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Method of improving computer program speed
Automatic parallelization, also auto parallelization, or autoparallelization refers to converting sequential code into multi-threaded and/or vectorized
Automatic_parallelization
Tool to convert sequential code to parallel
automatic parallelization tool is a computer program aiding in automatic parallelization of existing sequential (single-threaded) code into parallel (multithreaded
Automatic parallelization tool
Automatic_parallelization_tool
Programming paradigm in which many processes are executed simultaneously
grail of such research—automated parallelization of serial programs—has yet to materialize. While automated parallelization of certain classes of algorithms
Parallel_computing
Deep learning library
training and inference to a few lines of code. PyTorch allows for automatic parallelization of training and, internally, implements CUDA bindings that speed
PyTorch
Autonomous car-maneuvering system
Automatic parking is an autonomous car-maneuvering system that moves a vehicle from a traffic lane into a parking spot to perform parallel, perpendicular
Automatic_parking
Abstraction of parallel computer architecture
responsible. For example, in compilers, automatic parallelization is the process of converting sequential code into parallel code, and in computer architecture
Parallel_programming_model
Case in parallel computing
Automatic vectorization, in parallel computing, is a special case of automatic parallelization, where a computer program is converted from a scalar implementation
Automatic_vectorization
Algorithm which can do multiple operations in a given time
algorithms can be converted into parallel algorithms using automatic parallelization. In many cases developing an effective parallel algorithm to solve a task
Parallel_algorithm
Programming paradigm entirely based on functions
thus automatically parallelize purely functional programs. In practice, this has not been terribly successful, and fully automatic parallelization is not
Purely_functional_programming
Set of computers configured in a distributed computing system
advantage of the parallel processing capabilities of the cluster and partition "the same computation" among several nodes. Automatic parallelization of programs
Computer_cluster
Executing several computations during overlapping time periods
real-time functional, for signal processing, compiler provides automatic parallelization via OpenMP or a specific work-stealing scheduler Fortran–coarrays
Concurrent_computing
Increasing execution speed and reducing the overheads associated with loops
multiprocessor systems. It can be done automatically by compilers (automatic parallelization) or manually (inserting parallel directives like OpenMP). Reversal
Loop_optimization
Software that translates code from one programming language to another
elimination, constant propagation, loop transformation and even automatic parallelization. Compiler analysis is the prerequisite for any compiler optimization
Compiler
Parallel computing paradigm
Automatic mutual exclusion is a parallel computing programming paradigm in which threads are divided into atomic chunks, and the atomic execution of the
Automatic_mutual_exclusion
Audio programming language
(PDF). Orlarey, Yann; Letz, Stéphane; Fober, Dominique (2010). "Automatic Parallelization of Audio Applications with Faust" (PDF). Proceedings of the Congrès
FAUST_(programming_language)
Message-passing system for parallel computers
Interface (MPI) is a portable message-passing standard designed to function on parallel computing architectures. The MPI standard defines the syntax and semantics
Message_Passing_Interface
American computer scientist
an American computer scientist specializing in compilers and automatic parallelization. She is director of the Kahlert School of Computing at the University
Mary Hall (computer scientist)
Mary_Hall_(computer_scientist)
Integrated development environment
analysis Loop optimizations Automatic parallelization Profile-guided optimization Scalar replacement Strength reduction Automatic vectorization, with -xvector=simd
Oracle_Developer_Studio
End-to-end testing framework
Screenshot and video capture settings Headless mode configuration Test parallelization options An example configuration might look like: module.exports =
Playwright_(software)
2023. Retrieved 12 November 2025. Midkiff, Samuel P. (2012). Automatic Parallelization: An Overview of Fundamental Compiler Techniques (PDF). Synthesis
Program_lifecycle_phase
The parallelization contract or PACT programming model is a generalization of the MapReduce programming model and uses second order functions to perform
Parallelization_contract
C++ Parallel Programming System is a C++ compiler and parallel runtime designed and released by Codeplay that aims to simplify the parallelization of code
Sieve C++ Parallel Programming System
Sieve_C++_Parallel_Programming_System
Programming language written graphically by a user
in online debugging, or automatic program generation and documentation. Dataflow languages also allow automatic parallelization, which is likely to become
Visual_programming_language
Free and open-source compiler for various programming languages
aggregates. Array dependence based optimizations such as automatic vectorization and automatic parallelization are also performed. Profile-guided optimization
GNU_Compiler_Collection
framework given here. Program analysis (computer science) Automatic parallelization Automatic vectorization Loop dependence analysis Frameworks supporting
Dependence_analysis
Use of a GPU for computations typically assigned to CPUs
areas where GPUs have been used for general purpose computing: Automatic parallelization Physical based simulation and physics engines (usually based on
General-purpose computing on graphics processing units
General-purpose_computing_on_graphics_processing_units
Aircraft surveillance technology
Automatic Dependent Surveillance–Broadcast (ADS-B) is an aviation surveillance technology and form of electronic conspicuity in which an aircraft determines
Automatic Dependent Surveillance–Broadcast
Automatic_Dependent_Surveillance–Broadcast
When every path in a control-flow graph must go through one node to reach another
optimizing and simplifying the control flow of programs for analysis. Automatic parallelization benefits from postdominance frontiers. This is an efficient method
Dominator_(graph_theory)
American computer scientist (1932–2020)
achievements include seminal work in compilers, program optimization, and parallelization. She worked for IBM from 1957 to 2002 and subsequently was a Fellow
Frances_Allen
1992 album by R.E.M.
