High-performance computing (HPC) uses
supercomputers and
computer cluster
A computer cluster is a set of computers that work together so that they can be viewed as a single system. Unlike grid computers, computer clusters have each node set to perform the same task, controlled and scheduled by software.
The comp ...
s to solve advanced computation problems.
Overview
HPC integrates
systems administration (including network and security knowledge) and
parallel programming
Parallel computing is a type of computation in which many calculations or processes are carried out simultaneously. Large problems can often be divided into smaller ones, which can then be solved at the same time. There are several different f ...
into a multidisciplinary field that combines
digital electronics
Digital electronics is a field of electronics involving the study of digital signals and the engineering of devices that use or produce them. This is in contrast to analog electronics and analog signals.
Digital electronic circuits are usual ...
,
computer architecture
In computer engineering, computer architecture is a description of the structure of a computer system made from component parts. It can sometimes be a high-level description that ignores details of the implementation. At a more detailed level, the ...
,
system software,
programming language
A programming language is a system of notation for writing computer programs. Most programming languages are text-based formal languages, but they may also be graphical. They are a kind of computer language.
The description of a programming l ...
s,
algorithm
In mathematics and computer science, an algorithm () is a finite sequence of rigorous instructions, typically used to solve a class of specific problems or to perform a computation. Algorithms are used as specifications for performing ...
s and computational techniques.
HPC technologies are the tools and systems used to implement and create high performance computing systems.
Recently, HPC systems have shifted from supercomputing to computing
clusters and
grids
AIDS is caused by a human immunodeficiency virus (HIV), which originated in non-human primates
in Central and West Africa. While various sub-groups of the virus acquired human infectivity at different times, the present pandemic had its origins i ...
.
Because of the need of networking in clusters and grids, High Performance Computing Technologies are being promoted by the use of a
collapsed network backbone, because the collapsed backbone architecture is simple to troubleshoot and upgrades can be applied to a single router as opposed to multiple ones.
The term is most commonly associated with computing used for scientific research or
computational science. A related term,
high-performance technical computing High-performance technical computing (HPTC) is the application of high performance computing (HPC) to technical, as opposed to business or scientific, problems (although the lines between the various disciplines are necessarily vague). HPTC often re ...
(HPTC), generally refers to the engineering applications of cluster-based computing (such as
computational fluid dynamics
Computational fluid dynamics (CFD) is a branch of fluid mechanics that uses numerical analysis and data structures to analyze and solve problems that involve fluid flows. Computers are used to perform the calculations required to simulate t ...
and the building and testing of
virtual prototypes). HPC has also been applied to
business uses such as
data warehouses,
line-of-business (LOB) applications, and
transaction processing
Transaction processing is information processing in computer science that is divided into individual, indivisible operations called ''transactions''. Each transaction must succeed or fail as a complete unit; it can never be only partially compl ...
.
High-performance computing (HPC) as a term arose after the term "supercomputing". HPC is sometimes used as a synonym for supercomputing; but, in other contexts, "
supercomputer" is used to refer to a more powerful subset of "high-performance computers", and the term "supercomputing" becomes a subset of "high-performance computing". The potential for confusion over the use of these terms is apparent.
Because most current applications are not designed for HPC technologies but are retrofitted, they are not designed or tested for scaling to more powerful processors or machines.
Since networking clusters and grids use
multiple processors and computers, these scaling problems can cripple critical systems in future supercomputing systems. Therefore, either the existing tools do not address the needs of the high performance computing community or the HPC community is unaware of these tools.
A few examples of commercial HPC technologies include:
* the simulation of car crashes for structural design
* molecular interaction for new drug design
* the airflow over automobiles or airplanes
In government and research institutions, scientists simulate galaxy creation, fusion energy, and global warming, as well as work to create more accurate short- and long-term weather forecasts.
The world's tenth most powerful supercomputer in 2008,
IBM Roadrunner (located at the
United States Department of Energy
The United States Department of Energy (DOE) is an executive department of the U.S. federal government that oversees U.S. national energy policy and manages the research and development of nuclear power and nuclear weapons in the United Stat ...
