Kategorier: Alle - data - evolution

af valeria Hernandez 8 år siden

278

history and motivation

The evolution of supercomputers has marked significant advancements from the Cray-1, a single-CPU machine, to modern parallel computers with thousands of CPUs. These powerful machines can perform trillions of floating-point operations per second and have become more cost-effective and accessible due to the use of commodity off-the-shelf components, exemplified by the Beowulf system.

history and motivation

History and Motivation

MODERN PARALLEL COMPUTERS

Advanced Strategic Computing Initiative
The first of these supercomputers, ASCI Red, was delivered to Sandia National Laboratories in 1997
Beowulf
Beowulf is all example of a system wnstlUcted out of commodity, off-theshelf (COTS) componenls.
Their system, named Beowulf, contained 16 Intel DX4 processors connected by multiple to Mbitfsec Ethernet links
The dynamic PC marketplace set the stage for the next breakthrough in parallel computing
Commercial Parallel_Computers
Some commercial parallel computers had support for higher-level parallel programming languages and debuggers

Experimenal parallel computers were less expensive

The Cosmic Cube
Intel Corporation had donated much of the hardware for the Cosmic Cube.
the potential for microprocessor-based parallel computing
, a parallel computer constructed out of 64 Intel 8086 microprocessors [34]

SEEKING CONCURRENCY

Functional Parallelism
a<-2 17 <- 3 m <- (a +b)/2 s <- (a2 + 172 )/2 v<- s ~ m2
Data Parallelism
for i <- 0 to 99 do a[i] <- b[i] + e[i] endfor

DATA CLUSTERING

Multidimensional data clustering is an important tool for data mining.
make info

easier to remember

interesting

save time
Subtema
Data Clostering:
1. OUlPUT K centers
1. Repeat the following steps for I iteratiolis or until he performance function converges. whichver come firts
3. Choose the K initial cluster cenlers using II rnndom sample
yellow = facts, examples
2. For each of the N documenLI .generate a D-dirnensional vector indicating how well il cover the D different topics
1. input N documents

PROGRAMM1NG PARALLEL COMPUTERS

Create a Parallel Language
Add a Parallel Programming Layer
Extend a Sequential Programming Language
Extend a Compiler

EVOLUTION OF SUPERCOMPUTING

Supercomputers have typically cost $10 million or more.
Even mainframe computers are being constructed out of microprocessors.
Today, supercomput£r means a parallel computer with thousand~ of CPUs.
Supercomputers are the most powerful computers that can be built.
In 1976 supercomputer meant a Cray-l, a single-CPU computer with a high ·petformance pipelined Vector processor wnnected to a lIigh-performance memory system.
Today's supercomputers are more than a billion times faster, able to petfonn trillions of floating point operations per second

MODERN SCIENTIFIC METHOD

Global weather and environmental modeling
Medicine, and modeling of human organs and bones
Biology, pharmacology, genome sequencing, genetic engineering, protein folding, enzyme activity, and cell modeling
Materials design and supercond.uctivity
Computational fluid dynamics and turbulence
Cosmology and astropbysics
you'll come up with original ideas
Quantum chemistry, statistical mechanics, and relativistic physics
Explain the phenomenon and designs an expellment to test that theory

Whats parallel computing?

Why should I program using MPI and OpenMP?
MPI is a perfectly satisfactory way for processors in different SMPs to cornrnullicate with each other, OpenMP is a better way for processors within a single SMP to interact
MPI (Message Passing Interface) is a standard specification for messagepassing lihmries
Reduce the time needed to solve a single computational problem.
is a multiple-processor computer system suppmting parallel programming.
centralized mUltiprocessor
multicomputer