Enable speculative execution to handle slow nodes [OK]
Common Mistakes:
  • Disabling speculative execution hurts performance
  • Applying only to reducers misses map task delays
  • Increasing timeout delays benefits

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