's
Los Alamos National Laboratory
Los Alamos National Laboratory (often shortened as Los Alamos and LANL) is one of the sixteen research and development laboratories of the United States Department of Energy (DOE), located a short distance northwest of Santa Fe, New Mexico, i ...
) simulated the performance, safety, and reliability of nuclear weapons and certifies their functionality.
TOP500
A list of the most powerful high-performance computers can be found on the
TOP500
The TOP500 project ranks and details the 500 most powerful non- distributed computer systems in the world. The project was started in 1993 and publishes an updated list of the supercomputers twice a year. The first of these updates always coinc ...
list. The TOP500 list ranks the world's 500 fastest high-performance computers, as measured by the
High Performance LINPACK (HPL) benchmark. Not all computers are listed, either because they are ineligible (e.g., they cannot run the HPL benchmark) or because their owners have not submitted an HPL score (e.g., because they do not wish the size of their system to become public information for defense reasons). In addition, the use of the single LINPACK benchmark is controversial, in that no single measure can test all aspects of a high-performance computer. To help overcome the limitations of the LINPACK test, the U.S. government commissioned one of its originators,
Jack Dongarra of the University of Tennessee, to create a suite of benchmark tests that includes LINPACK and others, called the HPC Challenge benchmark suite. This evolving suite has been used in some HPC procurements, but, because it is not reducible to a single number, it has been unable to overcome the publicity advantage of the less useful TOP500 LINPACK test. The TOP500 list is updated twice a year, once in June at the ISC European Supercomputing Conference and again at a US Supercomputing Conference in November.
Many ideas for the new wave of
grid computing
Grid computing is the use of widely distributed computer resources to reach a common goal. A computing grid can be thought of as a distributed system with non-interactive workloads that involve many files. Grid computing is distinguished from ...
were originally borrowed from HPC.
High performance computing in the cloud
Traditionally, HPC has involved an on-premise infrastructure, investing in supercomputers or computer clusters. Over the last decade,
cloud computing
Cloud computing is the on-demand availability of computer system resources, especially data storage ( cloud storage) and computing power, without direct active management by the user. Large clouds often have functions distributed over m ...
has grown in popularity for offering computer resources in the commercial sector regardless of their investment capabilities.
Some characteristics like scalability, and
containerization
Containerization is a system of intermodal freight transport using intermodal containers (also called shipping containers and ISO containers). Containerization is also referred as "Container Stuffing" or "Container Loading", which is the p ...
also have raised interest in academia.
However
security in the cloud concerns such as data confidentiality are still considered when selecting a cloud or on-premise HPC.
See also
*
High-performance technical computing High-performance technical computing (HPTC) is the application of high performance computing (HPC) to technical, as opposed to business or scientific, problems (although the lines between the various disciplines are necessarily vague). HPTC often re ...
*
Distributed computing
A distributed system is a system whose components are located on different networked computers, which communicate and coordinate their actions by passing messages to one another from any system. Distributed computing is a field of computer sci ...
*
Parallel computing
*
Computational science
*
Quantum computing
Quantum computing is a type of computation whose operations can harness the phenomena of quantum mechanics, such as superposition, interference, and entanglement. Devices that perform quantum computations are known as quantum computers. Thou ...
*
Metacomputing Metacomputing is all computing and computing-oriented activity which involves computing knowledge (science and technology) utilized for the research, development and application of different types of computing. It may also deal with numerous types ...
*
Supercomputer
*
Grand Challenge
*
High Productivity Computing Systems
High Productivity Computing Systems (HPCS) is a DARPA project for developing a new generation of economically viable high productivity computing systems for national security and industry in the 2002–10 timeframe.
The HPC Challenge (High-perf ...
*
High-availability cluster
*
High-throughput computing
*
Many-task computing
*
Urgent computing
*
Cloud computing
Cloud computing is the on-demand availability of computer system resources, especially data storage ( cloud storage) and computing power, without direct active management by the user. Large clouds often have functions distributed over m ...
References
External links
HPCwireTop 500 supercomputersRocks ClustersOpen-Source High Performance Linux Clusters
*
ttp://www.modelingimmunity.org The Center for Modeling Immunity to Enteric Pathogens (MIEP)
{{Parallel computing
Parallel computing