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Inherent parallelism in expressed computation
implicit parallelism is a characteristic of a programming language that allows a compiler or interpreter to automatically exploit the parallelism inherent
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
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 gained
Parallel_computing
Parallelism expressed within computations
inherent to computations, known as implicit parallelism. Some of the programming languages that support explicit parallelism are: Ada Ease Erlang Java JavaSpaces
Explicit_parallelism
Open-source data analytics cluster computing framework
processing. Spark provides an interface for programming clusters with implicit data parallelism and fault tolerance. Originally developed at the University of
Apache_Spark
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
programs are simple and easy to write because it exclusively uses implicit parallelism. Originally called Orca C, ZPL was designed and implemented during
Z-level_programming_language
assignment functional programming language with strict semantics, implicit parallelism, and efficient array handling. SISAL outputs a dataflow graph in
SISAL
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
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
requiring no directives for parallel execution. Transparent (implicit) exploitation of parallelism in a natural and load balanced manner using all available
Binary Modular Dataflow Machine
Binary_Modular_Dataflow_Machine
Series of pioneering microprocessors from the 1980s
parallelism (as is used in the transputer), CPU designs exploited implicit parallelism at the instruction-level, inspecting code sequences for data dependencies
Transputer
Programming language
modern programming language principles." Language features included implicit parallelism, Unicode support and concrete syntax similar to mathematical notation
Fortress (programming language)
Fortress_(programming_language)
Executing several computations during overlapping time periods
programming, similar to Haskell Concurrent Collections (CnC) – achieves implicit parallelism independent of memory model by explicitly defining flow of data and
Concurrent_computing
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
Class of parallel computing applications
for implementing applications, increasing programmer productivity. Implicit parallelism Massively parallel Supercomputer Graph500 Handbook of Cloud Computing
Data-intensive_computing
Multi-core processor with a large number of cores
memory. These techniques devote runtime resources toward figuring out implicit parallelism in a single thread. They are used in systems where they have evolved
Manycore_processor
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
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
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
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
Solving multiple machine learning tasks at the same time
Evolutionary multi-tasking has been explored as a means of exploiting the implicit parallelism of population-based search algorithms to simultaneously progress
Multi-task_learning
2000 biographical book by Herbert P. Bix
I worked on Hirohito, the more I saw opportunities to bring out implicit parallelisms in political behavior between inter-war and wartime imperial Japan
Hirohito and the Making of Modern Japan
Hirohito_and_the_Making_of_Modern_Japan
overly constrained by implicit serial dependencies (such as the program counter) and that one can introduce as much parallelism as possible without removing
Relaxed_sequential
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
Music theory of harmony
harmony in sub-Saharan African music based on the principles of homophonic parallelism (chords based around a leading melody that follow its rhythm and contour)
Traditional sub-Saharan African harmony
Traditional_sub-Saharan_African_harmony
Computer science constructs
library, whereas implicit futures are usually implemented as part of the language. The original Baker and Hewitt paper described implicit futures, which
Futures_and_promises
Concurrency control technique for databases
ISBN 978-1-60558-397-6 Christoph von Praun, Luis Ceze, Calin Cascaval (2007) "Implicit Parallelism with Ordered Transactions" (PDF), Proceedings of the 12th ACM SIGPLAN
Commitment_ordering
Open standard for parallelizing
Interface (MPI), such that OpenMP is used for parallelism within a (multi-core) node while MPI is used for parallelism between nodes. There have also been efforts
OpenMP
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
Programming paradigm based on formal logic
general-purpose commonsense, is mostly implicit and tacit, and it is often difficult to represent such implicit knowledge in explicit rules. This difficulty
Logic_programming
Geometric transformation that preserves lines but not angles nor the origin
"connected with") is a geometric transformation that preserves lines and parallelism, but not necessarily Euclidean distances and angles. More generally,
Affine_transformation
Placement of notes in music
"Washington Post March", the melody is "doubled" in four octaves. Consistent parallelism between melodic lines can impede the independence of the lines. For example
Voicing_(music)
Old Norse poem
source of Old Norse philosophy. The verses are attributed to Odin; the implicit attribution to Odin facilitated the accretion of various mythological material
Hávamál
Kind of evolutionary algorithm
very amenable to parallelism, thus usually found in the literature of parallel metaheuristics. In particular, fine grain parallelism can be used to assign
Cellular evolutionary algorithm
Cellular_evolutionary_algorithm
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
Algorithm to calculate eigenvalues
eigenvalues, so a practical algorithm will use shifts, either explicit or implicit, to increase separation and accelerate convergence. A typical symmetric
