Orders of magnitude (computing)
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This list compares various amounts of computing power in instructions per second organized by
order of magnitude An order of magnitude is an approximation of the logarithm of a value relative to some contextually understood reference value, usually 10, interpreted as the base of the logarithm and the representative of values of magnitude one. Logarithmic di ...
in FLOPS.
Scientific E notation index: 2 , 3 , 6 , 9 , 12 , 15 , 18 , 21 , 24 , >24
__TOC__


Deciscale computing (10−1)

* 5×10−1: Computing power of the average human mental calculation for multiplication using pen and paper


Scale computing (100)

* 1 OP/S: Power of an average human performing calculations using pen and paper * 1 OP/S: Computing power of Zuse Z1 * 5 OP/S: World record for addition set


Decascale computing (101)

* 5×101: Upper end of serialized human perception computation (light bulbs do not flicker to the human observer)


Hectoscale computing (102)

* 2.2×102: Upper end of serialized human throughput. This is roughly expressed by the lower limit of accurate event placement on small scales of time (The swing of a conductor's arm, the reaction time to lights on a drag strip, etc.) * 2×102: IBM 602 1946 computer.


Kiloscale computing (103)

* 92×103:
Intel 4004 The Intel 4004 is a 4-bit central processing unit (CPU) released by Intel Corporation in 1971. Sold for US$60, it was the first commercially produced microprocessor, and the first in a long line of Intel CPUs. The 4004 was the first significa ...
First commercially available full function CPU on a chip, released in 1971 * 500×103
Colossus computer Colossus was a set of computers developed by British codebreakers in the years 1943–1945 to help in the cryptanalysis of the Lorenz cipher. Colossus used thermionic valves (vacuum tubes) to perform Boolean and counting operations. Colossus ...
vacuum tube A vacuum tube, electron tube, valve (British usage), or tube (North America), is a device that controls electric current flow in a high vacuum between electrodes to which an electric potential difference has been applied. The type known as ...
supercomputer 1943


Megascale computing (106)

* 1×106: Computing power of the Motorola 68000 commercial computer introduced in 1979. This is also the minimum computing power of a Type 0 Kardashev civilization. * 1.2×106: IBM 7030 "Stretch" transistorized supercomputer 1961


Gigascale computing (109)

* 1×109:
ILLIAC IV The ILLIAC IV was the first massively parallel computer. The system was originally designed to have 256 64-bit floating point units (FPUs) and four central processing units (CPUs) able to process 1 billion operations per second. Due to budget cons ...
1972 supercomputer does first
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 ...
problems * 1.354×109: Intel Pentium III commercial computing 1999 * 147.6×109: Intel Core i7-980X Extreme Edition commercial computing 2010


Terascale computing (1012)

* 1.34×1012: Intel ASCI Red 1997 Supercomputer * 1.344×1012 GeForce GTX 480 in 2010 from Nvidia at its peak performance * 4.64×1012: Radeon HD 5970 in 2009 from
AMD Advanced Micro Devices, Inc. (AMD) is an American multinational semiconductor company based in Santa Clara, California, that develops computer processors and related technologies for business and consumer markets. While it initially manufactur ...
(under ATI branding) at its peak performance * 5.152×1012: S2050/S2070 1U GPU Computing System from Nvidia * 11.3×1012 : GeForce GTX 1080 Ti in 2017 * 13.7×1012: Radeon RX Vega 64 in 2017 * 15.0×1012: Nvidia Titan V in 2017 * 80×1012: IBM Watson * 170×1012:
Nvidia DGX-1 Nvidia DGX is a line of Nvidia-produced servers and workstations which specialize in using GPGPU to accelerate deep learning applications. The typical design of a DGX system is based upon a rackmount chassis with motherboard that carries high per ...
The initial Pascal based DGX-1 delivered 170 teraflops of half precision processing. * 478.2×1012 IBM BlueGene/L 2007 Supercomputer * 960×1012
Nvidia DGX-1 Nvidia DGX is a line of Nvidia-produced servers and workstations which specialize in using GPGPU to accelerate deep learning applications. The typical design of a DGX system is based upon a rackmount chassis with motherboard that carries high per ...
The Volta-based upgrade increased calculation power of
Nvidia DGX-1 Nvidia DGX is a line of Nvidia-produced servers and workstations which specialize in using GPGPU to accelerate deep learning applications. The typical design of a DGX system is based upon a rackmount chassis with motherboard that carries high per ...
to 960
teraflop In computing, floating point operations per second (FLOPS, flops or flop/s) is a measure of computer performance, useful in fields of scientific computations that require floating-point calculations. For such cases, it is a more accurate mea ...
s.


