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NVM devices will greatly expand the possibility of processing extremely large-scale graphs that exceed the DRAM capacity of the nodes, however, efficient implementation based on detailed performance analysis of access patterns of unstructured graph kernel on systems that utilize a mixture of DRAM and NVM devices has not been well investigated. We introduce a graph data offloading technique using NVMs...
Graph500 is a new benchmark for supercomputers based on large-scale graph analysis, which is becoming an important form of analysis in many real-world applications. Graph algorithms run well on supercomputers with shared memory. For the Linpack-based supercomputer rankings, TOP500 reports that heterogeneous and distributed-memory super-computers with large numbers of GPGPUs are becoming dominant....
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