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author | Ergin Seyfe <eseyfe@fb.com> | 2016-09-14 09:51:14 +0100 |
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committer | Sean Owen <sowen@cloudera.com> | 2016-09-14 09:51:14 +0100 |
commit | 4cea9da2ae88b40a5503111f8f37051e2372163e (patch) | |
tree | e040fbb42d09904fe1123fc3af2069c0a8cbfde2 /docs | |
parent | 18b4f035f40359b3164456d0dab52dbc762ea3b4 (diff) | |
download | spark-4cea9da2ae88b40a5503111f8f37051e2372163e.tar.gz spark-4cea9da2ae88b40a5503111f8f37051e2372163e.tar.bz2 spark-4cea9da2ae88b40a5503111f8f37051e2372163e.zip |
[SPARK-17480][SQL] Improve performance by removing or caching List.length which is O(n)
## What changes were proposed in this pull request?
Scala's List.length method is O(N) and it makes the gatherCompressibilityStats function O(N^2). Eliminate the List.length calls by writing it in Scala way.
https://github.com/scala/scala/blob/2.10.x/src/library/scala/collection/LinearSeqOptimized.scala#L36
As suggested. Extended the fix to HiveInspectors and AggregationIterator classes as well.
## How was this patch tested?
Profiled a Spark job and found that CompressibleColumnBuilder is using 39% of the CPU. Out of this 39% CompressibleColumnBuilder->gatherCompressibilityStats is using 23% of it. 6.24% of the CPU is spend on List.length which is called inside gatherCompressibilityStats.
After this change we started to save 6.24% of the CPU.
Author: Ergin Seyfe <eseyfe@fb.com>
Closes #15032 from seyfe/gatherCompressibilityStats.
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