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AUTOMATIC PARALLELIZATION

  • Automatic parallelization
  • Compiler transformation of sequential programs for parallel execution

    Automatic parallelization, also auto-parallelization or autoparallelization, is a compiler optimization in which a compiler or other software tool transforms

    Automatic parallelization

    Automatic parallelization

    Automatic_parallelization

  • Automatic parallelization tool
  • 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

  • Mary Hall (computer scientist)
  • 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)

  • Parallel computing
  • 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

    Parallel computing

    Parallel_computing

  • PyTorch
  • 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

    PyTorch

  • Automatic vectorization
  • 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

    Automatic_vectorization

  • Parallel algorithm
  • 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

    Parallel_algorithm

  • Normalized loop
  • Loop splitting Loop fusion Loop interchange Loop skewing Automatic parallelization Automatic vectorization Loop dependence analysis "Normalized hysteresis

    Normalized loop

    Normalized_loop

  • Automatic parking
  • 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

    Automatic parking

    Automatic_parking

  • Concurrent computing
  • 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

    Concurrent_computing

  • Parallel programming model
  • 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

    Parallel_programming_model

  • Computer cluster
  • 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

    Computer cluster

    Computer_cluster

  • Compiler
  • 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

    Compiler

  • FAUST (programming language)
  • 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)

    FAUST_(programming_language)

  • Automatic mutual exclusion
  • 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

    Automatic_mutual_exclusion

  • Loop optimization
  • 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

    Loop_optimization

  • Oracle Developer Studio
  • Integrated development environment

    analysis Loop optimizations Automatic parallelization Profile-guided optimization Scalar replacement Strength reduction Automatic vectorization, with -xvector=simd

    Oracle Developer Studio

    Oracle_Developer_Studio

  • Message Passing Interface
  • 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

    Message_Passing_Interface

  • Visual programming language
  • Educational programming system coded 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

    Visual programming language

    Visual_programming_language

  • Sieve C++ Parallel Programming System
  • 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

  • Purely functional programming
  • 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

    Purely_functional_programming

  • GNU Compiler Collection
  • 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

    GNU Compiler Collection

    GNU_Compiler_Collection

  • ZF 8HP transmission
  • 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

    ZF 8HP transmission

    ZF_8HP_transmission

  • Dominator (graph theory)
  • 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)

    Dominator (graph theory)

    Dominator_(graph_theory)

  • General-purpose computing on graphics processing units
  • 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

  • Automatic Dependent Surveillance–Broadcast
  • 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

    Automatic_Dependent_Surveillance–Broadcast

  • Modelica
  • 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

    Modelica

    Modelica

  • Parallelization contract
  • The parallelization contract or PACT programming model is a generalization of the MapReduce programming model and uses second order functions to perform

    Parallelization contract

    Parallelization_contract

  • Automatic differentiation
  • Numerical calculations carrying along derivatives

    In mathematics and computer algebra, automatic differentiation (auto-differentiation, autodiff, or AD), also called algorithmic differentiation, computational

    Automatic differentiation

    Automatic_differentiation

  • Scalable parallelism
  • parallelism. This form of parallelism is often the target of automatic parallelization of loops. Distributed computing systems and non-uniform memory

    Scalable parallelism

    Scalable_parallelism

  • NEC SX-Aurora TSUBASA
  • 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

    NEC SX-Aurora TSUBASA

    NEC_SX-Aurora_TSUBASA

  • Task parallelism
  • 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

    Task_parallelism

  • Google
  • American multinational technology company

    2006. Retrieved February 17, 2010. Macht, Joshua (September 30, 2002). "Automatic for the People". Time. Archived from the original on October 22, 2010

    Google

    Google

    Google

  • Blue Waters
  • 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

    Blue Waters

    Blue_Waters

  • Vertical and horizontal
  • Directional planes

    then automatically determined. Or, one can do it the other way around, i.e., nominate the x-axis, in which case the y-axis is then automatically determined

    Vertical and horizontal

    Vertical and horizontal

    Vertical_and_horizontal

  • Dependence analysis
  • framework given here. Program analysis (computer science) Automatic parallelization Automatic vectorization Loop dependence analysis Frameworks supporting

    Dependence analysis

    Dependence_analysis

  • Playwright (software)
  • 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)

    Playwright_(software)

  • AK-47
  • 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

    AK-47

    AK-47

  • Scalable locality
  • Baskaran and Uday Bondhugula and J. Ramanujam and Atanas Rountev and P. Sadayappan. Effective automatic parallelization of stencil computations. PLDI '07

    Scalable locality

    Scalable_locality

  • Optimizing compiler
  • 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

    Optimizing_compiler

  • Single program, multiple data
  • 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

    Single_program,_multiple_data

  • Barack Obama
  • 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

    Barack Obama

    Barack_Obama

  • College football
  • College version of American/Canadian gridiron football

    this group received an automatic CFP berth. Starting in 2026, the top Group of Six team in the CFP rankings receives an automatic berth even if it fails

