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Parallelism expressed within computations
In computer programming, explicit parallelism is the representation of concurrent computations using primitives in the form of operators, function calls
Explicit_parallelism
Programming paradigm in which many processes are executed simultaneously
tasks. In some cases parallelism is transparent to the programmer, such as in bit-level or instruction-level parallelism, but explicitly parallel algorithms
Parallel_computing
Inherent parallelism in expressed computation
enable parallel execution, in contrast to explicit parallelism. Programming languages with implicit parallelism include Axum, Binary Modular Dataflow Machine
Implicit_parallelism
Abstraction of parallel computer architecture
parallelization Bridging model Concurrency Degree of parallelism Implicit parallelism Explicit parallelism List of concurrent and parallel programming languages
Parallel_programming_model
Ability of computer instructions to be executed simultaneously with correct results
Instruction-level parallelism (ILP) is the parallel or simultaneous execution of a sequence of instructions in a computer program. More specifically,
Instruction-level_parallelism
Collusion between competitors
conscious parallelism. In a concerted action, also known as concerted activity, competitors exchange some information without reaching any explicit agreement
Tacit_collusion
Set of computers configured in a distributed computing system
business use). Within the same time frame, while computer clusters used parallelism outside the computer on a commodity network, supercomputers began to
Computer_cluster
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
Computer programming paradigm
in terms of performance, as well as difficult to read or debug. Explicit parallelism is one of the main reasons for the poor performance of Enterprise
Dataflow_programming
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
Family of 64-bit Intel microprocessors
parallelism (and thus performance) was no better than other RISCs, so it failed in the market. Itanium would adopt a more flexible form of explicit parallelism
Itanium
Programming paradigm based on asynchronous data streams
side, reactive programming is a form of what could be described as "explicit parallelism"[citation needed], and could therefore be beneficial for using the
Reactive_programming
Multi-core processor with a large number of cores
processors in being optimized from the outset for a higher degree of explicit parallelism, and for higher throughput (or lower power consumption) at the expense
Manycore_processor
Use of widely distributed computer resources to reach a common goal
Programming Stream processing Dataflow programming Models Implicit parallelism Explicit parallelism Concurrency Non-blocking algorithm Hardware Flynn's taxonomy
Grid_computing
good performance: having no parallel directives or other forms of explicit parallelism, ZPL exploits the operational trait that when aggregate computations
Z-level_programming_language
Software exhibits scalable parallelism if it can make use of added processors to solve larger problems, i.e., this term refers to software for which Gustafson's
Scalable_parallelism
Network packet distribution with multiple cores
"Partition-Aware Packet Steering Using XDP and eBPF for Improving Application-Level Parallelism". Proceedings of the 1st ACM CoNEXT Workshop on Emerging in-Network Computing
Multi-core network packet steering
Multi-core_network_packet_steering
Supercomputer at the University of Illinois Urbana-Champaign, United States
Programming Stream processing Dataflow programming Models Implicit parallelism Explicit parallelism Concurrency Non-blocking algorithm Hardware Flynn's taxonomy
Blue_Waters
Lines with constant perpendicular distance between them
provides a descriptive geometry of elliptic space in which Clifford parallelism is made explicit. Clifford bundle is a topological construction based on Clifford
Clifford_parallel
Programming language
on how parallelism can be expressed in order to enable more aggressive compiler optimisations. In particular, irregular nested data parallelism is not
Futhark (programming language)
Futhark_(programming_language)
Computer architecture to aid parallelism
instruction set architecture designed to exploit instruction-level parallelism (ILP) by explicitly specifying, in advance, which instructions execute in parallel
Very_long_instruction_word