Automatic for the People is the eighth studio album by the American alternative rock band R.E.M., released on October 5, 1992, in the United Kingdom and
Automatic_for_the_People
Computer processor
contains: C, C++ and Fortran compilers that support automatic vectorization and automatic parallelization as well as OpenMP. Performance optimization tools:
NEC_SX-Aurora_TSUBASA
debug the multithreaded code; however, by providing automatic parallelization, debugging of parallel SequenceL code is really verifying correctness of sequential
SequenceL
Programmable machine that processes data
A computer is a machine that can be programmed to automatically carry out sequences of arithmetic or logical operations (computation). Modern digital
Computer
Computer Language for System Modeling
(SEA 2007), Cambridge, MA, USA Håkan Lundvall and Peter Fritzson Automatic Parallelization of Object Oriented Models Executed with Inline Solvers, In Proceedings
Modelica
Railway safety system
Automatic Warning System (AWS) is a railway safety system invented in the United Kingdom. It provides a train driver with an audible indication of whether
Automatic_Warning_System
Soviet 7.62×39mm assault rifle
Avtomat Kalashnikova (Russian: Автомат Калашникова, lit. 'Kalashnikov's automatic'; also known as the Kalashnikov or just AK), is an assault rifle chambered
AK-47
Translator of computer source code
translates from a language like C to assembly or Java to bytecode. An automatic parallelizing compiler will frequently take in a high level language program
Source-to-source_compiler
Baskaran and Uday Bondhugula and J. Ramanujam and Atanas Rountev and P. Sadayappan. Effective automatic parallelization of stencil computations. PLDI '07
Scalable_locality
Canadian WWI-era light machine gun project
The Huot Automatic Rifle was a Canadian World War I era light machine gun project. In 1916, the Canadian Expeditionary Force was desperately short of
Huot_Automatic_Rifle
Object-oriented programming language
has mostly been dropped in current implementations of ARM. Java uses an automatic garbage collector to manage memory in the object lifecycle. The programmer
Java_(programming_language)
Computing technique used to achieve parallelism
MIMD parallelization of a given program, and is a more general approach than data-parallel and more efficient than the fork-and-join for parallel execution
Single_program,_multiple_data
Parallel Programming: for Multicore and Cluster Systems. Springer Science & Business Media. ISBN 978-3-642-37801-0. OpenMP Automatic parallelization Loop
Loop_scheduling
Tracking system using transceivers on ships
The automatic identification system (AIS) is an automatic tracking system that uses transponders on ships and is used by vessel traffic services (VTS)
Automatic identification system
Automatic_identification_system
Loop splitting Loop fusion Loop interchange Loop skewing Automatic parallelization Automatic vectorization Loop dependence analysis "Normalized hysteresis
Normalized_loop
Range of SUVs manufactured by the Ford Motor Company
park assist with perpendicular park assist, park-out assist and semi-automatic parallel parking, hands-free liftgate from the Ford Escape, an exclusive 500-watt
Ford_Explorer
Series of pickup trucks
available in Japan as well, with a three-speed automatic transmission available as an option. The 2.0-litre automatic model managed a "gentle" 136.1 km/h (84
Toyota_Hilux
Soviet assault rifle
romanized: Avtomat Kalashnikova modernizirovannyy, lit. 'Modernized Kalashnikov automatic rifle') is a 7.62×39 mm Soviet assault rifle introduced in 1959 as a lighter
AKM
dependencies between different execution threads and hence prevent the automatic parallelization of the program. The two major techniques used to remove these
Privatization (computer programming)
Privatization_(computer_programming)
Numerical calculations carrying along derivatives
In mathematics and computer algebra, automatic differentiation (auto-differentiation, autodiff, or AD), also called algorithmic differentiation, computational
Automatic_differentiation
Use of widely distributed computer resources to reach a common goal
applications, distributed or grid computing can be seen as a special type of parallel computing that relies on complete computers (with onboard CPUs, storage
Grid_computing
Series of four-wheel drive vehicles produced by Toyota
Prado (J90). An automatic transmission (A440F) was introduced making it the first four-wheel drive Japanese vehicle with an automatic transmission. 1990 –
Toyota_Land_Cruiser
Association football tournament in Russia
through qualifying competitions, while the host nation Russia qualified automatically. Of the 32, 20 had also appeared in the 2014 event, while Iceland and
2018_FIFA_World_Cup
Multi-purpose vehicle (MPV)
