Greg Hogan created FLINK-2909:
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Summary: Gelly Graph Generators
Key: FLINK-2909
URL:
https://issues.apache.org/jira/browse/FLINK-2909 Project: Flink
Issue Type: New Feature
Components: Gelly
Affects Versions: 1.0
Reporter: Greg Hogan
Assignee: Greg Hogan
Include a selection of graph generators in Gelly. Generated graphs will be useful for performing scalability, stress, and regression testing as well as benchmarking and comparing algorithms, for both Flink users and developers. Generated data is infinitely scalable yet described by a few simple parameters and can often substitute for user data or sharing large files when reporting issues.
There are at multiple categories of graphs as documented by [NetworkX|
https://networkx.github.io/documentation/latest/reference/generators.html] and elsewhere.
Graphs may be a well-defined, i.e. the [Chvátal graph|
https://en.wikipedia.org/wiki/Chv%C3%A1tal_graph]. These may be sufficiently small to populate locally.
Graphs may be scalable, i.e. complete and star graphs. These should use Flink's distributed parallelism.
Graphs may be stochastic, i.e. [RMat graphs|
http://snap.stanford.edu/class/cs224w-readings/chakrabarti04rmat.pdf] . A key consideration is that the graphs should source randomness from a seedable PRNG and generate the same Graph regardless of parallelism.
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