Population models of evolutionary algorithms
1007/978-1-4615-4369-5. ISBN 978-1-4613-6964-6. Gorges-Schleuter, Martina (1991), "Explicit parallelism of genetic algorithms through population structures", in Schwefel
Population model (evolutionary algorithm)
Population_model_(evolutionary_algorithm)
Berkovich, Efraim; Nuzman, Joseph (1998), "Explicit Multi-Threading (XMT) bridging models for instruction parallelism", Proc. 1998 ACM Symposium on Parallel
Explicit_multi-threading
Extension of the C programming language
amount of parallelism is fixed at program startup time, typically with a single thread of execution per processor. In order to express parallelism, UPC extends
Unified_Parallel_C
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
"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
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
Executing several computations during overlapping time periods
Concurrent Collections (CnC) – achieves implicit parallelism independent of memory model by explicitly defining flow of data and control Concurrent Haskell
Concurrent_computing
Mathematical-logic system based on functions
relevant. However, the lambda calculus does not offer any explicit constructs for parallelism. One can add constructs such as futures to the lambda calculus
Lambda_calculus
Multi-paradigm system programming language
import std.parallelism : taskPool; /* On Intel i7-3930X and gdc 9.3.0: * 5140ms using std.algorithm.reduce * 888ms using std.parallelism.taskPool.reduce
D_(programming_language)
Classification of computer architectures
sub-categories of SIMD in 1972. A sequential computer which exploits no parallelism in either the instruction or data streams. Single control unit (CU) fetches
Flynn's_taxonomy
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
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)
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)
Programming paradigm based on formal logic
knowledge in explicit rules. This difficulty does not arise, however, when logic programs are used to represent the existing, explicit rules of a business
Logic_programming
Instruction set architecture
Explicitly parallel instruction computing (EPIC) is a term coined in 1997 by the HP–Intel alliance to describe a computing paradigm that researchers had
Explicitly parallel instruction computing
Explicitly_parallel_instruction_computing
Computer science constructs
some futures can deal with requests in special ways to provide greater parallelism. For example, the expression 1 + future factorial(n) can create a new
Futures_and_promises
Algorithms which recursively solve subproblems
called cache-oblivious, because it does not contain the cache size as an explicit parameter. Moreover, D&C algorithms can be designed for important algorithms
Divide-and-conquer_algorithm
Atomic computer processor instruction
e., system and user tasks) and processor (i.e., central processors) parallelism while eliminating, to the greatest degree possible, the "disabled spinlocks"
Compare-and-swap
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
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
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
Geometric axiom
have been suggested, some of them appearing at first to be unrelated to parallelism, and some seeming so self-evident that they were unconsciously assumed
Parallel_postulate
Compiler optimization
parallelized by the processor by taking advantage of instruction-level parallelism. This is possible when there are no data dependencies between the bodies
Loop_fission_and_fusion
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 computing
Theoretical_computer_science
Algorithm to calculate eigenvalues
the x-axis and y-axis. The number of iterations needed to achieve near-parallelism increases without bound as the input ellipse becomes more circular. While
QR_algorithm
Book of sacred songs in the Hebrew Bible
YHWH can play". The biblical poetry of Psalms uses parallelism as its primary poetic device. Parallelism is a kind of symmetry in which restatement, synonym
Psalms
Form of rhymed prose in Arabic literature
and use of end-rhyme, meter, and parallelism. There are two types of parallelism in saj': iʿtidāl (rhythmical parallelism, meaning "balance") and muwāzana
Saj'
Procedure in computing
processes on a graph, and trying to reduce the graph making maximum use of parallelism, and making "chains" of consecutive processing as short as possible.