generation Hybrid Synergy Drive drivetrain (only in the Japanese market), automatic parallel and reverse parking (only on Toyota Estima), Lane-Keep Assist (LKA)
Toyota_Previa
Fortran, according to some sources, combined with efficient and automatic parallelization. SISAL's name came from grepping "sal" for "Single Assignment
SISAL
parallelism. This form of parallelism is often the target of automatic parallelization of loops. Distributed computing systems and non-uniform memory
Scalable_parallelism
Compiler that optimizes generated code
technique hides the latency between loading and using values. Automatic parallelization A loop is converted into multi-threaded or vectorized (or even
Optimizing_compiler
Function whose implementation is handled specially by the compiler
functions are often used to explicitly implement vectorization and parallelization in languages which do not address such constructs. Some application
Intrinsic_function
World's first 10-speed automatic from 2017
The Ford–GM 10-speed automatic transmission is part of a joint venture between Ford Motor Company and General Motors to design and engineer two transmissions:
Ford–GM 10-speed automatic transmission
Ford–GM_10-speed_automatic_transmission
Supercomputer at the University of Illinois Urbana-Champaign, United States
to 500 PB of tape storage. The storage filesystem was the Cray Lustre parallel file system, which is capable of terabyte-per-second storage bandwidth
Blue_Waters
Light-duty model in the Toyota Land Cruiser range
in some Middle Eastern countries. In Japan, it came with a four-speed automatic or five-speed manual transmission. The only engine installed in home market
Toyota_Land_Cruiser_Prado
American multinational technology company
26, 2017. Retrieved May 27, 2017. Macht, Joshua (September 30, 2002). "Automatic for the People". Time. Archived from the original on October 22, 2010
Automotive transmission technology
A continuously variable transmission (CVT) is an automatic transmission that can change through a continuous range of gear ratios, typically resulting
Continuously variable transmission
Continuously_variable_transmission
Indo-European language of the Italic branch
language of the Roman Rota. Vatican City is also home to the world's only automatic teller machine that gives instructions in Latin. In the pontifical universities
Latin
Territories under United Kingdom sovereignty
territories, although most residents of overseas territories lost their automatic right to live in the UK after the ratification of Commonwealth Immigrants
British_Overseas_Territories
Lathe with a controlled cutting process
metalworking and woodworking, an automatic lathe is a lathe with an automatically controlled cutting process. Automatic lathes were first developed in the
Automatic_lathe
Scientific field of study
enters the natural place of another, the less abundant element will automatically go towards its own natural place. For example, if there is a fire on
Physics
Country in East Asia
Taiwanese marriage laws within two years, same-sex marriages would automatically become lawful in Taiwan. In a referendum question in 2018, however,
Taiwan
are different kind of parallelization techniques which are used on the basis of data storage overhead, degree of parallelization and data dependencies
DOPIPE
Computer telephony software
In computer telephony, an automatic dialler (shortened to an auto-dialler or more simply in context just a dialler, and also known as an outbound dialler)
Auto_dialer
Luxury crossover SUV model from Lexus
164 kW (220 hp) and 301 N⋅m (222 lb⋅ft). The transmission, a 4-speed automatic unit, offered a "Snow" mode which started the vehicle in second gear for
Lexus_RX
Soviet light support weapon and variants
62×39mm light machine gun/squad automatic weapon that was developed by Mikhail Kalashnikov in the early 1960s, in parallel with the AKM assault rifle. The
RPK
President of the United States from 2009 to 2017
least $1.5 trillion in budgetary savings over 10 years, and established automatic procedures for reducing spending by as much as $1.2 trillion if legislation
Barack_Obama
City in Santa Fe Province, Argentina
paper card with a magnetic stripe which can be bought from post offices, automatic vending machines, and private businesses. For occasional use, a larger
Rosario
French automobile manufacturer
moped-powered Ligier JS4. One of the world's first experimental prototypes of automatic parallel parking was developed on a Ligier electric car at INRIA in the mid-1990s
Ligier
Full-size car
climate control, automatic headlamps, electrically powered windows, electric cruise control, and a two-speed "Toyoglide" automatic transmission. Vent
Toyota_Crown
Automatic lubrication systems (ALS), also known as centralized lubrication systems (CLS), are mechanical devices used in industrial machines and engines
Automatic_lubrication_system