    College football

    College football

    College_football

  • SequenceL
  • debug the multithreaded code; however, by providing automatic parallelization, debugging of parallel SequenceL code is really verifying correctness of sequential

    SequenceL

    SequenceL

  • SKS
  • Soviet semi-automatic carbine

    romanized: Samozaryadny karabin Simonova, lit. 'Simonov self-loading carbine') is a semi-automatic carbine designed by Soviet small arms designer Sergei Gavrilovich Simonov

    SKS

    SKS

    SKS

  • Pakistan
  • 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

    Pakistan

    Pakistan

  • Pistol
  • 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

    Pistol

    Pistol

  • Loop dependence analysis
  • 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

    Loop_dependence_analysis

  • Evolution
  • Change in the heritable characteristics of populations

    the writing of John Henry Holland. Practical applications also include automatic evolution of computer programmes. Evolutionary algorithms are now used

    Evolution

    Evolution

    Evolution

  • Program lifecycle phase
  • 2023. Retrieved 12 November 2025. Midkiff, Samuel P. (2012). Automatic Parallelization: An Overview of Fundamental Compiler Techniques (PDF). Synthesis

    Program lifecycle phase

    Program_lifecycle_phase

  • Prompt engineering
  • Structuring text as input to generative artificial intelligence

    prompts for few-shot learning. Automatic prompt optimization techniques refine prompts for large language models by automatically searching over alternative

    Prompt engineering

    Prompt_engineering

  • Ancient Rome
  • Roman civilisation from the 8th century BC to the 5th century AD

    Later, under the reforms of the dictator Sulla, quaestors were made automatic members of the Senate, though most of his reforms did not survive. The

    Ancient Rome

    Ancient Rome

    Ancient_Rome

  • 9K111 Fagot
  • 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

    9K111 Fagot

    9K111_Fagot

  • Finland
  • 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

    Finland

    Finland

  • The Beatles
  • 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

    The Beatles

    The_Beatles

  • FA Cup
  • 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

    FA_Cup

  • William Shakespeare
  • 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

    William Shakespeare

    William_Shakespeare

  • C (programming language)
  • 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)

    C (programming language)

    C_(programming_language)

  • Honda Accord
  • Japanese mid-size car

    two-speed semi-automatic "Hondamatic" transmission of previous years became a three-speed fully automatic gearbox (a four-speed automatic transaxle was

    Honda Accord

    Honda Accord

    Honda_Accord

  • Frog
  • 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

    Frog

    Frog

  • .223 Remington
  • 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

    .223 Remington

    .223_Remington

  • New York University
  • 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

    New York University

    New_York_University

  • Automatic lubrication system
  • Automatic lubrication systems (ALS), also known as centralized lubrication systems (CLS), are mechanical devices used in industrial machines and engines

    Automatic lubrication system

    Automatic lubrication system

    Automatic_lubrication_system

  • British Empire
  • in September 1939 included the Crown colonies and India but did not automatically commit the Dominions of Australia, Canada, New Zealand, Newfoundland

    British Empire

    British Empire

    British_Empire

  • Television
  • 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

    Television

    Television

  • Machine translation
  • Computerized translation between natural languages

    formed in the U.S. (1962) and the National Academy of Sciences formed the Automatic Language Processing Advisory Committee (ALPAC) to study MT (1964). Real

    Machine translation

    Machine translation

    Machine_translation

  • Liechtenstein
  • Microstate in Central Europe

    European Union and Liechtenstein signed a tax agreement to ensure the automatic exchange of financial information in case of tax disputes. The collection

    Liechtenstein

    Liechtenstein

    Liechtenstein

  • Vermont
  • U.S. state

    unfenced land. That is, trespass must be proven by the owner; it is not automatically assumed. Vermont has some of the least restrictive gun control laws

    Vermont

    Vermont

    Vermont

  • Signal modulation
  • Process of varying one or more properties of a periodic waveform

    receiver side, the demodulator typically performs: Bandpass filtering. Automatic gain control, AGC (to compensate for attenuation, for example fading)

    Signal modulation

    Signal_modulation

  • Automatic for the People
  • 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

    Automatic_for_the_People

  • Prefix sum
  • 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

    Prefix_sum

  • AK-74
  • 1974 Soviet 5.45×39mm assault rifle

    cartridge, which replaced the 7.62×39mm cartridge of Kalashnikov's earlier automatic weapons for the Soviet Armed Forces. The rifle first saw service with

    AK-74

    AK-74

    AK-74

  • Philippines
  • 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

    Philippines

    Philippines

  • Tilt–shift photography
  • Camera technique

    in the camera, in order to avoid vignetting. Most SLR cameras provide automatic aperture control, which allows viewing and metering at the lens's maximum

    Tilt–shift photography

    Tilt–shift photography

    Tilt–shift_photography

  • Source-to-source compiler
  • 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

    Source-to-source_compiler

  • Taipei
  • 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

    Taipei

    Taipei

  • SISAL
  • Fortran, according to some sources, combined with efficient and automatic parallelization. SISAL's name came from grepping "sal" for "Single Assignment

