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compatiblePartitions

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GuanYuan Data Tech Team
GuanYuan Data Tech Team
Aug 18, 2022 · Big Data

Why Spark’s compatiblePartitions Causes CPU Spikes and How to Fix It

The article investigates a Spark driver CPU overload caused by the compatiblePartitions method’s expensive permutation logic in window functions, explains the underlying O(n!) complexity, and presents a simplified implementation that eliminates the issue and has been merged into the official Spark codebase.

CPU OptimizationSparkbig data
0 likes · 7 min read
Why Spark’s compatiblePartitions Causes CPU Spikes and How to Fix It