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Form of parallelization of computer code
Task parallelism (also known as function parallelism and control parallelism) is a form of parallelization of computer code across multiple processors
Task_parallelism
Parallelization across multiple processors in parallel computing environments
working on each element in parallel. It contrasts to task parallelism as another form of parallelism. A data parallel job on an array of n elements can
Data_parallelism
Programming paradigm in which many processes are executed simultaneously
parallel computing: bit-level, instruction-level, data, and task parallelism. Parallelism has long been employed in high-performance computing, but has
Parallel_computing
Abstraction of parallel computer architecture
for communication. Task parallelism is a natural way to express message-passing communication. In Flynn's taxonomy, task parallelism is usually classified
Parallel_programming_model
Object-oriented programming language extension for Java
Data parallelism features can also be implemented by libraries using dedicated data structures, such as parallel arrays. The term task parallelism is used
Ateji_PX
Loop-level parallelism is a form of parallelism in software programming that is concerned with extracting parallel tasks from loops. The opportunity for
Loop-level_parallelism
Programming language
based on ANSI C, with the addition of Cilk-specific keywords to signal parallelism. When the Cilk keywords are removed from Cilk source code, the result
Cilk
.NET managed concurrency library
itself. Internally it uses TPL for execution. The Task Parallel Library (TPL) is the task parallelism component of the Parallel Extensions to .NET. It
Parallel_Extensions
Open standard for parallelizing
to divide a task among the threads so that each thread executes its allocated part of the code. Both task parallelism and data parallelism can be achieved
OpenMP
Unit of execution or work in software
By contrast, the term "task queue" is commonly used in the sense of "units of work". Task parallelism Task queue "What is task? - Definition from WhatIs
Task_(computing)
Measure of the amount of work needed to perform a computing task
task, parallelism can be classified into three categories: fine-grained, medium-grained and coarse-grained parallelism. In fine-grained parallelism,
Granularity (parallel computing)
Granularity_(parallel_computing)
Technology developed by Apple Inc
other symmetric multiprocessing systems. It is an implementation of task parallelism based on the thread pool pattern. The fundamental idea is to move the
Grand_Central_Dispatch
Physical components of a computer
implement data parallelism, thread-level parallelism and request-level parallelism (both implementing task-level parallelism). Microarchitecture, also known as
Computer_hardware
Inherent parallelism in expressed computation
worry about task division or process communication, focusing instead on the problem that their program is intended to solve. Implicit parallelism generally
Implicit_parallelism
Set of computers configured in a distributed computing system
typically each user request is routed to a specific node, achieving task parallelism without multi-node cooperation, given that the main goal of the system
Computer_cluster
forms of parallel computing: bit-level, instruction-level, data, and task parallelism. parameter In computer programming, a special kind of variable, used
Glossary_of_computer_science
Parallel programming language
high level by supporting abstractions for data parallelism, task parallelism, and nested parallelism. It enables optimizations for the locality of data
Chapel_(programming_language)
Way of setting up and executing parallel computer programs
and cilk_sync in Cilk Plus. Computer programming portal MapReduce Task parallelism Work stealing Michael McCool; James Reinders; Arch Robison (2013).
