GPU-based high-performance graph mining method and system
A graph mining, high-performance technology, applied in the field of GPU-based high-performance graph mining and systems, can solve the problem of low efficiency of graph mining algorithms, and achieve the effect of accelerating graph mining process, alleviating memory pressure, and good descriptiveness.
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[0038] Such as figure 1 The shown GPU-based high-performance graph mining method includes the following steps:
[0039] S1: According to different graph mining applications, construct corresponding search spaces; due to different graph mining applications, the corresponding search spaces are also different. Under normal circumstances, the search space of the application is the entire large graph, and the system mines the required subgraphs in the large graph.
[0040] S2: Select a number of vertices or edges in the search space according to the subgraph information provided by the user, and construct an initial set of candidate subgraphs;
[0041] S3: Use the search space and the set of candidate subgraphs as the input of the Grow-Cull execution model, expand the set of candidate subgraphs through the Grow operation to obtain an intermediate subgraph set, and then use the Cull operation on the set of intermediate subgraphs Qualified subgraphs are screened out to obtain a new...
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