Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Vertical, Temporal, and Horizontal Scaling of Hierarchical Hypersparse
  GraphBLAS Matrices   Hypersparse matrices are a powerful enabler for a variety of network, health,
finance, and social applications. Hierarchical hypersparse GraphBLAS matrices
enable rapid streaming updates while preserving algebraic analytic power and
convenience. In many contexts, the rate of these updates sets the bounds on
performance. This paper explores hierarchical hypersparse update performance on
a variety of hardware with identical software configurations. The high-level
language bindings of the GraphBLAS readily enable performance experiments on
simultaneous diverse hardware. The best single process performance measured was
4,000,000 updates per second. The best single node performance measured was
170,000,000 updates per second. The hardware used spans nearly a decade and
allows a direct comparison of hardware improvements for this computation over
this time range; showing a 2x increase in single-core performance, a 3x
increase in single process performance, and a 5x increase in single node
performance. Running on nearly 2,000 MIT SuperCloud nodes simultaneously
achieved a sustained update rate of over 200,000,000,000 updates per second.
Hierarchical hypersparse GraphBLAS allows the MIT SuperCloud to analyze
extremely large streaming network data sets.

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The categories of this paper are: cond-mat
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The categories of this paper are: chem-ph
16
The categories of this paper are: stat
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The categories of this paper are: supr-con
15
The categories of this paper are: nucl-ex
9
The categories of this paper are: nlin
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The categories of this paper are: math-ph
30
The categories of this paper are: q-alg
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The categories of this paper are: bayes-an
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The categories of this paper are: gr-qc
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The categories of this paper are: comp-gas
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The categories of this paper are: hep-th
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The categories of this paper are: econ
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The categories of this paper are: funct-an
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The categories of this paper are: hep-ex
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The categories of this paper are: alg-geom