Fork–join_model
Subfield of computer science and mathematics
parallel computing: bit-level, instruction level, data, and task parallelism. Parallelism has been employed for many years, mainly in high-performance
Theoretical_computer_science
and Charles Anderson carried out the first concurrent programming (task parallelism) in neural network research. A program, "CAA Controller," written and
Timeline of artificial intelligence
Timeline_of_artificial_intelligence
parallel task on its own. Therefore, DOACROSS parallelism can be used to complement DOALL parallelism to reduce loop execution times. DOACROSS parallelism is
DOACROSS_parallelism
Divide and conquer sorting algorithm
divide-and-conquer formulation makes it amenable to parallelization using task parallelism. The partitioning step is accomplished through the use of a parallel
Quicksort
Open standard for programming heterogenous computing systems, such as CPUs or GPUs
provides a standard interface for parallel computing using task- and data-based parallelism. OpenCL is an open standard maintained by the Khronos Group
OpenCL
Computer hardware technology that uses quantum mechanics
with a quantum state in superposition, sometimes referred to as quantum parallelism. Peter Shor built on these results with his 1994 algorithm for breaking
Quantum_computing
NASA/ESA/CSA space telescope launched in 2021
Telescope Initial Mid-Course Correction Monte Carlo Implementation using Task Parallelism. International Symposium on Space Flight Dynamics. Laurel, MD. GSFC-E-DAA-TN14162
James_Webb_Space_Telescope
Advanced interactive shell for Python
Multiple program, multiple data (MPMD) parallelism Message passing using MPI Task parallelism Data parallelism Combinations of these approaches Custom
IPython
Part of the James Webb Space Telescope
Telescope Initial Mid-Course Correction Monte Carlo Implementation using Task Parallelism" (PDF) – via ntrs.nasa.gov. "FAQ-Public JWST/NASA". jwst.nasa.gov.
Spacecraft bus (James Webb Space Telescope)
Spacecraft_bus_(James_Webb_Space_Telescope)
Central computer component that executes instructions
CPU (that is, to increase the use of on-die execution resources); task-level parallelism (TLP), which purposes to increase the number of threads or processes
Central_processing_unit
Class of parallel computing applications
addressing a particular part of the problem. This is often referred to as task parallelism. Data-intensive is used to describe applications that are I/O bound
Data-intensive_computing
DOPIPE parallelism is a method to perform loop-level parallelism by pipelining the statements in a loop. Pipelined parallelism may exist at different
DOPIPE
Array of processing elements specialized for parallelizable workloads
flexibility of the spatial architecture and enabling it to also exploit task parallelism. Workloads demonstrated to run on these spatial architectures include:
Spatial_architecture
Solving multiple machine learning tasks at the same time
respective search spaces. Evolutionary multi-tasking has been explored as a means of exploiting the implicit parallelism of population-based search algorithms
Multi-task_learning
Means of achieving computer multitasking
(Java) Light Weight Kernel Threads Fiber (computer science) Task (computing) Task parallelism Futures and promises POSIX Threads Fork (system call) § Clone
Light-weight_process
Formula in computer architecture
argument) is a formula limiting the speedup of a task as resources are added to the system executing that task. The law can be stated as[disputed – discuss]:
Amdahl's_law
Chinese artificial intelligence company
various forms of parallelism such as Data Parallelism (DP), Pipeline Parallelism (PP), Tensor Parallelism (TP), Experts Parallelism (EP), Fully Sharded
DeepSeek
2015 password-based key derivation function
multiple of 4*parallelism kibibytes blockCount ← Floor(memorySizeKB, 4*parallelism) Allocate two-dimensional array of 1 KiB blocks (parallelism rows x columnCount
Argon2
Data processing chain
the building and running of big data pipelines. Dataflow Throughput Parallelism Instruction pipeline Classic RISC pipeline Graphics pipeline Pipeline
Pipeline_(computing)
Collusion between competitors
There are two types of tacit collusion: concerted action and conscious parallelism. In a concerted action, also known as concerted activity, competitors
Tacit_collusion
GPU microarchitecture by Nvidia
CPU, and in the process free up the CPU to work on other tasks. Enabling Dynamic Parallelism requires a new grid management and dispatch control system
Kepler_(microarchitecture)
CPU that implements instruction-level parallelism within a single processor