    SISAL

    SISAL

  • Northern Ireland
  • Part of the United Kingdom

    Ireland". On 3 February 2022, Paul Givan resigned as first minister, which automatically resigned Michelle O'Neill as deputy first minister and collapsed the

    Northern Ireland

    Northern Ireland

    Northern_Ireland

  • Rail transport
  • Mode of transport

    power cars, although people movers and some rapid transits are under automatic control. Traditionally, trains are pulled using a locomotive. This involves

    Rail transport

    Rail transport

    Rail_transport

  • American football
  • Team field sport

    in court, but the league was awarded only $1 in damages, which was automatically tripled to $3 under antitrust law. The original XFL, created in 2001

    American football

    American football

    American_football

  • Eurovision Song Contest
  • Annual international song competition

    during the contest; rehearsals for the host country and the "Big Five" automatic finalists are held towards the end of the week. Following rehearsals,

    Eurovision Song Contest

    Eurovision Song Contest

    Eurovision_Song_Contest

  • Korean Demilitarized Zone
  • North-South Korean border barrier

    noticing steam rising from the ground. The initial discovery was met with automatic fire from North Korean soldiers. Five days later, during a subsequent

    Korean Demilitarized Zone

    Korean Demilitarized Zone

    Korean_Demilitarized_Zone

  • India
  • Country in South Asia

    for loyalty'. ... (p. 91) Yet there does not seem to be any simple or automatic correlation between high assessment, recent poverty and land loss, indebtedness

    India

    India

    India

  • Privatization (computer programming)
  • 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)

  • Rajasthan
  • 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

    Rajasthan

    Rajasthan

  • AS Val and VSS Vintorez
  • Soviet specialised assault rifle and sniper rifle

    Автома́т Специа́льный, romanized: Avtomát Spetsiálny "Val", lit. 'Special Automatic–Shaft'), GRAU designation: 6P30, is an assault rifle variant that features

    AS Val and VSS Vintorez

    AS Val and VSS Vintorez

    AS_Val_and_VSS_Vintorez

  • Euro
  • Currency of the European Union

    The need to finance trade deficit weakens currency, making exports automatically more attractive in a country and abroad. A state in a monetary union

    Euro

    Euro

    Euro

  • Toyota Supra
  • Sports car

    for the model were either a 5-speed manual (W50) or an optional 4-speed automatic transmission (A40D). Both transmissions featured an overdrive gear. The

    Toyota Supra

    Toyota Supra

    Toyota_Supra

  • Lesbian
  • Homosexual woman or girl

    (Document made available by Columbia University Libraries. PDF downloads automatically.) "Lesbian Terms & Code In Women's LGBTQ History". Girl Friends of Dorothy

    Lesbian

    Lesbian

    Lesbian

  • Aisin–Toyota 8-speed automatic transmission
  • 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

    Aisin–Toyota_8-speed_automatic_transmission

  • Revolver
  • 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

    Revolver

    Revolver

  • Ford Explorer
  • 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

    Ford Explorer

    Ford_Explorer

  • Data center
  • Facility used to house computer servers

    itself. Dynamic infrastructure provides the ability to intelligently, automatically, and securely move workloads within a data center anytime, anywhere

    Data center

    Data center

    Data_center

  • Gemma Atkinson
  • English radio presenter, and actress

    surgery had restored their original size and shape. Since launching her parallel career as a glamour model, Atkinson has appeared in provocative photoshoots

    Gemma Atkinson

    Gemma Atkinson

    Gemma_Atkinson

  • Toyota Camry
  • Japanese mid-size car

    five-speed manual or five-speed automatic transmission. The 3.5-liter 2GR-FE V6 in contrast came with a new six-speed automatic and produced 268 hp (200 kW)

    Toyota Camry

    Toyota Camry

    Toyota_Camry

  • International Olympic Committee
  • Governing body of Olympic sports

    group of 28 will be invited to the Games. Not being sanctioned does not automatically confer the privilege of an invitation" and that "this [case] may have

    International Olympic Committee

    International Olympic Committee

    International_Olympic_Committee

  • Basque language
  • Language of the Basque people

    Basque has two types of palatalization, automatic palatalization and expressive palatalization. Automatic palatalization occurs in western Labourd,

    Basque language

    Basque language

    Basque_language

  • Mercedes-Benz S-Class
  • Full-size luxury car

    based W108 rear suspension), and available burl walnut interior trim, automatic transmission, and power windows. In 1968, the W108 line dropped the 250SE

    Mercedes-Benz S-Class

    Mercedes-Benz S-Class

    Mercedes-Benz_S-Class

  • Grid computing
  • 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

    Grid_computing

  • Lexus LS
  • Full-size luxury sedan series produced by Lexus

    generation LS 460 debuted the first production eight-speed automatic transmission and an automatic parking system. In 2007, V8 hybrid powertrains were introduced

    Lexus LS

    Lexus LS

    Lexus_LS

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