Extract,_transform,_load
Algorithm to multiply matrices
the multiplications before doing the summations). Exploiting the full parallelism of the problem, one obtains an algorithm that can be expressed in fork–join
Matrix multiplication algorithm
Matrix_multiplication_algorithm
Programming paradigm entirely based on functions
runtime profiling and compile-time analysis to judge whether introducing parallelism will speed up the program, and thus automatically parallelize purely
Purely_functional_programming
2017 edition of the C++ programming language standard
libstdc++ since version 9.1 has complete support for C++17 (8.1 without Parallelism TS and referring to C99 instead of C11) libc++ as of version 9 has partial
C++17
Open standard for programming heterogenous computing systems, such as CPUs or GPUs
standard interface for parallel computing using task- and data-based parallelism. OpenCL is an open standard maintained by the Khronos Group, a non-profit
OpenCL
Type of stochastic recurrent neural network
training algorithm (being trained by Hebb's rule), and because of their parallelism and the resemblance of their dynamics to simple physical processes. Boltzmann
Boltzmann_machine
Programming language
concurrent operations (goroutines) across multiple CPUs; this can achieve parallelism for a properly written program. The primary concurrency construct is
Go_(programming_language)
Theoretical concept in generative grammar
missing object constructions (also known as tough-movement) parallelism: syntactic parallelism seems to promote the appearance of parasitic gaps Many parasitic
Parasitic_gap
Abstract computer for designing parallel algorithms
external memory (Model) Fortune, Steven; Wyllie, James (1978-05-01). "Parallelism in random access machines". Proceedings of the tenth annual ACM symposium
Parallel_RAM
AI that generates content
Shocking Amount of the Web is Machine Translated: Insights from Multi-Way Parallelism". Findings of the Association for Computational Linguistics ACL 2024
Generative_AI
Compiler backend for multiple programming languages
This implements a suite of cache-locality optimizations as well as auto-parallelism and vectorization using a polyhedral model. llvm-libc is an incomplete
LLVM
Sketch from the American television program "Key & Peele"
deplorable", the lattermost use of "chicanery" being an attempt to use parallelism to form a definitive negative pattern. In the sequel, he compares the
Substitute Teacher (Key & Peele)
Substitute_Teacher_(Key_&_Peele)
American technology company
designed off on two key observations: AI workloads exhibit substantial data parallelism, which can be mapped onto purpose-built hardware, leading to performance
Groq
Model that describes the programmable interface of a computer processor
needed] and explicitly parallel instruction computing (EPIC) architectures. These architectures seek to exploit instruction-level parallelism with less
Instruction_set_architecture
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
Functions whose execution you can pause
order, without changing the overall outcome, but they do not provide parallelism, because they do not execute multiple tasks simultaneously. The advantages
Coroutine
System Sciences. December 1979. Jerald Schwartz Denotational semantics of parallelism in Semantics of Concurrent Computation. Springer-Verlag. 1979. William
Power_domains
2020 edition of the C++ programming language standard
expressions has been deprecated (most of) volatile has been deprecated Parallelism TS v2 (including task blocks) Reflection TS v1 Networking TS v1 Contracts –
C++20
Old Norse poem
compared to the crucifixion of Christ as narrated in the gospels. The parallelism of Odin and Christ during the period of open co-existence of Christianity
Hávamál
Army of angels mentioned in the Bible
Ugaritic texts put the council of heavens (dr dt šmm) in synonymous parallelism with the assembly of the stars (pḫr kkbm) and the sons of El (bn il)
Heavenly_host
integrated with existing types and operators by using custom implicit/explicit conversions and operator overloading. See example in section Integration
Comparison of C Sharp and Java
Comparison_of_C_Sharp_and_Java
Parallel programming model paradigm in computer science
as the base programming language and the mechanisms used to express parallelism. Many PGAS systems combine the advantages of a SPMD programming style
Partitioned global address space
Partitioned_global_address_space
design. Such methods are limited by the degree of instruction-level parallelism (ILP), the number of non-dependent instructions in the program code.