multiple-issue processor) is a CPU that implements a form of parallelism called instruction-level parallelism within a single processor. In contrast to a scalar
Superscalar_processor
Topics referred to by the same term
lingual papillitis, lumps on the tongue Thread level parallelism, an exploitation of task parallelism in computing Traffic Light Protocol, a system for classifying
TLP
Comprehensive outline of core abstractions in the field of computer science
are foundational concepts that underlie virtually all of the programming tasks that software developers engage in. By providing a layer of separation from
List of abstractions (computer science)
List_of_abstractions_(computer_science)
Algorithm for modelling sequential data
longer context lengths. It offers enhancements in work partitioning and parallelism, enabling it to achieve up to 230 TFLOPs/s on A100 GPUs (FP16/BF16),
Transformer_(deep_learning)
File format for block-based Gzip compression
www.htslib.org. Retrieved 2025-06-03. Weeks, N. T. (2018). "Openmp task parallelism for faster genomic data processing" (PDF). Reading, decoding, sorting
BGZF
Open-source data analytics cluster computing framework
Spark provides an interface for programming clusters with implicit data parallelism and fault tolerance. Originally developed at the University of California
Apache_Spark
C++ library providing parallelism support
equivalent of STL iterators, extended to allow efficient parallelism. pRange - a parallel task dependence graph recursively defined as a tree of subranges
Stapl
Executing several computations during overlapping time periods
which tasks execute one at a time (serially, no parallelism), without interleaving (sequentially, no concurrency: no task begins until the prior task ends)
Concurrent_computing
Ability to execute a task in a non-serial manner
which can use parallelism or time-slicing to perform these tasks. Programs may exhibit parallelism only, concurrency only, both parallelism and concurrency
Concurrency (computer science)
Concurrency_(computer_science)
Computational threads scheduled by a run-time library
threads. Preemptive execution is important to performance gains through parallelism and fast preemptive response times for tens of millions of events. Earlier
Virtual_thread
Thought experiment in philosophy
philosophers claim that zombies are conceivable, they invariably underestimate the task of conception (or imagination), and end up imagining something that violates
Philosophical_zombie
Theoretical speedup formula in computer architecture
where S {\displaystyle S} is the theoretical speedup of the program with parallelism (scaled speedup); N {\displaystyle N} is the number of processors; s
Gustafson's_law
C++ programming library
Processor Parallelism (Paperback ed.), Sebastopol: O'Reilly Media, ISBN 978-0-596-51480-8 Voss, M. (October 2006), Demystify Scalable Parallelism with Intel
Threading_Building_Blocks
Multi-paradigm system programming language
std.parallelism.taskPool.reduce * * On AMD Threadripper 2950X, and gdc 9.3.0: * 2864ms using std.algorithm.reduce * 95ms using std.parallelism.taskPool
D_(programming_language)
both fine-grained and coarse-grain parallelism due to its special hardware Synchronizer/Scheduler, shared memory and task based programming model. The HyperCore
Plurality_(company)
Series of GPUs by Nvidia
Improvement CUDA Compute Capability 3.5 New Shuffle Instructions Dynamic Parallelism Hyper-Q (Hyper-Q's MPI functionality reserve for Tesla only) Grid Management
GeForce_700_series
Python library for parallel computing
minimal task overhead and no cost from transfer of data between tasks. Due to Python's Global Interpreter Lock, local threads provide parallelism only when
Dask_(software)
Computing technique used to achieve parallelism
term that has been used to refer to computational models for exploiting parallelism whereby multiple processors cooperate in the execution of a program in
Single_program,_multiple_data
(Anticipatory Parallelism) is a term coined by Bob Metcalfe in 1998. It is a technique of using idle machine cycles to perform useful computing tasks in the
Anticiparallelism
Message-passing system for parallel computers
and pbdMPI, where Rmpi focuses on manager-workers parallelism while pbdMPI focuses on SPMD parallelism. Both implementations fully support Open MPI or MPICH2
Message_Passing_Interface
End-to-end testing framework
June 2023. "Library". Playwright. Microsoft. Retrieved 1 June 2023. "Parallelism and sharding". Playwright. Microsoft. Retrieved 1 June 2023. Attam, Arjun
Playwright_(software)
Specialized computer hardware