QR_algorithm
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
Non-comparative lexicographical sorting algorithm
in it, and no parallelism would be available. For random inputs all bins would be near equally populated and a large amount of parallelism opportunity would
Radix_sort
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
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
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)
Topics referred to by the same term
and PHP" Asymmetric multiprocessing C++ AMP, C++ Accelerated Massive Parallelism Accelerated Mobile Pages, a 2015 web component framework from Google
Amp
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)
General-purpose programming language
C++20, ISO/IEC TS 19570:2018 on a new set of library extensions for parallelism ISO/IEC TS 23619:2021 on new extensions for reflective programming (reflection)
C++
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
2018 open and royalty-free video coding format
staircase lines along the boundaries of square blocks. More encoder parallelism is possible thanks to configurable prediction dependency between tile
AV1
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
Model that describes the programmable interface of a computer processor
architectures. These architectures seek to exploit instruction-level parallelism with less hardware than RISC and CISC by making the compiler responsible
Instruction_set_architecture
Array of processing elements specialized for parallelizable workloads
consumption of running very large kernels through the exploitation of scalable parallelism and data reuse. Consider a kernel, i.e. a function to be applied to several
Spatial_architecture
General-purpose programming language
currentTimeMillis - t) + "ms") Besides futures and promises, actor support, and data parallelism, Scala also supports asynchronous programming with software transactional
Scala_(programming_language)
Mainland period of the Republic of China
(中華民國; Zhōnghuá Mínguó; 'Chinese People's Country') in the form of a parallelism: an emperor's country is ruled by only one emperor (帝國是以皇帝一人為主), a people's
Republic_of_China_(1912–1949)
Use of a GPU for computations typically assigned to CPUs
typically used for computer and video games. C++ Accelerated Massive Parallelism (C++ AMP) is a library that accelerates execution of C++ code by exploiting
General-purpose computing on graphics processing units
General-purpose_computing_on_graphics_processing_units
Emphasis is laid on efficient support for array processing via data parallelism. Efficiency concerns are essentially twofold. First, efficiency in program
SAC_programming_language
Type of data structure
with statically predictable access patterns are a major source of data parallelism. Dynamic arrays or growable arrays are similar to arrays but add the
Array_(data_structure)
Class of artificial neural networks
data parallelism — where each GPU processes a separate sample — insufficient when individual graphs exceed single-device memory. Graph Parallelism addresses
Graph_neural_network
Programming paradigm based on asynchronous data streams
reactive programming is a form of what could be described as "explicit parallelism"[citation needed], and could therefore be beneficial for using the power
Reactive_programming
Binary arithmetic algorithm
strictly sequential order, negating any benefits of instruction-level parallelism. The XOR swap is also complicated in practice by aliasing. If an attempt
XOR_swap_algorithm
Free and open-source object relational database management system
TABLE will create implicit sequence "asdf_foo_seq" for serial column "asdf.foo" NOTICE: CREATE TABLE / PRIMARY KEY will create implicit index "asdf_pkey"
PostgreSQL
Branch of mathematics
natural path-wise parallelism induced by the ambient Euclidean space, which has a well-known standard definition of metric and parallelism. In Riemannian
Differential_geometry
Divide and conquer sorting algorithm
reaches a parallelism of Θ ( n ( log n ) 2 ) {\textstyle \Theta \left({\frac {n}{(\log n)^{2}}}\right)} , which is much higher than the parallelism of the
Merge_sort
Sequence of characters that forms a search pattern
matching). NR-grep's BNDM extends the BDM technique with Shift-Or bit-level parallelism. A few theoretical alternatives to backtracking for backreferences exist
Regular_expression
types to be 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
Theory of gravity
electromagnetism and gravity on the mathematical structure of distant parallelism, also referred to as absolute or teleparallelism. In this theory, a spacetime
Teleparallelism
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)
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
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)
Special case of swarm robotics
swarm robots and take advantage of the resulting fault tolerance and parallelism. Swarm robots cannot use conventional planning methods due to their limited
Ant_robotics
Programming language
more exotic features is the implicit result variable. Every procedure in Nim with a non-void return type has an implicit result variable that represents
Nim_(programming_language)
Theory in the domain of evolutionary biology
importance. Early geneticists such as Morgan and Punnett proposed that common parallelisms (e.g., involving melanism or albinism) may reflect mutationally likely
Bias in the introduction of variation
Bias_in_the_introduction_of_variation
Cooperation between firms to limit competition
States, Canada, Australia and most of the EU due to antitrust laws, but implicit collusion in the form of price leadership and tacit understandings still
Collusion
Biblical figures feared for their strength before the Flood
nature) with the daughters of men (female gender, human nature). From this parallelism it could be inferred that the sons of God are understood as some superhuman
Nephilim