Petascale computing (1015)

* 1.026×1015:
IBM Roadrunner Roadrunner was a supercomputer built by IBM for the Los Alamos National Laboratory in New Mexico, USA. The US$100-million Roadrunner was designed for a peak performance of 1.7 petaflops. It achieved 1.026 petaflops on May 25, 2008, to become t ...
2009 Supercomputer * 1.32×1015: Nvidia GeForce 4000 Series RTX4090 Consumer graphics card, achieves 1.32 petaflops in AI applications, October 2022 * 2×1015:
Nvidia DGX-2 Nvidia DGX is a line of Nvidia-produced servers and workstations which specialize in using GPGPU to accelerate deep learning applications. The typical design of a DGX system is based upon a rackmount chassis with motherboard that carries high per ...
a 2 Petaflop Machine Learning system (the newer DGX A100 has 5 Petaflop performance) *10×1015 (1016): Minimum computing power of a Type I Kardashev civilization * 11.5×1015:
Google Google LLC () is an American Multinational corporation, multinational technology company focusing on Search Engine, search engine technology, online advertising, cloud computing, software, computer software, quantum computing, e-commerce, ar ...
TPU pod containing 64 second-generation TPUs, May 2017 * 17.17×1015: IBM Sequoia's LINPACK performance, June 2013 * 20×1015: Roughly the hardware-equivalent of the human brain according to Kurzweil. Published in his 1999 book: The Age of Spiritual Machines: When Computers Exceed Human Intelligence * 33.86×1015:
Tianhe-2 Tianhe-2 or TH-2 (, i.e. 'Milky Way 2') is a 33.86- petaflops supercomputer located in the National Supercomputer Center in Guangzhou, China. It was developed by a team of 1,300 scientists and engineers. It was the world's fastest supercomputer ...
's LINPACK performance, June 2013 * 36.8×1015: Estimated computational power required to ''simulate'' a human brain in real time. * 93.01×1015: Sunway TaihuLight's LINPACK performance, June 2016http://top500.org/list/2016/06/ Top500 list, June 2016 *143.5×1015: Summit's LINPACK performance, November 2018


Exascale computing (1018)

* 1×1018: The U.S. Department of Energy and NSA estimated in 2008 that they would need exascale computing around 2018 * 1×1018: Fugaku 2020 supercomputer in single precision mode * 1.1x1018: Frontier 2022 supercomputer * 1.88×1018: U.S. Summit achieves a peak throughput of this many operations per second, whilst analysing genomic data using a mixture of numerical precisions. * 2.43×1018
Folding@home Folding@home (FAH or F@h) is a volunteer computing project aimed to help scientists develop new therapeutics for a variety of diseases by the means of simulating protein dynamics. This includes the process of protein folding and the movements ...
distributed computing system during
COVID-19 pandemic The COVID-19 pandemic, also known as the coronavirus pandemic, is an ongoing global pandemic of coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The novel virus was first identi ...
response


Zettascale computing (1021)

* 1×1021: Accurate global weather estimation on the scale of approximately 2 weeks. Assuming Moore's law remains applicable, such systems may be feasible around 2035. A zettascale computer system could generate more single floating point data in one second than was stored by any digital means on Earth in the first quarter of 2011.


Beyond zettascale computing (>1021)

*1.12×1036: Estimated computational power of a
Matrioshka brain A matrioshka brain is a hypothetical megastructure of immense computational capacity powered by a Dyson sphere. It was proposed in 1997 by Robert J. Bradbury (1956–2011). It is an example of a class-B stellar engine, employing the entire energy ...
, assuming 1.87×1026
watt The watt (symbol: W) is the unit of power or radiant flux in the International System of Units (SI), equal to 1 joule per second or 1 kg⋅m2⋅s−3. It is used to quantify the rate of energy transfer. The watt is named after James ...
power produced by solar panels and 6 GFLOPS/watt efficiency. *4×1048: Estimated computational power of a Matrioshka brain whose power source is the
Sun The Sun is the star at the center of the Solar System. It is a nearly perfect ball of hot plasma, heated to incandescence by nuclear fusion reactions in its core. The Sun radiates this energy mainly as light, ultraviolet, and infrared radi ...
, the outermost layer operates at 10
kelvin The kelvin, symbol K, is the primary unit of temperature in the International System of Units (SI), used alongside its prefixed forms and the degree Celsius. It is named after the Belfast-born and University of Glasgow-based engineer and phy ...
s, and the constituent parts operate at or near the
Landauer limit Landauer's principle is a physical principle pertaining to the lower theoretical limit of energy consumption of computation. It holds that "any logically irreversible manipulation of information, such as the erasure of a bit or the merging of two ...
and draws power at the efficiency of a Carnot engine *5×1058: Estimated power of a galaxy equivalent in luminosity to the
Milky Way The Milky Way is the galaxy that includes our Solar System, with the name describing the galaxy's appearance from Earth: a hazy band of light seen in the night sky formed from stars that cannot be individually distinguished by the naked eye. ...
converted into Matrioshka brains.