Messaging and VoIP service owned by Meta
WhatsApp automatically compares all the phone numbers from the device's address book with its central database of WhatsApp users to automatically add contacts
Firearm with a cylinder holding cartridges
preceding shot to automatically cock the hammer and index the next chamber, although these self-loading revolvers (known as automatic revolvers, despite
Revolver
Process to determine relationships among statements
portions of a loop is often referred to as parallelization. In order to see how we can exploit parallelization, we have to first analyze the dependencies
Loop_dependence_analysis
9th-century Islamic scientific text by the Banū Mūsā brothers
[clarification needed] The Banū Mūsā brothers invented a number of automata (automatic machines) and mechanical devices, and they described a hundred such devices
Book_of_Ingenious_Devices
German association football league
teams relegated (automatic relegation except as noted): 1963–64 to 1973–74: 2 1974–75 to 1980–81: 3 1981–82 to 1990–91: 2 automatic plus the 16th-place
Bundesliga
Online subculture
"Online hatred of women in the Incels.me forum: Linguistic analysis and automatic detection". Journal of Language Aggression and Conflict. 7 (2): 240–268
Incel
Jewish nationalist movement
without a major displacement of Arab population; and because this aim automatically produced resistance among the Arabs which, in turn, persuaded the Yishuv's
Zionism
Capital and largest city of Hungary
controlled and give priority to the GPS connected public transport vehicles automatically, as well as the traffic is measured and analysed on the roads and car
Budapest
Abrahamic monotheistic religion
regarding his work in optics. In engineering, the Banū Mūsā brothers' automatic flute player is considered to have been the first programmable machine
Islam
English playwright and poet (1564–1616)
his wife, Anne, who was probably entitled to one-third of his estate automatically. He did make a point, however, of leaving her "my second best bed",
William_Shakespeare
Qualification for international football tournament
join hosts and debutants Qatar, who received an automatic spot, at the 2022 FIFA World Cup. Parallel tournaments were organised by FIFA's six confederations
2022 FIFA World Cup qualification
2022_FIFA_World_Cup_qualification
Dual clutch automatic transmission
The Ford PowerShift are 6 and 7-speed dual-clutch automatic transmissions, produced for the Ford Motor Company. The 6 speed PowerShift gearboxes were
Ford_PowerShift_transmission
introduced the ONAL Accelerator Compiler, a system for the automatic parallelization of numerical array programs written with the ILNumerics DSL. The compiler
ILNumerics
English rock band (1960–1970)
another (as is sometimes conveniently suggested) the group maintained in parallel their mastery of the traditional, catchy chart hit while simultaneously
The_Beatles
Algorithm that estimates unknowns from a series of measurements over time
Ángel F. García-Fernández (2021). "Temporal Parallelization of Bayesian Smoothers". IEEE Transactions on Automatic Control. 66 (1): 299–306. arXiv:1905.13002
Kalman_filter
Supreme legislative body of the United Kingdom
new peers were life peers only. The House of Lords Act 1999 removed the automatic right of hereditary peers to sit in the House of Lords, although it made
Parliament of the United Kingdom
Parliament_of_the_United_Kingdom
South Korean mass murderer (1984–2007)
shooting in 2007. Cho killed 32 people and wounded 17 others with two semi-automatic pistols on April 16, 2007, at Virginia Tech in Blacksburg, Virginia. This
Seung-Hui_Cho
Supranational political and economic union
into force, without the requirement for any implementing measures, and automatically override conflicting domestic provisions. Directives require member
European_Union
Traditional board game for two players
title in a rematch in 1961. Following the 1961 event, FIDE abolished the automatic right of a deposed champion to a rematch, and the next champion, Armenian
Chess
Computer interface
other actions, like the CR or EOF. The host could also have the printer automatically start a new line by pulling the AUTOFEED line high, and keeping it there
Parallel_port
City and municipality in Jalisco, Mexico
by the people by direct or indirect voting, but the return happens automatically if the mayor wins. The municipality is divided into five electoral districts
Guadalajara
1996 aviation accident in the Atlantic Ocean
were full. To continue the pressure fueling, a TWA mechanic overrode the automatic VSO by pulling the volumetric fuse and an overflow circuit breaker. Maintenance
TWA_Flight_800
Archipelagic country in Southeast Asia
of the Universal Health Care Act by President Duterte facilitated the automatic enrollment of all Filipinos in the national health insurance program.
