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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
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
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
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
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
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
duration of running a test suite to that of the longest test through automatic parallelization of builds for Ruby projects. Semaphore supports the following
Semaphore_(software)
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
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
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
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
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)
Integrated development environment
analysis Loop optimizations Automatic parallelization Profile-guided optimization Scalar replacement Strength reduction Automatic vectorization, with -xvector=simd
Oracle_Developer_Studio
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)
2023. Retrieved 12 November 2025. Midkiff, Samuel P. (2012). Automatic Parallelization: An Overview of Fundamental Compiler Techniques (PDF). Synthesis
Program_lifecycle_phase
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
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
The parallelization contract or PACT programming model is a generalization of the MapReduce programming model and uses second order functions to perform
Parallelization_contract
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
framework given here. Program analysis (computer science) Automatic parallelization Automatic vectorization Loop dependence analysis Frameworks supporting
Dependence_analysis
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
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)
8-speed automatic from 2008
8HP is ZF Friedrichshafen AG's trademark name for its 8-speed automatic transmission models with hydraulic converter and planetary gearsets for longitudinal
ZF_8HP_transmission
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
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
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
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
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
Soviet 7.62×39mm assault rifle
Avtomat Kalashnikova (Russian: Автомат Калашникова, lit. 'Kalashnikov automatic rifle'; also known as the Kalashnikov or just AK), is an assault rifle
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
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
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)
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
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
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)
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
Type of handgun where the firing chamber is integral to the barrel
The most common type of pistol used in the contemporary era is the semi-automatic pistol. The older single-shot and lever-action pistols are now rarely
Pistol
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
Numerical calculations carrying along derivatives
In mathematics and computer algebra, automatic differentiation (auto-differentiation, autodiff, or AD), also called algorithmic differentiation, computational
Automatic_differentiation
Form of parallelization of computer code
and control parallelism) is a form of parallelization of computer code across multiple processors in parallel computing environments. Task parallelism
Task_parallelism
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
Country in South Asia
fabricating these trains and the rolling-stock will be fully computerised, automatic and driverless. "Karachi is Planning to Restart Tram Services". propakistani
Pakistan
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
parallelism. This form of parallelism is often the target of automatic parallelization of loops. Distributed computing systems and non-uniform memory
Scalable_parallelism
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
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
League and the three divisions of the English Football League) are automatically eligible. Clubs from Level 5–9 (non-league football) are also eligible
FA_Cup
Country in northern Europe
Iraq, Somalia, China and India. The children of foreigners are not automatically granted Finnish citizenship, as Finnish citizenship law maintains a
Finland
Change in the heritable traits of populations
the writing of John Henry Holland. Practical applications also include automatic evolution of computer programmes. Evolutionary algorithms are now used
Evolution
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
Medium for transmitting moving images and sound
from being linked to data networks, one key point is its ability to automatically download necessary software routines according to a user's demand and
Television
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
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
Anti-tank weapon
(Russian: Фагот, lit. 'bassoon') is a second-generation tube-launched semi-automatic command to line of sight (SACLOS) wire-guided anti-tank missile system
9K111_Fagot
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
Baskaran and Uday Bondhugula and J. Ramanujam and Atanas Rountev and P. Sadayappan. Effective automatic parallelization of stencil computations. PLDI '07
Scalable_locality
Sequence in computer science
García-Fernández, Ángel F. (2021). "Temporal Parallelization of Bayesian Smoothers". IEEE Transactions on Automatic Control. 66 (1): 299–306. arXiv:1905.13002
Prefix_sum
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
General-purpose programming language
is loaded into memory. Automatic memory allocation: temporary objects can be stored on the stack, and this space is automatically freed and reusable after
C_(programming_language)
Automatic lubrication systems (ALS), also known as centralized lubrication systems (CLS), are mechanical devices used in industrial machines and engines
Automatic_lubrication_system
Order of amphibians
and the medulla oblongata regulates respiration, digestion and other automatic functions. The relative size of the cerebrum in frogs is much smaller
Frog
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
Fortran, according to some sources, combined with efficient and automatic parallelization. SISAL's name came from grepping "sal" for "Single Assignment
SISAL
World's first 8-speed automatic from 2006
Aisin and Toyota offer various 8-speed automatic transmissions for use with both longitudinal and transverse engine vehicles, based on a common, globally
Aisin–Toyota 8-speed automatic transmission
Aisin–Toyota_8-speed_automatic_transmission
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
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
Restructuring existing computer code without changing its external behavior