History of general-purpose CPUs
History_of_general-purpose_CPUs
incorporated constructs for causing side effects and for explicitly introducing parallelism. It was designed by Robert H. Halstead Jr., in the early 1980s
MultiLisp
Software library for numerical linear algebra
caches on modern cache-based architectures and the instruction-level parallelism of modern superscalar processors, and thus can run orders of magnitude
LAPACK
Cooperation between firms to limit competition
provide the government with information about the collusion. Conscious parallelism Corporate crime Competition law Chassang, Sylvain; Ortner, Juan (2023)
Collusion
Type of non-Euclidean geometry
new concepts need to be introduced. Further, because of the angle of parallelism, hyperbolic geometry has an absolute scale, a relation between distance
Hyperbolic_geometry
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)
affect cache performance, and also have implications for the approach to parallelism and distribution of workload in shared memory systems. Further, cache
Memory_access_pattern
Programming language
it blocks until the thread is done with the computation. To exploit parallelism one could even define fib as follows: fun fib 0 = 0 | fib 1 = 1 | fib
Alice_(programming_language)
General-purpose programming language
and parallelism: Multiple tasks can be run simultaneously. Python contains modules such as `multiprocessing` to support this form of parallelism. Moreover
Python_(programming_language)
In computing, a lock which causes a thread to loop continuously
Fiber Tuning: Exponential back-off". John Goodacre and Andrew N. Sloss. "Parallelism and the ARM Instruction Set Architecture". p. 47. Jonathan Corbet (9
Spinlock
Functional programming language for arrays
design and analysis of explicit procedures for calculating the exact or approximate values of various functions. Such explicit procedures are called algorithms
APL_(programming_language)
Improving the efficiency of software
Concurrency and parallelism cause significant overhead performance cost and possibly increased energy usage. Keep in mind that C code rarely uses explicit multiprocessing
Program_optimization
Branch of mathematics
geometry that consider only alignment of points but not distance and parallelism, affine geometry that omits the concept of angle and distance, finite
Geometry
Classification of computer architectures
pipeline are processing different elements of the vector at a given time. Parallelism is provided both by the pipelining in individual functional units described
Duncan's_taxonomy
Form of input/output processing
is essentially single-threaded it may be unable to fully exploit I/O parallelism that the hardware is capable of. Available in BSD Unix, and almost anything
Asynchronous_I/O
grammars with contextual conditions on rule application, and grammars with parallelism in rule application. Because indexed grammars are so well established
Controlled_grammar
Array data structure that compactly stores bits
set data structure. A bit array is effective at exploiting bit-level parallelism in hardware to perform operations quickly. A typical bit array stores
Bit_array
Hyperbolic analogues of trigonometric functions
cosh(t) and sinh(t). Hyperbolic functions are used to express the angle of parallelism in hyperbolic geometry. They are used to express Lorentz boosts as hyperbolic
Hyperbolic_functions
Open-source HTML layout engine
engine designed from scratch with the goals of improving concurrency and parallelism while also reducing memory safety vulnerabilities. Servo is written in
Gecko_(software)
Microprocessor instruction set architecture
released in 2001. The Itanium architecture is based on explicit instruction-level parallelism, in which the compiler decides which instructions to execute
IA-64
Consonantal sound represented by ⟨ɰ⟩ in IPA
"high", "back", and "unrounded"'. They even establish an interesting parallelism: 'the sound can be regarded as an unrounded [w]'. It is evident, then
Voiced_velar_approximant
Syrian state from 1950 to 1963
Syria's political instability during the years after the 1954 coup, the parallelism of Syrian and Egyptian policies, and the appeal of Egyptian President
Second_Syrian_Republic
Type of feedforward neural network
CPU. (Viebke et al 2019) parallelizes CNN by thread- and SIMD-level parallelism that is available on the Intel Xeon Phi. In the past, traditional multilayer
Convolutional_neural_network
Programming language
delimited continuations. These changes enable support for shared-memory parallelism and color-blind concurrency, respectively. OCaml's development continued
OCaml
Series of pioneering microprocessors from the 1980s
internal parallelism has been one driving force behind improvements in conventional CPU designs. Instead of explicit thread-level parallelism (as is used
Transputer
Theory that truth means correspondence with reality
not be. J. L. Austin theorized that there need not be any structural parallelism between a true statement and the state of affairs that makes it true
Correspondence theory of truth
Correspondence_theory_of_truth
Numerical technique
Laplace, Yukawa, and Helmholtz kernels. RECFMM Adaptive FMM with dynamic parallelism on multicores. FMM3D A library for efficient 3D N-body interaction computation
Fast_multipole_method
Processor with instructions capable of multi-step operations
for operands of a typical CISC machine may limit the instruction-level parallelism that can be extracted from the code, although this is strongly mediated
Complex instruction set computer
Complex_instruction_set_computer
Instructions for the x86 microprocessors
financial applications (AVX2 adds support for integer operations). Increases parallelism and throughput in floating-point SIMD calculations. Reduces register
Advanced_Vector_Extensions
Functional programming language
also highlights its high-performance implementation of concurrency and parallelism. An active, growing community exists around the language, and more than
Haskell
EXPLICIT PARALLELISM
EXPLICIT PARALLELISM
Surname or Lastname
English
English : from Old English Englisc. The word had originally distinguished Angles (see Engel) from Saxons and other Germanic peoples in the British Isles, but by the time surnames were being acquired it no longer had this meaning. Its frequency as an English surname is somewhat surprising. It may have been commonly used in the early Middle Ages as a distinguishing epithet for an Anglo-Saxon in areas where the culture was not predominantly English--for example the Danelaw area, Scotland, and parts of Wales--or as a distinguishing name after 1066 for a non-Norman in the regions of most intensive Norman settlement. However, explicit evidence for these assumptions is lacking, and at the present day the surname is fairly evenly distributed throughout the country.Irish : see Golightly.
