Fast lossless compression of scientific floating-point data
P Ratanaworabhan, J Ke… - … Conference (DCC'06), 2006 - ieeexplore.ieee.org
P Ratanaworabhan, J Ke, M Burtscher
Data Compression Conference (DCC'06), 2006•ieeexplore.ieee.orgIn scientific computing environments, large amounts of floating-point data often need to be
transferred between computers as well as to and from storage devices. Compression can
reduce the number of bits that need to be transferred and stored. However, the run-time
overhead due to compression may be undesirable in high-performance settings where short
communication latencies and high bandwidths are essential. This paper describes and
evaluates a new compression algorithm that is tailored to such environments. It typically …
transferred between computers as well as to and from storage devices. Compression can
reduce the number of bits that need to be transferred and stored. However, the run-time
overhead due to compression may be undesirable in high-performance settings where short
communication latencies and high bandwidths are essential. This paper describes and
evaluates a new compression algorithm that is tailored to such environments. It typically …
In scientific computing environments, large amounts of floating-point data often need to be transferred between computers as well as to and from storage devices. Compression can reduce the number of bits that need to be transferred and stored. However, the run-time overhead due to compression may be undesirable in high-performance settings where short communication latencies and high bandwidths are essential. This paper describes and evaluates a new compression algorithm that is tailored to such environments. It typically compresses numeric floating-point values better and faster than other algorithms do. On our data sets, it achieves compression ratios between 1.2 and 4.2 as well as compression and decompression throughputs between 2.8 and 5.9 million 64-bit double-precision numbers per second on a 3 GHz Pentium 4 machine.
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