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GraphSet is a pattern-aware graph mining system supporting both CPU and GPU. GraphSet achieves high performance by proposing a set-based equivalent transformation approach to optimize pattern-aware graph mining applications, which can leverage classic set properties to eliminate most control flows and reduce computation overhead exponentially.