GitHub user yaooqinn opened a pull request: https://github.com/apache/spark/pull/9559
[SPARK-11583] Make MapStatus use less memory uage In the resolved issue https://issues.apache.org/jira/browse/SPARK-11271, as I said, using BitSet can save â20% memory usage compared to RoaringBitMap. For a spark job contains quite a lot of tasks, 20% seems a drop in the ocean. Essentially, BitSet uses long[]. For example a BitSet[200k] = long[3125]. So if we use a HashSet[Int] to store reduceId (when non-empty blocks are dense,use reduceId of empty blocks; when sparse, use non-empty ones). For dense cases: if HashSet[Int](numNonEmptyBlocks).size < BitSet[totalBlockNum], I use MapStatusTrackingNoEmptyBlocks For sparse cases: if HashSet[Int](numEmptyBlocks).size < BitSet[totalBlockNum], I use MapStatusTrackingEmptyBlocks sparse case, 299/300 are empty sc.makeRDD(1 to 30000, 3000).groupBy(x=>x).top(5) dense case, no block is empty sc.makeRDD(1 to 9000000, 3000).groupBy(x=>x).top(5) You can merge this pull request into a Git repository by running: $ git pull https://github.com/yaooqinn/spark mapstatus-smaller Alternatively you can review and apply these changes as the patch at: https://github.com/apache/spark/pull/9559.patch To close this pull request, make a commit to your master/trunk branch with (at least) the following in the commit message: This closes #9559 ---- commit 79353eb4e1c8ef69278681a9c6eaad7b359c4270 Author: YAOQIN <yao...@huawei.com> Date: 2015-11-07T07:04:13Z map status smaller commit 492adeb58871c179bf5f6b553111c6f2a2b3ee3b Author: Kent Yao <yaooq...@hotmail.com> Date: 2015-11-09T02:21:51Z Let MapStatus be smaller in sparse/tense cases commit cb4bce57fdfad98a64821870025b8173447cf882 Author: Kent Yao <yaooq...@hotmail.com> Date: 2015-11-09T03:22:03Z Let MapStatus be smaller in sparse/tense cases 1 ---- --- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastruct...@apache.org or file a JIRA ticket with INFRA. --- --------------------------------------------------------------------- To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org