Philippines
Test for determining the greatest common divisor
and various other loop transformation methods can be applied. Automatic parallelization Banerjee test Dependence analysis Loop dependence analysis Advanced
GCD_test
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
Girl/Female
Arabic, Muslim
Aromatic Sweet Basil
Girl/Female
Arabic, Muslim
Aromatic
Girl/Female
Muslim
Aromatic, A narrator of Hadith
Girl/Female
Muslim
Flower, Kind of aromatic plant
Girl/Female
Arabic, Muslim
Aromatic; Rare Moon
Boy/Male
Muslim/Islamic
Aromatic
Boy/Male
Indian
Aromatic
Girl/Female
Indian
Aromatic, A narrator of Hadith
Girl/Female
Arabic, Australian, Muslim
Kind of Aromatic Plant
Girl/Female
Arabic, French, Muslim
Aromatic
Boy/Male
Muslim
Aromatic
Girl/Female
Muslim
Aromatic
Girl/Female
Muslim
Flower, Kind of aromatic plant
Boy/Male
Arabic, Muslim
Fragrant; Aromatic
Girl/Female
Muslim/Islamic
Aromatic
Girl/Female
Afghan, Arabic, Australian
Aromatic; Sweet Basil
Girl/Female
Latin
Fortuna.
Girl/Female
Arabic, Muslim
Aromatic; Sweet Basil
Girl/Female
Muslim/Islamic
Aromatic
Girl/Female
Indian
Flower, Kind of aromatic plant
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
Girl/Female
Muslim/Islamic
Bliss felicity
Boy/Male
American, Anglo, Australian, British, Celtic, English, French, Gaelic, Irish, Scottish
Hill Near the Meadow; Triangular Hill; Hero; Large Fortification; Fortress
Female
Greek
(Φωτινή) Greek name derived from the word phos, PHOTINE means "light."
Boy/Male
Celebrity, Hindu, Indian
Young
Girl/Female
Indian
Unique
Surname or Lastname
English
English : topographic name for someone who lived by a stream, a variant of Brook.
Girl/Female
Hindu
One who leads the way, Guide
Biblical
passing over; testimony of the Lord,whom Jehovah adorns
Girl/Female
Sikh
Bright
Girl/Female
Egyptian
Name of a queen.
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
a.
Having an inherent power of action or motion.
n.
An apparatus for automatic ignition.
a.
Of or pertaining to a stoma; of the nature of a stoma.
n.
A medicine for diseases of the mouth.
pl.
of Automaton
a.
Alt. of Asthmatical
a.
Automatic.
a.
Pertaining to, or produced by, an automaton; of the nature of an automaton; self-acting or self-regulating under fixed conditions; -- esp. applied to machinery or devices in which certain things formerly or usually done by hand are done by the machine or device itself; as, the automatic feed of a lathe; automatic gas lighting; an automatic engine or switch; an automatic mouse.
v. i.
A self-moving machine, or one which has its motive power within itself; -- applied chiefly to machines which appear to imitate spontaneously the motions of living beings, such as men, birds, etc.
a.
Alt. of Axiomatical
a.
Alt. of Automatical
n.
A person affected with asthma.
a.
Not voluntary; not depending on the will; mechanical; as, automatic movements or functions.
pl.
of Automaton
a.
Alt. of Autoptical
v. i.
Any thing or being regarded as having the power of spontaneous motion or action.
adv.
In an automatic manner.
n.
The state or quality of being automatic; the power of self-moving; automatic, mechanical, or involuntary action. (Metaph.) A theory as to the activity of matter.
a.
Aromatic.
a.
Alt. of Autocratical