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
Synchronization method in parallel computing
Many collective routines and directive-based parallel languages impose implicit barriers. For example, a parallel do loop in Fortran with OpenMP will not
Barrier_(computer_science)
In religion and philosophy, immaterial essence of a living being
describe the relationship between the soul and the body are interactionism, parallelism, and epiphenomenalism. During the Age of Enlightenment, Immanuel Kant
Soul
Construct allowing differentiation of tangent vector fields of manifolds
bundle. Indeed, in one formulation, a Cartan connection is an absolute parallelism of a principal bundle satisfying suitable properties. From this point
Affine_connection
Web browser made by Mozilla
incorporating new technology under the code name "Quantum" to promote parallelism and a more intuitive user interface. The current version of Firefox is
Firefox
{\displaystyle n\nmid m} means that n is not a divisor of m. ∥ 1. Denotes parallelism in elementary geometry: if PQ and RS are two lines, P Q ∥ R S {\displaystyle
Glossary of mathematical symbols
Glossary_of_mathematical_symbols
Computer programming paradigm
it is well over 50:1 and increasing with algorithmic complexity. Data parallelism exists in a kernel if the same function is applied to all records of
Stream_processing
Specialized form of design pattern
patterns, data patterns, exception patterns, service interaction patterns. parallelism and pipelining patterns. These patterns collections have been used to
Workflow_pattern
Folk tale classification type
would seem more appropriate in a consideration involving analogy and parallelism with Beowulf to use the name 'The Bear's Son', employed by Panzer and
Bear's_Son_Tale
Signal processing algorithm
Limited resources to harness parallelism: While the independent EMDs and/or EEMDs comprising an MEEMD provide high parallelism, the computational capacities
Multidimensional empirical mode decomposition
Multidimensional_empirical_mode_decomposition
Major Hindu scripture
must have been integral to the earliest version of the epic. Other parallelism includes verse 10.21 of Gita replicating the structure of verse 1.2.5
Bhagavad_Gita
Type of parallel computing architecture of tightly coupled nodes
counters are needed to generate these data streams, it supports data parallelism. A major benefit of systolic arrays is that all operand data and partial
Systolic_array
Type of computer
Load X; Load 1; Add. With a stack stored completely in RAM, this does implicit writes and reads of the in-memory stack: Load X, push to memory Load 1
Stack_machine
Line of computers in the 1980s and 1990s
In Keyes, David E.; Saad, Y.; Truhlar, Donald G. (eds.). Domain-based Parallelism and Problem Decomposition Methods in Computational Science and Engineering
Intel_iPSC
Analysis and solving of problems that involve fluid flows
feature good parallelism performance (i.e. good speed-up by adding more cores) this can greatly reduce simulation times. Fluid-implicit particle and lattice-Boltzmann
Computational_fluid_dynamics
to each other by such considerations as meaning, tone-structure, or parallelism. A common rhyme scheme is the rhymed couplet, so that generally in rhymed
Classical Chinese poetry forms
Classical_Chinese_poetry_forms
Compiler for Haskell programming language
parallel programming models (such as software transactional memory and data parallelism) and a profiler. Peyton Jones and Marlow later moved to Microsoft Research
Glasgow_Haskell_Compiler
Mathematical model of the physical space
general (whence circles become meaningless) while retaining the notions of parallelism as an equivalence relation between lines, and equality of length of parallel
Euclidean_geometry
Fortran parallel programming extension
Reliance on named critical sections for mutual exclusion hinders scalable parallelism by associating mutual exclusion with code regions rather than data objects
Coarray_Fortran
Branch of machine learning
doi:10.1109/5.726791. Jordan, Michael I. (1986). "Attractor dynamics and parallelism in a connectionist sequential machine". Proceedings of the Annual Meeting
Deep_learning
Amount of resources to perform an algorithm
time spent by the first processor that finishes the computation. This parallelism is partly amenable to quantum computing via superposed entangled states
Computational_complexity
Rendering method
parallelization, but the divergence of ray paths makes high utilization under parallelism quite difficult to achieve in practice. A serious disadvantage of ray
Ray_tracing_(graphics)
1949 novel by Elizabeth Bowen
indirectly mock Harrison. She seems to hurt his feelings, and when she implicitly offers to have sex with him to prolong Robert's life, he declines. Robert
The_Heat_of_the_Day
German polymath (1646–1716)
perceptions to the distinct, self-aware apperception, and psychophysical parallelism from the point of view of causality and of purpose: "Souls act according
Gottfried_Wilhelm_Leibniz
Artificial intelligence model paradigm
instead of bespoke and one-off task-specific models. Advances in computer parallelism (e.g., CUDA GPUs) and new developments in neural network architecture
Foundation_model
Family of RISC-based computer architectures
performance of true single instruction, multiple data (SIMD) vector parallelism. This vector mode was therefore removed shortly after its introduction
ARM_architecture_family
Mathematical treatise by Euclid
generalizes the results of book VI to solid figures: perpendicularity, parallelism, volumes, and similarity of parallelepipeds (polyhedra with three pairs
Euclid's_Elements
Process to determine relationships among statements
Dependence analysis Banerjee test Alias analysis DOPIPE Loop Level Parallelism Loop transformation Loop splitting Loop fusion Loop interchange Loop
Loop_dependence_analysis
IMPLICIT PARALLELISM
IMPLICIT PARALLELISM
Girl/Female
Greek Latin Spanish
Pastoral simplicity and happiness.
