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Posted to issues@calcite.apache.org by "Liya Fan (Jira)" <ji...@apache.org> on 2020/02/26 08:05:00 UTC
[jira] [Created] (CALCITE-3827) Reduce the time complexity of
finding in-edges of a vertex in the graph
Liya Fan created CALCITE-3827:
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Summary: Reduce the time complexity of finding in-edges of a vertex in the graph
Key: CALCITE-3827
URL: https://issues.apache.org/jira/browse/CALCITE-3827
Project: Calcite
Issue Type: Improvement
Components: core
Reporter: Liya Fan
In the current graph implementation, it takes O(1) time to find the out-edges of a vertex, but O(e) time (where e is the total number of edges in the graph) to find the in-edges of a vertex.
In some scenarios (e.g. clearing cache in hep planner), this may have severe performance penalty. To solve this problem, we add a inward edge table, in addition to the existing outward edge table, to the graph. This helps to reduce the time complexity for finding in-edges to O(1).
Please note that, there is extra performance overhead for maintaining the in edge table, when adding/deleting vertices to the graph. However, the added overhead only takes O(1) time.
Finally, it should be noted that, some existing operations can benefit from this improvement (topological sort).
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