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Misha Dmitriev updated MAPREDUCE-7150: -------------------------------------- Attachment: YARN-8872.04.patch > Optimize collections used by MR JHS to reduce its memory > -------------------------------------------------------- > > Key: MAPREDUCE-7150 > URL: https://issues.apache.org/jira/browse/MAPREDUCE-7150 > Project: Hadoop Map/Reduce > Issue Type: Improvement > Components: jobhistoryserver, mrv2 > Reporter: Misha Dmitriev > Assignee: Misha Dmitriev > Priority: Major > Attachments: YARN-8872.01.patch, YARN-8872.02.patch, > YARN-8872.03.patch, YARN-8872.04.patch, jhs-bad-collections.png > > > We analyzed, using jxray (www.jxray.com) a heap dump of JHS running with big > heap in a large clusters, handling large MapReduce jobs. The heap is large > (over 32GB) and 21.4% of it is wasted due to various suboptimal Java > collections, mostly maps and lists that are either empty or contain only one > element. In such under-populated collections considerable amount of memory is > still used by just the internal implementation objects. See the attached > excerpt from the jxray report for the details. If certain collections are > almost always empty, they should be initialized lazily. If others almost > always have just 1 or 2 elements, they should be initialized with the > appropriate initial capacity of 1 or 2 (the default capacity is 16 for > HashMap and 10 for ArrayList). > Based on the attached report, we should do the following: > # {{FileSystemCounterGroup.map}} - initialize lazily > # {{CompletedTask.attempts}} - initialize with capacity 2, given most tasks > only have one or two attempts > # {{JobHistoryParser$TaskInfo.attemptsMap}} - initialize with capacity > # {{CompletedTaskAttempt.diagnostics}} - initialize with capacity 1 since it > contains one diagnostic message most of the time > # {{CompletedTask.reportDiagnostics}} - switch to ArrayList (no reason to > use the more wasteful LinkedList here) and initialize with capacity 1. -- This message was sent by Atlassian JIRA (v7.6.3#76005) --------------------------------------------------------------------- To unsubscribe, e-mail: mapreduce-issues-unsubscr...@hadoop.apache.org For additional commands, e-mail: mapreduce-issues-h...@hadoop.apache.org