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https://issues.apache.org/jira/browse/HDFS-7244?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Amir Langer updated HDFS-7244:
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Attachment: SampleCode.tar.gz
HDFS-7244.docx
attached doc that describes an outline of the idea + Some sample code of how
can we use the slab to store BlockInfo objects.
> Reduce Namenode memory using Flyweight pattern
> ----------------------------------------------
>
> Key: HDFS-7244
> URL: https://issues.apache.org/jira/browse/HDFS-7244
> Project: Hadoop HDFS
> Issue Type: Improvement
> Components: namenode
> Reporter: Amir Langer
> Attachments: HDFS-7244.docx, SampleCode.tar.gz
>
>
> Using the flyweight pattern can dramatically reduce memory usage in the
> Namenode. The pattern also abstracts the actual storage type and allows the
> decision of whether it is off-heap or not and what is the serialisation
> mechanism to be configured per deployment.
> The idea is to move all BlockInfo data (as a first step) to this storage
> using the Flyweight pattern. The cost to doing it will be in higher latency
> when accessing/modifying a block. The idea is that this will be offset with a
> reduction in memory and in the case of off-heap, a dramatic reduction in
> memory (effectively, memory used for BlockInfo would reduce to a very small
> constant value).
> This reduction will also have an huge impact on the latency as GC pauses will
> be reduced considerably and may even end up with better latency results than
> the original code.
> I wrote a stand-alone project as a proof of concept, to show the pattern, the
> data structure we can use and what will be the performance costs of this
> approach.
> see [Slab|https://github.com/langera/slab]
> and [Slab performance
> results|https://github.com/langera/slab/wiki/Performance-Results].
> Slab abstracts the storage, gives several storage implementations and
> implements the flyweight pattern for the application (Namenode in our case).
> The stages to incorporate Slab into the Namenode is outlined in the sub-tasks
> JIRAs.
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