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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
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)
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
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
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
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
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
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
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
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
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
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
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)
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
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
Integrated development environment
analysis Loop optimizations Automatic parallelization Profile-guided optimization Scalar replacement Strength reduction Automatic vectorization, with -xvector=simd
Oracle_Developer_Studio
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
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
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
framework given here. Program analysis (computer science) Automatic parallelization Automatic vectorization Loop dependence analysis Frameworks supporting
Dependence_analysis
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)
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
2023. Retrieved 12 November 2025. Midkiff, Samuel P. (2012). Automatic Parallelization: An Overview of Fundamental Compiler Techniques (PDF). Synthesis
Program_lifecycle_phase
Loop splitting Loop fusion Loop interchange Loop skewing Automatic parallelization Automatic vectorization Loop dependence analysis "Normalized hysteresis
Normalized_loop
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
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
are different kind of parallelization techniques which are used on the basis of data storage overhead, degree of parallelization and data dependencies
DOPIPE
parallelism. This form of parallelism is often the target of automatic parallelization of loops. Distributed computing systems and non-uniform memory
Scalable_parallelism
Baskaran and Uday Bondhugula and J. Ramanujam and Atanas Rountev and P. Sadayappan. Effective automatic parallelization of stencil computations. PLDI '07
Scalable_locality
Mathematics notation where operators follow operands
cellar") in 1955, and parallel discoverer Wilhelm Kämmerer [de] called his stack concept Automatisches Gedächtnis (Engl. "automatic memory") in 1958. In
Reverse_Polish_notation
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
include support for matrix functions. It uses the MPI standard for parallelization. Both real and complex arithmetic are supported, with single, double
SLEPc
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
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
debug the multithreaded code; however, by providing automatic parallelization, debugging of parallel SequenceL code is really verifying correctness of sequential
SequenceL
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)
Indian businessman
where the energy sector experiences a similar transformation, drawing parallels to UPI and calling it "the next UPI". Nilekani joined Indian National
Nandan_Nilekani
Parallel Programming: for Multicore and Cluster Systems. Springer Science & Business Media. ISBN 978-3-642-37801-0. OpenMP Automatic parallelization Loop
Loop_scheduling
Suite of mathematical modeling and optimization tools
Berthold, T.; Farmer, J.; Heinz, S.; Perregaard, M. (15 Jun 2017). "Parallelization of the FICO Xpress-Optimizer". Optimization Methods and Software. 33
FICO_Xpress
Fortran, according to some sources, combined with efficient and automatic parallelization. SISAL's name came from grepping "sal" for "Single Assignment
SISAL
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
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
Canadian actor
supporting performances in the television series Tribal and the films Parallel Minds and Monkey Beach. Oulette was born in Medicine Hat, Alberta, and
Joel_Oulette
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
Automatic lubrication systems (ALS), also known as centralized lubrication systems (CLS), are mechanical devices used in industrial machines and engines
Automatic_lubrication_system
Motorsport championship held worldwide
aerodynamics, suspension, and tyres. Traction control, launch control, automatic shifting, and other electronic driving aids were first banned in 1994
Formula_One
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)
Study of computation
an office environment. Charles Babbage started the design of the first automatic mechanical calculator, his Difference Engine, in 1822, which eventually
Computer_science
The parallelization contract or PACT programming model is a generalization of the MapReduce programming model and uses second order functions to perform
Parallelization_contract
Federal Republic of Germany (1949–1990)
from German-occupied territory; all German annexations after 1937 were automatically null. Subsequently, and into the 1970s, the West German state was to
West_Germany
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
5-speed automatic from 1996
5-speed automatic transmission type 722.6 for longitudinal engines. It was produced from 1996 to 2020 in different variants as converter-5-gear-automatic transmission
Mercedes-Benz 5G-Tronic transmission
Mercedes-Benz_5G-Tronic_transmission
in-house designed 10-speed automatic that uses planetary gears. Honda's older transmissions such as the Hondamatic semi-automatic transmission and its successors
List_of_Honda_transmissions
Fantasy role-playing game
such as picking up a letter or opening an unlocked door, are usually automatically successful. The outcomes of more complex or risky actions, such as scaling
Dungeons_&_Dragons
Control loop feedback mechanism
to manage machines and processes that require continuous control and automatic adjustment. It is typically used in industrial control systems and various
PID_controller
Country in northern Europe
and was developed by AstraZeneca. More recently Håkan Lans invented the Automatic Identification System, a worldwide standard for shipping and civil aviation
Sweden
Mathias J. and Latt, Jonas and Heuveline, Vincent. "Towards a hybrid parallelization of lattice Boltzmann methods." Computers & Mathematics with Applications
OpenLB
World's first 7-speed automatic from 2003
for its 7-speed automatic transmission type 722.9. It was produced from 2003 to 2020 in different variants as converter-7-gear-automatic transmission (German:
Mercedes-Benz 7G-Tronic transmission
Mercedes-Benz_7G-Tronic_transmission
Shotgun with two parallel barrels
doubles are more easily examined to see if loaded than pump-action or semi-automatic shotguns, whose bolt must be opened and chamber closely examined or felt
Double-barreled_shotgun
Gun for an individual