Surname or Lastname
English
English : from Old English dǣd ‘deed’, ‘exploit’; probably a nickname commemorating some exploit perpetrated by the bearer or for someone noted for his derring-do.
Surname or Lastname
Irish
Irish : reduced form of McDade, ‘son of David’.German : from the Frisian personal name Dode, which Bahlow explains as a form derived from baby talk.English (Norfolk) : from Old English dǣd ‘deed’, ‘exploit’, probably applied as a nickname commemorating some exploit perpetrated by the bearer or for someone noted for his derring-do. Compare Deeds.
EXPLICIT PARALLELISM
EXPLICIT PARALLELISM
Female
Egyptian
, the mother of Psametek, priest of Pthah.
Boy/Male
Greek Hebrew
Superior; best of thinkers. Famous Bearers: ancient Greek philosopher Aristotle, and Greek...
Boy/Male
German, Scandinavian
Strong Edge; Strong Point of a Sword
Boy/Male
Hindu, Indian
Towel
Girl/Female
Muslim
Pleasant smell, Sweet smell, Fragrance
Boy/Male
Hindu, Indian
A Chief; Leader; Head of Group
Girl/Female
Arabic, Hindu, Indian, Kurdish, Marathi, Muslim, Punjabi, Sikh
The One who is Peaceful; Peace; Comfort
Girl/Female
Indian
Sharp
Boy/Male
Gaelic Irish
A place-name referring to the narrows; a wood or a church.
Girl/Female
Tamil
One Goddess
EXPLICIT PARALLELISM
EXPLICIT PARALLELISM
EXPLICIT PARALLELISM
EXPLICIT PARALLELISM
EXPLICIT PARALLELISM
a.
Not implied merely, or conveyed by implication; distinctly stated; plain in language; open to the understanding; clear; not obscure or ambiguous; express; unequivocal; as, an explicit declaration.
n.
An explicit declaration.
a.
Resting on another; trusting in the word or authority of another, without doubt or reserve; unquestioning; complete; as, implicit confidence; implicit obedience.
v. t.
Illustrious act; achievement; exploit.
p. pr. & vb. n.
of Explicate
imp. & p. p.
of Elicit
n.
State or quality of being implicit.
adv.
Avowedly; explicitly.
v. t.
To draw out or entice forth; to bring to light; to bring out against the will; to deduce by reason or argument; as, to elicit truth by discussion.
a.
A word formerly used (as finis is now) at the conclusion of a book to indicate the end.
a.
Tacitly comprised; fairly to be understood, though not expressed in words; implied; as, an implicit contract or agreement.
adv.
In an explicit manner; clearly; plainly; without disguise or reservation of meaning; not by inference or implication; as, he explicitly avows his intention.
a.
Having no disguised meaning or reservation; unreserved; outspoken; -- applied to persons; as, he was earnest and explicit in his statement.
n.
To utilize; to make available; to get the value or usefulness out of; as, to exploit a mine or agricultural lands; to exploit public opinion.
n.
The quality of being explicit; clearness; directness.
imp. & p. p.
of Explicate
v. t.
To elicit.
a.
Not explicit; not clearly stated; indefinite; vague.
p. pr. & vb. n.
of Elicit
n.
Exploit.