Tractable low-delay atomic memory
Communication cost is the most commonly used metric in assessing the efficiency of operations in distributed algorithms for message-passing environments. In doing so, the standing assumption is that the cost of local computation is negligible compared to the cost of communication. However, in many c...
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Veröffentlicht in: | Distributed computing 2021-02, Vol.34 (1), p.33-58 |
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Sprache: | eng |
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Zusammenfassung: | Communication cost is the most commonly used metric in assessing the efficiency of operations in distributed algorithms for message-passing environments. In doing so, the standing assumption is that the cost of local computation is negligible compared to the cost of communication. However, in many cases, operation implementations rely on complex computations that should not be ignored. Therefore, a more accurate assessment of operation efficiency should account for both
computation
and
communication
costs. This paper focuses on the efficiency of read and write operations in emulations of
atomic read/write shared memory
in the asynchronous, message-passing, crash-prone environment. The much celebrated work by Dutta et al. presented an implementation in this setting where
all
read and write operations could complete in just a single communication round-trip. Such operations where characterized for the first time as
fast
. At its heart, the work by Dutta et al. used a predicate to achieve that performance. We show that the predicate is computationally
intractable
by defining an equivalent problem and reducing it to
Maximum Biclique
, a known
NP-hard
problem. We derive a
new, computationally tractable predicate
, and an algorithm to compute it in
linear time
. The proposed predicate is used to develop three algorithms:
ccFast
,
ccHybrid
, and
OhFast
.
ccFast
is similar to the algorithm of Dutta et al. with the main difference being the use of the new predicate for reduced computational complexity. All operations in
ccFast
are fast, and particular constraints apply in the number of participants.
ccHybrid
and
OhFast
, allow some operations to be “slow”, enabling unbounded participants in the service.
ccHybrid
is a “multi-speed” version of
ccFast
, where the reader determines when it is not safe to complete a read operation in a single communication round-trip.
OhFast
, expedites algorithm
OhSam
of Hadjistasi et al. by placing the developed predicate at
the servers
instead of clients and avoiding excessive server communication when possible. An experimental evaluation using NS3 compares algorithms
ccHybrid
and
OhFast
to the classic algorithm
ABD
of Attiya et al., the algorithm
Sf
of Georgiou et al. (the first “semifast” algorithm, allowing both fast and slow operations), and algorithm
OhSam
. In summary, this work gives the new meaning to the term
fast
by assessing both the
communication
and the
computation
efficiency of each operation. |
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ISSN: | 0178-2770 1432-0452 |
DOI: | 10.1007/s00446-020-00379-y |