By Frank Nielsen
This light creation to excessive functionality Computing (HPC) for Data
technological know-how utilizing the Message Passing Interface (MPI) average has been
designed as a primary path for undergraduates on parallel programming on
disbursed reminiscence versions, and calls for basically simple programming notions.
Divided
into components the 1st half covers excessive functionality computing utilizing
C++ with the Message Passing Interface (MPI) regular by means of a
second half delivering high-performance facts analytics on machine
clusters.
In the 1st half, the basic notions of blockading
versus non-blocking point-to-point communications, international communications
(like broadcast or scatter) and collaborative computations (reduce),
with Amdalh and Gustafson speed-up legislation are defined earlier than addressing
parallel sorting and parallel linear algebra on laptop clusters. The
common ring, torus and hypercube topologies of clusters are then
explained and worldwide verbal exchange tactics on those topologies are
studied. this primary half closes with the MapReduce (MR) version of
computation well-suited to processing substantial information utilizing the MPI framework.
In
the second one half, the booklet makes a speciality of high-performance info analytics.
Flat and hierarchical clustering algorithms are brought for information
exploration in addition to how you can application those algorithms on laptop
clusters, via computer studying category, and an
introduction to graph analytics. This half closes with a concise
introduction to info core-sets that permit monstrous facts difficulties be amenable to
tiny information problems.
Exercises are integrated on the finish of every
chapter to ensure that scholars to perform the innovations discovered, and a
final part comprises an total examination which permits them to guage how
good they've got assimilated the fabric coated within the book.
Read Online or Download Introduction to HPC with MPI for Data Science (Undergraduate Topics in Computer Science) PDF
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