comprehensibility, which can lead to a complete re-development of software systems. Automatic unit tests should be set up before refactoring to ensure routines still
Code_refactoring
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
Loop splitting Loop fusion Loop interchange Loop skewing Automatic parallelization Automatic vectorization Loop dependence analysis "Normalized hysteresis
Normalized_loop
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
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
Soviet specialised assault rifle and sniper rifle
cartridge that features an integral suppressor and is capable of fully automatic fire. Its initial development began in 1983, and was shortly followed
AS_Val_and_VSS_Vintorez
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
Full-size car
climate control, automatic headlamps, electrically powered windows, electric cruise control, and a two-speed "Toyoglide" automatic transmission. Vent
Toyota_Crown
Serverless computing platform
batched data using parallelization in AWS Lambda | AWS Compute Blog". aws.amazon.com. 2024-08-28. Retrieved 2025-03-18. "Parallel Processing in Python
AWS_Lambda
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
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
Camera technique
include automatic aperture control. In 2008, Nikon introduced its PC-E perspective-control lenses with electromagnetic diaphragms. Automatic aperture
Tilt–shift_photography
Field of study to extract knowledge from data
Bryson, Joanna J.; Narayanan, Arvind (14 April 2017). "Semantics derived automatically from language corpora contain human-like biases". Science. 356 (6334):
Data_science
Computer storage interface standard
– 2016, page 150 Nitin Vengurlekar, Murali Vallath, Rich Long, Oracle Automatic Storage Management: Under-the-Hood & Practical Deployment Guide, McGraw
Parallel_ATA
Motor vehicle
"neighbour-friendly" rear door that was pulled in the shut-position silently and automatically by a sensor-controlled servomotor. This allowed the use of a tighter
Mercedes-Benz_W124
American aerospace, defense, security, and technology company
developing the X-35/F-35B LiftFan Propulsion System and in 2018 for the Automatic Ground Collision Avoidance System (Auto-GCAS). Lockheed Martin currently
Lockheed_Martin
introduced the ONAL Accelerator Compiler, a system for the automatic parallelization of numerical array programs written with the ILNumerics DSL. The compiler
ILNumerics
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
Shooting in Moses Lake, Washington
they committed when they were under 18 years of age, could not receive automatic life terms without parole and in 2016, the court ruled that the policy
1996 Frontier Middle School shooting
1996_Frontier_Middle_School_shooting
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 analyzed on the roads and car
Budapest
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
State in northwestern India
Deepak Ojha, Atul Kr. Jain, Mayank Basit, Abdul Dawer (26 March 2018). Automatic Identification of Closely-related Indian Languages: Resources and Experiments
Rajasthan
Capital city of Taiwan
Taipei's public transport network with an end-to-end and fully contactless automatic fare collection solution that integrates 116 metro stations, 5,000 buses
Taipei
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
Firearms cartridge
most popular common-use cartridges and is used by a wide range of semi-automatic and manual-action rifles. The development of the cartridge, which eventually
.223_Remington
Private university in New York City, New York
Barnes & Noble (Leonard Riggio), Northrop Grumman (William T. Schwendler), Automatic Data Processing (Henry Taub), Duracell (Samuel Ruben), Bugle Boy (William
New_York_University
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
are different kind of parallelization techniques which are used on the basis of data storage overhead, degree of parallelization and data dependencies
DOPIPE
Parallel Programming: for Multicore and Cluster Systems. Springer Science & Business Media. ISBN 978-3-642-37801-0. OpenMP Automatic parallelization Loop
Loop_scheduling
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
Girl/Female
Arabic, Muslim
Aromatic Sweet Basil
Boy/Male
Muslim/Islamic
Aromatic
Girl/Female
Muslim
Aromatic
Boy/Male
Indian
Aromatic
Girl/Female
Muslim
Aromatic, A narrator of Hadith
Girl/Female
Arabic, Muslim
Aromatic
Girl/Female
Muslim/Islamic
Aromatic
Girl/Female
Indian
Flower, Kind of aromatic plant
Boy/Male
Arabic, Muslim
Fragrant; Aromatic
Girl/Female
Indian
Aromatic, A narrator of Hadith
Girl/Female
Afghan, Arabic, Australian
Aromatic; Sweet Basil
Girl/Female
Arabic, Australian, Muslim
Kind of Aromatic Plant
Girl/Female
Muslim
Flower, Kind of aromatic plant
Girl/Female
Arabic, French, Muslim
Aromatic
Girl/Female
Arabic, Muslim
Aromatic; Rare Moon
Girl/Female
Muslim/Islamic
Aromatic
Girl/Female
Muslim
Flower, Kind of aromatic plant
Girl/Female
Arabic, Muslim
Aromatic; Sweet Basil
Girl/Female
Latin
Fortuna.
Boy/Male
Muslim
Aromatic
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
Surname or Lastname
English and Scottish
English and Scottish : occupational name for a clerk or copyist (see Scriven).
Boy/Male
Hindu, Indian
Who have Snake Ornament
Female
Polish
Feminine form of Polish Kazimierz, KAZIMIERA means "commands peace."
Girl/Female
Indian
Thought, Contemplation
Boy/Male
Hindu
Proper, Possibility
Girl/Female
Spanish American
Sorrow. From Maria de los Dolores (the Virgin Mary, or Mary of the Sorrows). Famous Bearer: the...
Girl/Female
Hindu, Indian, Sanskrit
Root; A Knot; The Place Where the Three Main Nadis Join
Boy/Male
Tamil
Pradumna | பà¯à®°à®¤à¯à®®à®¨à®¾Â
Extremely mighty (Son of Lord Krishna)
Surname or Lastname
English
English : probably a habitational name from clere, a component of several place names in north Hampshire (Highclere, Burghclere, Kingsclere). This is of uncertain origin, probably from a Celtic stream name meaning ‘bright’ (cognate with Latin clarus ‘clear’, ‘bright’).English and Irish : variant of Clare.Translation of German Klar 1.
Boy/Male
Indian, Kannada
Brightness of the Lamp Light
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
AUTOMATIC PARALLELIZATION
a.
Aromatic.
a.
Alt. of Asthmatical
v. i.
Any thing or being regarded as having the power of spontaneous motion or action.
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.
Of or pertaining to a stoma; of the nature of a stoma.
a.
Alt. of Axiomatical
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.
pl.
of Automaton
n.
A medicine for diseases of the mouth.
a.
Not voluntary; not depending on the will; mechanical; as, automatic movements or functions.
a.
Having an inherent power of action or motion.
n.
A person affected with asthma.
adv.
In an automatic manner.
a.
Automatic.
a.
Alt. of Autocratical
n.
An apparatus for automatic ignition.
a.
Alt. of Autoptical
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.
a.
Alt. of Automatical
pl.
of Automaton