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https://issues.apache.org/jira/browse/GIRAPH-96?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13152392#comment-13152392
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Jakob Homan commented on GIRAPH-96:
-----------------------------------
The LinkedIn SNA project I've been meaning to look at for this type of problem
is http://sna-projects.com/kamikaze/ for storing compressed integer arrays.
This project is being used by the distributed graph team, which has certainly
dealt with the issues we're running into.
> Support for Graphs with Huge adjacency lists
> --------------------------------------------
>
> Key: GIRAPH-96
> URL: https://issues.apache.org/jira/browse/GIRAPH-96
> Project: Giraph
> Issue Type: Improvement
> Components: bsp
> Affects Versions: 0.70.0
> Reporter: Arun Suresh
>
> Currently the vertex initialize() method is passed the complete adjacency
> list as a HashMap. All the current concrete implementations of Vertex iterate
> over the adjacency list and recreate new Data Structures within the Vertex
> instance to hold/manipulate the adjacency list. This would seize to be
> feasible once the size of the adjacency list becomes really huge.
> I propose storing the adjacency list and all vertex information (and incoming
> messages ?) in a distributed data store such as HBase. The adjacency list can
> be lazily loaded via HBase Scans. I was thinking of an HBase schema where the
> row Id is a concatenation of VertexID+OutboundVertexId with a single column
> containing the edge.
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