See also

*
Futures studies Futures studies, futures research, futurism or futurology is the systematic, interdisciplinary and holistic study of social and technological advancement, and other environmental trends, often for the purpose of exploring how people will l ...
– study of possible, probable, and preferable futures, including making projections of future technological advances * History of computing hardware (1960s–present) * List of emerging technologies – new fields of technology, typically on the cutting edge. Examples include genetics, robotics, and nanotechnology (GNR). **
Artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech r ...
– computer mental abilities, especially those that previously belonged only to humans, such as
speech recognition Speech recognition is an interdisciplinary subfield of computer science and computational linguistics that develops methodologies and technologies that enable the recognition and translation of spoken language into text by computers with the ...
,
natural language generation Natural language generation (NLG) is a software process that produces natural language output. In one of the most widely-cited survey of NLG methods, NLG is characterized as "the subfield of artificial intelligence and computational linguistics th ...
, etc. ***
History of artificial intelligence The history of artificial intelligence (AI) began in ancient history, antiquity, with myths, stories and rumors of artificial beings endowed with intelligence or consciousness by master craftsmen. The seeds of modern AI were planted by philoso ...
(AI) *** Strong AI – hypothetical AI as smart as a human. ** Quantum computing *** Timeline of quantum computing and communication * Moore's law – observation (not actually a
law Law is a set of rules that are created and are enforceable by social or governmental institutions to regulate behavior,Robertson, ''Crimes against humanity'', 90. with its precise definition a matter of longstanding debate. It has been vario ...
) that, over the history of computing hardware, the number of
transistor upright=1.4, gate (G), body (B), source (S) and drain (D) terminals. The gate is separated from the body by an insulating layer (pink). A transistor is a semiconductor device used to Electronic amplifier, amplify or electronic switch, switch ...
s on integrated circuits doubles approximately every two years. The law is named after Intel co-founder
Gordon Moore Gordon Earle Moore (born January 3, 1929) is an American businessman, engineer, and the co-founder and chairman emeritus of Intel Corporation. He is also the original proponent of Moore's law. As of March 2021, Moore's net worth is repor ...
, who described the trend in his 1965 paper. * Supercomputer ** History of supercomputing *
Superintelligence A superintelligence is a hypothetical agent that possesses intelligence far surpassing that of the brightest and most gifted human minds. "Superintelligence" may also refer to a property of problem-solving systems (e.g., superintelligent languag ...
* Timeline of computing *
Technological singularity The technological singularity—or simply the singularity—is a hypothetical future point in time at which technological growth becomes uncontrollable and irreversible, resulting in unforeseeable changes to human civilization. According to the m ...
– hypothetical point in the future when computer capacity rivals that of a human brain, enabling the development of strong AI — artificial intelligence at least as smart as a human. ** '' The Singularity Is Near'' – book by
Raymond Kurzweil Raymond Kurzweil ( ; born February 12, 1948) is an American computer scientist, author, inventor, and futurist. He is involved in fields such as optical character recognition (OCR), text-to-speech synthesis, speech recognition technology, and e ...
dealing with the progression and projections of development of computer capabilities, including beyond human levels of performance. *
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 coinci ...
– list of the 500 most powerful (non-distributed) computer systems in the world


References


External links


Historical and projected growth in supercomputer capacity
{{DEFAULTSORT:Orders Of Magnitude (Computing)
Computing Computing is any goal-oriented activity requiring, benefiting from, or creating computing machinery. It includes the study and experimentation of algorithmic processes, and development of both hardware and software. Computing has scientific, ...
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