"automatic". An automatic (or "fully automatic") firearm automatically re-cocks, reloads, and fires as long as the trigger is depressed. An automatic firearm
Firearm
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
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
Software that systematically browses the World Wide Web
politeness policy that states how to avoid overloading websites a parallelization policy that states how to coordinate distributed web crawlers Given
Web_crawler
Capital and largest city of Poland
period, the mayor of gmina Centrum who was elected by its council was automatically designated as the city mayor of Warsaw, in spite of representing only
Warsaw
Numerical calculations carrying along derivatives
In mathematics and computer algebra, automatic differentiation (auto-differentiation, autodiff, or AD), also called algorithmic differentiation, computational
Automatic_differentiation
Mental process dealing with knowledge
between conscious and unconscious processes and between controlled and automatic ones. There are many theories of the nature of cognition. Classical computationalism
Cognition
Global system of connected computer networks
the packet. IP addresses are generally assigned to equipment either automatically via Dynamic Host Configuration Protocol, or are configured.[citation
Internet
Team sport played with a bat and ball
compensate for this, hits that reach the boundary of the field are automatically awarded four runs if the ball touches the ground en route to the boundary
Cricket
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
Cluster of IBM mainframes
providing a single system image for Operations Automatic Restart Manager (ARM) – Policy to direct automatic restart of failed jobs or started tasks on the
IBM_Parallel_Sysplex
Writing system
the choices made by the (computer) font designer, they may either be automatically activated by the local variant locl feature for text tagged with an
Cyrillic_script
Turkish Empire (c. 1299–1922)
child of his female slave as his, in which case the child would be automatically free by law. Female slaves were still sold in the Empire as late as
Ottoman_Empire
Historical dictionary of the English language
supplement, such as "add to def.:", followed by supplementary definition text. Automatic integration was completed in May 1987; it successfully handled about 80
Oxford_English_Dictionary
Political philosophy emphasising social ownership of production
reality. We do not think that capturing the economy and the state lead automatically to the transformation of the rest of social being, nor do we equate
Socialism
Founder of Buddhism
the unsatisfactoriness and unease that comes with a life dictated by automatic responses and habituated selfishness, and the unsatifacories of expecting
The_Buddha
2013 film by Bong Joon Ho
the Earth. Then the bald man goes to the tail army and shoots them with automatic firearms hidden under the eggs. The captured guards are freed, as is Mason's
Snowpiercer
One of the four census regions of the US
that Southern Democrats in Congress had accumulated seniority, and automatically took the chairmanships of all committees. By the 1940s the Supreme Court
Southern_United_States
Source available in-memory key–value database
structure that allows storage of multiple fields and string values with an automatic, time-based sequence at a single key. In February 2019, citing confusion
Redis
Field of knowledge
relies only on the rigor of its proof, which could theoretically be done automatically by a computer program. This does not mean that there is no place for
Mathematics
Distributed version control software system
culminating in telling the user that it is unable to complete the merge automatically and that manual editing is needed. Garbage accumulates until collected
Git
Device used for calculations
multiplication. Bit serial logic designs are more common in calculators whereas bit parallel designs dominate general-purpose computers, because a bit serial design
Calculator
British evolutionary biologist and author (born 1941)
and can be said to play the role of watchmaker in nature, albeit as an automatic, unguided by any designer, nonintelligent, blind watchmaker. In 1986 Dawkins
Richard_Dawkins
Collection of Middle Eastern folk tales
relation to his joint experiments with his wife Georgie Hyde-Lees, with automatic writing, a technique used by many occultists in order to discern messages
One_Thousand_and_One_Nights
Megathrust earthquake off Japan's east coast
reactors at the Fukushima Daiichi and Fukushima Dai-ni plants were automatically taken offline when the first earthquake occurred and sustained major
2011 Tōhoku earthquake and tsunami
2011_Tōhoku_earthquake_and_tsunami
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
World's first 9-speed automatic from 2013
9HP is the trademark name for the ZF Friedrichshafen 9-speed automatic transmission models (9-speed transmission with Hydraulic converter and Planetary
ZF_9HP_transmission
Open world game
that allow him to swing between buildings, running along walls and automatically vaulting over obstacles. Webs can be precisely aimed to pull the player
Marvel's Spider-Man (video game)
Marvel's_Spider-Man_(video_game)
Type of electrical switch
a switch, while others are automatic and trigger when they sense one of the sources has lost or gained power. An Automatic Transfer Switch (ATS) is often
Transfer_switch
Sports car produced by Porsche
210 PS (154 kW; 207 hp). A clutchless semi-automatic Sportomatic model, composed of a torque converter, an automatic clutch, and the four-speed transmission
Porsche_911
Assault rifle
had never designed or manufactured its own commercial gas-operated semi-automatic rifle. The rifle was abandoned when the Steyr AUG was adopted for use
Leader_Dynamics_Series_T2_MK5
Canadian woman convicted of manslaughter and ex-wife of Paul Bernardo (born 1970)
Children's Aid said that despite Homolka's past, the new mother would not automatically be scrutinized. Several nurses had refused to care for Homolka before
Karla_Homolka
Study of mental functions and behaviors
S2CID 5726030. Also see: John A. Bargh, "The Automaticity of Everyday Life", in Robert S. Wyer Jr. (ed.), The Automaticity of Everyday Life, Advances in Social
Psychology
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
Multi-sport event in Italy
using computer vision and semantic data, as well as the ability to automatically curate tailored highlights for media distribution. Rai and the EBU conducted
2026_Winter_Olympics
Network that allows computers to share resources and communicate with each other
late 1950s, a network of computers was built for the U.S. military Semi-Automatic Ground Environment (SAGE) radar system using the Bell 101 modem. It was
Computer_network
Semi-automatic pistol
development of three handguns had been promoted at the same time in parallel. Semi-automatic pistols were completed as New Nambu M57, while the revolver is
New_Nambu_M57
U.S. signals intelligence organization
that I do not value intelligence, but that I oppose . . . omniscient, automatic, mass surveillance. . . . That seems to me a greater threat to the institutions
National_Security_Agency
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