include speedup, reduced power consumption, lower latency, increased parallelism and bandwidth, and better utilization of area and functional components
Hardware_acceleration
particular, task pull parallelism has better performance for Rmpi in heterogeneous computing environments. The idea of SPMD parallelism is to let every
Programming with Big Data in R
Programming_with_Big_Data_in_R
Use of many processors to perform simultaneous operations
processors working in parallel, an MPPA chip can accomplish more demanding tasks than conventional chips.[citation needed] MPPAs are based on a software
Massively_parallel
Open question in philosophy of how abstract minds interact with physical bodies
whether other systems of equal complexity lack such features. The massive parallelism of neural networks allows redundant populations of neurons to mediate
Mind–body_problem
Database system utilizing parallelization
implemented. Intraquery parallelism A single query that is executed in parallel using multiple processors or disks. Independent parallelism Execution of each
Parallel_database
Optimization problem in computer science
scheduling moldable and non-moldable parallel tasks". Proceedings of the twenty-fourth annual ACM symposium on Parallelism in algorithms and architectures. pp. 224–235
Parallel_task_scheduling
Visual performance model
added ceilings represent the lack of instruction level parallelism and task level parallelism. An example roofline model with locality walls. The wall
Roofline_model
Programming paradigm based on formal logic
forward reasoning beats backward reasoning in a more conventional computation task, where the goal ?- fibonacci(n, Result) is to find the nth fibonacci number:
Logic_programming
Software related to robots
worthy of mention. All robotic applications need parallelism and event-based programming. Parallelism is where the robot does two or more things at the
Robot_software
Parallel computing algorithm
2021-12-26. Robison, Arch (15 January 2014). A Primer on Scheduling Fork–Join Parallelism with Work Stealing (PDF) (Technical report). ISO/IEC JTC 1/SC 22/WG 21—The
Work_stealing
Parallel programming model
In computing, algorithmic skeletons, or parallelism patterns, are a high-level parallel programming model for parallel and distributed computing. Algorithmic
Algorithmic_skeleton
Type of parallel processing
should not be confused with an ISA. Such machines exploit data level parallelism, but not concurrency: there are simultaneous (parallel) computations
Single instruction, multiple data
Single_instruction,_multiple_data
are intended to exploit a thread-level parallelism, identified by software. Hence, the most challenging task is to find an efficient way to harness power
Binary Modular Dataflow Machine
Binary_Modular_Dataflow_Machine
Software design pattern
Linux manual page". www.man7.org. Retrieved 2025-01-26. "Controlling Parallelism (GNU Findutils 4.10.0)". www.gnu.org. Retrieved 2025-01-26. "Go by Example:
Thread_pool
Procedure in computing
duplicates on another file All three types of parallelism usually operate combined in a single job or task. An additional difficulty comes with making sure
Extract,_transform,_load
AMD neural processing unit microarchitecture
parallel with minimal external memory access. This design leverages parallelism and data locality to optimize performance and power efficiency. Each
AMD_XDNA
Control logic tool developed by MathWorks
established by David Harel, enabling the representation of hierarchy, parallelism and history within a state chart. Stateflow also provides state transition
Stateflow
Artificial intelligence model paradigm
infrastructure, instead of bespoke and one-off task-specific models. Advances in computer parallelism (e.g., CUDA GPUs) and new developments in neural
Foundation_model
Particular execution of a computer program
processes which can run simultaneously (i.e., using concurrency, or true parallelism – the latter model is a particular case of concurrent execution and is
Process_(computing)
Criticism of the Java programming language and Java software platform
libraries. Per Brinch Hansen argued in 1999 that Java's implementation of parallelism in general, and monitors in particular, does not provide the guarantees
Criticism_of_Java
incorporated constructs for causing side effects and for explicitly introducing parallelism. It was designed by Robert H. Halstead Jr., in the early 1980s for use
MultiLisp
Visualisation of computer system processes
combined fragments, which are then used to model interactions that include parallelism, conditional branches, and optional interactions. Message sequence chart
Sequence_diagram
Algorithms which recursively solve subproblems