Girl/Female
Assamese, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit, Tamil, Telugu
Virtuous Woman; Simplicity
Girl/Female
Indian
Simplicity and purity
Boy/Male
Indian, Punjabi, Sikh
Victory of Simplicity
Girl/Female
Bengali, Hindu, Indian, Kannada, Marathi, Sanskrit, Tamil, Telugu
Goddess Laxmi; Prosperity; Simplicity; Lovable; Affectionate; Wealthy; Fortunate
Girl/Female
Hindu, Indian, Tamil
One with Simplicity; Special Person of All Beings
Girl/Female
Tamil
Hitanshi | ஹிதாஂஷீÂ
Simplicity and purity
Hitanshi | ஹிதாஂஷீÂ
Girl/Female
Indian
Simplicity and purity
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.
Boy/Male
Hindu, Indian
More Polite; Simplicity
Boy/Male
Indian, Punjabi, Sikh
Love for Simplicity
Girl/Female
Tamil
Hitansi | ஹிதாஂஸீ
Simplicity and purity
IMPLICIT PARALLELISM
IMPLICIT PARALLELISM
Boy/Male
Muslim
A title of the prophet mohammad (Saw)
Male
English
 Anglicized form of Irish Gaelic Fearghus, FERDINAND means "strong-man." English form of Italian Ferdinando, meaning "ardent for peace."
Girl/Female
Arabic
Light.
Boy/Male
Tamil
Kishin refers to a Hindu God Lord Krishna
Boy/Male
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi
Believer in Truth
Male
Iranian/Persian
Persian form of Arabic Haidar, HEYDAR means "lion."
Boy/Male
Greek
Friend of Orestes.
Boy/Male
Tamil
Girl/Female
Indian
Daughter of sage bharadvaja
Boy/Male
Arabic, Indian, Muslim
Sky; He was Ibn Harithah Alaslami
IMPLICIT PARALLELISM
IMPLICIT PARALLELISM
IMPLICIT PARALLELISM
IMPLICIT PARALLELISM
IMPLICIT PARALLELISM
a.
Tending to implicate.
a.
Not permitted or allowed; prohibited; unlawful; as, illicit trade; illicit intercourse; illicit pleasure.
p. pr. & vb. n.
of Implicate
a.
Having no disguised meaning or reservation; unreserved; outspoken; -- applied to persons; as, he was earnest and explicit in his statement.
adv.
In an implicit manner; without reserve; with unreserved confidence.
adv.
By implication; impliedly; as, to deny the providence of God is implicitly to deny his existence.
n.
Freedom from artificial ornament, pretentious style, or luxury; plainness; as, simplicity of dress, of style, or of language; simplicity of diet; simplicity of life.
a.
Resting on another; trusting in the word or authority of another, without doubt or reserve; unquestioning; complete; as, implicit confidence; implicit obedience.
n.
Simplicity.
a.
Tacitly comprised; fairly to be understood, though not expressed in words; implied; as, an implicit contract or agreement.
n.
An explicit declaration.
imp. & p. p.
of Implicate
n.
The quality or state of being simple, unmixed, or uncompounded; as, the simplicity of metals or of earths.
a.
Illicit.
a.
Infolded; entangled; complicated; involved.
n.
The quality or state of being not complex, or of consisting of few parts; as, the simplicity of a machine.
n.
Simplicity; silliness.
n.
Freedom from subtlety or abstruseness; clearness; as, the simplicity of a doctrine; the simplicity of an explanation or a demonstration.
n.
State or quality of being implicit.
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.