2 ) {\displaystyle \Omega (n^{2})} operations would be required for that task. As another example of a divide-and-conquer algorithm that did not originally
Divide-and-conquer_algorithm
"hyperblock". Hyperblocks are designed to be able to easily run in parallel. Parallelism of modern CPU designs generally starts to plateau at about eight internal
Explicit_data_graph_execution
Compiler optimization technique
scheduling is a compiler optimization used to improve instruction-level parallelism, which improves performance on machines with instruction pipelines. Put
Instruction_scheduling
Ability of a CPU to provide multiple threads of execution concurrently
become more popular as efforts to further exploit instruction-level parallelism have stalled since the late 1990s. This allowed the concept of throughput
Multithreading (computer architecture)
Multithreading_(computer_architecture)
Efficiency improving technique for superscalar CPUs
increase on-chip parallelism with fewer resource requirements: one is superscalar technique which tries to exploit instruction-level parallelism (ILP); the
Simultaneous_multithreading
Component of computer engineering
types have been in fashion. Architectures that are dealing with data parallelism include SIMD and Vectors. Some labels used to denote classes of CPU architectures
Microarchitecture
Physical implementation of an artificial neural network with optical components
superior speed, it lacks the massive parallelism that free-space optics can deliver. Given the substantial parallelism capabilities of free-space optics
Optical_neural_network
Scientific computing program
(2020). "An asynchronous and task-based implementation of peridynamics utilizing HPX—the C++ standard library for parallelism and concurrency". SN Applied
HPX
Type of program in computer graphics
access to the data necessary to process geometry. Nvidia introduced mesh and task shaders with its Turing microarchitecture in 2018 which are also modelled
Shader
Design of high-performance computers
pioneered by Seymour Cray relied on compact innovative designs and local parallelism to achieve superior computational peak performance. However, in time
Supercomputer_architecture
Branch of machine learning
learning (DL) focuses on utilizing multilayered neural networks to perform tasks such as classification, regression, and representation learning. The field
Deep_learning
Concurrent execution of multiple processes
capabilities. Process state Task switching "What Is Multitasking?". Computer Hope. Retrieved 2026-02-11. "Concurrency vs Parallelism, Concurrent Programming
Computer_multitasking
Alternative Python implementation
So it allows only cooperative multitasking on a shared CPU and not parallelism (preemption was originally not available but is now in some form). To
Stackless_Python
American semiconductor company
with 13.6 million cores for natural-language processing. It uses data parallelism to train. In October 2022, Sandia National Laboratories of the National
Cerebras_Systems
Component of a computer process
Passing Interface (MPI)). Some languages are designed for sequential parallelism instead (especially using GPUs), without requiring concurrency or threads
Thread_(computing)
Functions whose execution you can pause
they allow tasks to be performed out of order or in a changeable order, without changing the overall outcome, but they do not provide parallelism, because
Coroutine
64-bit extension of the ARM architecture
on SVE's scalable vectorization for increased fine-grain Data Level Parallelism (DLP) to allow more work done per instruction. SVE2 aims are stated in
AArch64
Population models of evolutionary algorithms
ISBN 978-1-4613-6964-6. Gorges-Schleuter, Martina (1991), "Explicit parallelism of genetic algorithms through population structures", in Schwefel, Hans-Paul;
Population model (evolutionary algorithm)
Population_model_(evolutionary_algorithm)
TASK PARALLELISM
TASK PARALLELISM
Boy/Male
Hindu, Indian
Perfect in Any Task
Boy/Male
Gujarati, Hindu, Indian
Son of Bharat (Brother of Lord Rama)
Girl/Female
Australian, Biblical
Talk
Surname or Lastname
English
English : habitational name for someone from Thirsk in North Yorkshire, named from an unattested Old Scandinavian word, thresk ‘marsh’.
Girl/Female
Spanish
Task.
Boy/Male
Hindu
For righteous task, Mission, Purpose
Surname or Lastname
Swedish and Norwegian
Swedish and Norwegian : from ask ‘ash tree’, applied either as a habitational name from a place named with this word or as an ornamental name.English : habitational name from a place in North Yorkshire named Aske, from Old English as æsc ‘ash tree’, later replaced by the Old Norse cognate askr.
Boy/Male
Australian, Hungarian
Well Fed; Stone
Girl/Female
Tamil
Talk
Surname or Lastname
English
English : topographic name for someone who lived by an ash tree, from the Middle English phrase at(te) asche ‘at (the) ash’.Jewish (Ashkenazic) : metonymic occupational name for a maker or seller of bags and purses, from German Tasche ‘bag’, ‘purse’. Compare Taschner.
Surname or Lastname
German and Dutch
German and Dutch : from a pet form of the personal name Thomas.English : unexplained.
Boy/Male
Norse
From the ash tree.
Girl/Female
Hindu
Talk
Boy/Male
Tamil
Siddharatha | ஸீதà¯à®¤à®¾à®°à®¤à®¾
For righteous task, Mission, Purpose
Siddharatha | ஸீதà¯à®¤à®¾à®°à®¤à®¾
Female
Chamoru
, bay, ocean, sea.
Surname or Lastname
English
English : from a medieval vernacular short form of the personal name Pascal, Latin Paschalis (see Pascal).
Girl/Female
Tamil
Talk
Boy/Male
Muslim
Acme of mountain
Boy/Male
Arabic, Muslim, Pashtun
Acme of Mountain
Girl/Female
Hindu
Talk
TASK PARALLELISM
TASK PARALLELISM
Boy/Male
Indian, Sanskrit
Seeker of the Absolute
Boy/Male
Native American
Kills many.
Surname or Lastname
English
English : variant of Sneed.Irish (Connacht) : reduced Anglicized form of Gaelic Ó Sniadhaigh ‘descendant of Sniadhach’, a personal name, apparently meaning ‘nitty’, from sneadh.
Surname or Lastname
English (Lancashire)
English (Lancashire) : habitational name from a place near Edenfield named Dearden, from Old English dēor ‘beast’, ‘deer’ + denu ‘valley’.
Girl/Female
Hindu, Indian, Marathi, Tamil
As Bright as Lightining; Wealthy
Boy/Male
Tamil
Great warrior
Boy/Male
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit
Famed
Boy/Male
Hindu
Girl/Female
Biblical
The salvation of the Lord.
Boy/Male
Indian, Sanskrit
The Seed of Fire
TASK PARALLELISM
TASK PARALLELISM
TASK PARALLELISM
TASK PARALLELISM
TASK PARALLELISM
v. t.
To speak freely; to use for conversing or communicating; as, to talk French.
v. t.
To invite; as, to ask one to an entertainment.
v. t.
The direction of a vessel in regard to the trim of her sails; as, the starboard tack, or port tack; -- the former when she is closehauled with the wind on her starboard side; hence, the run of a vessel on one tack; also, a change of direction.
n.
A cover, or partial cover, for the face, used for disguise or protection; as, a dancer's mask; a fencer's mask; a ball player's mask.
v. i.
To request or petition; -- usually followed by for; as, to ask for bread.
n.
That which is attached; a supplement; an appendix. See Tack, v. t., 3.
v. t.
To cover, as the face, by way of concealment or defense against injury; to conceal with a mask or visor.
v. t.
To deliver in talking; to speak; to utter; to make a subject of conversation; as, to talk nonsense; to talk politics.
v. t.
To put into a cask.
v. i.
To wear a mask; to be disguised in any way.
n.
The quantity contained in a cask.
n.
A toothshell, or Dentalium; -- called also tusk-shell.
v. t.
To impose a task upon; to assign a definite amount of business, labor, or duty to.
v. t.
To consume or spend in talking; -- often followed by away; as, to talk away an evening.
v. t.
Especially, to attach or secure in a slight or hasty manner, as by stitching or nailing; as, to tack together the sheets of a book; to tack one piece of cloth to another; to tack on a board or shingle; to tack one piece of metal to another by drops of solder.
n.
Subject of discourse; as, his achievment is the talk of the town.
n.
A peculiar flavor or taint; as, a musty tack.
n.
Report; rumor; as, to hear talk of war.
n.
See 2d Tusk, n., 2.