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SINGLE PROGRAM-MULTIPLE-DATA

  • Single program, multiple data
  • Computing technique used to achieve parallelism

    computing, single program, multiple data (SPMD) is a term that has been used to refer to computational models for exploiting parallelism whereby multiple processors

    Single program, multiple data

    Single_program,_multiple_data

  • Single instruction, multiple data
  • Type of parallel processing

    Single instruction, multiple data (SIMD) is a type of parallel computing (processing) in Flynn's taxonomy. SIMD describes computers with multiple processing

    Single instruction, multiple data

    Single instruction, multiple data

    Single_instruction,_multiple_data

  • Flynn's taxonomy
  • Classification of computer architectures

    S2CID 39724471. "Single Program Multiple Data stream (SPMD)". Llnl.gov. Archived from the original on 2004-06-04. Retrieved 2013-12-09. "Programming requirements

    Flynn's taxonomy

    Flynn's_taxonomy

  • Multiple instruction, single data
  • Parallel computing architecture

    In computing, multiple instruction, single data (MISD) is a type of parallel computing architecture where many functional units perform different operations

    Multiple instruction, single data

    Multiple instruction, single data

    Multiple_instruction,_single_data

  • Agnostic (data)
  • Computer program able to receive multiple data formats

    or program can receive data in multiple formats or from multiple sources, and still process that data effectively. Many devices or programs need data to

    Agnostic (data)

    Agnostic_(data)

  • Single instruction, multiple threads
  • Parallel computing execution model

    difference between SIMT and SPMD - single program multiple data. SPMD, like standard multi-core systems, has multiple program counters, where SIMT only has

    Single instruction, multiple threads

    Single instruction, multiple threads

    Single_instruction,_multiple_threads

  • R (programming language)
  • Programming language for statistics

    programming language for statistical computing and data visualization. It has been widely adopted in the fields of data mining, bioinformatics, data analysis

    R (programming language)

    R (programming language)

    R_(programming_language)

  • Shared memory
  • Computer memory that can be accessed by multiple processes

    multiple programs with an intent to provide communication among them or avoid redundant copies. Shared memory is an efficient means of passing data between

    Shared memory

    Shared memory

    Shared_memory

  • Programming with Big Data in R
  • to MPI either OpenMPI or MPICH2 with a focus on Single Program/Multiple Data (SPMD) parallel programming style pbdSLAP --- bundles scalable dense linear

    Programming with Big Data in R

    Programming_with_Big_Data_in_R

  • Multiple instruction, multiple data
  • Computing technique employed to achieve parallelism

    In computing, multiple instruction, multiple data (MIMD) is a technique employed to achieve parallelism. Machines using MIMD have a number of processor

    Multiple instruction, multiple data

    Multiple instruction, multiple data

    Multiple_instruction,_multiple_data

  • Topological sorting
  • Node ordering for directed acyclic graphs

    to process, hence ∑i=0p−1|QiD+1|=0. Below is a high level, single program, multiple data pseudo-code overview of this algorithm. Note that the prefix

    Topological sorting

    Topological_sorting

  • ScaLAPACK
  • memory MIMD parallel computers. It is currently written in a Single-Program-Multiple-Data style using explicit message passing for interprocessor communication

    ScaLAPACK

    ScaLAPACK

  • Thread (computing)
  • Component of a computer process

    schedule multiple threads of execution. If these do not share data, as in Erlang, they are usually analogously called processes, while if they share data they

    Thread (computing)

    Thread (computing)

    Thread_(computing)

  • PM2
  • Parallel computer networking software

    (Single Program Multiple Data) programming model, in a way very similar to the PVM and MPI communication libraries. The user writes a single program text

    PM2

    PM2

  • Message Passing Interface
  • Message-passing system for parallel computers

    processes. A single program, multiple data (SPMD) programming model is thereby facilitated, but not required; many MPI implementations allow multiple, different

    Message Passing Interface

    Message_Passing_Interface

  • Task parallelism
  • Form of parallelization of computer code

    SPMD (single program, multiple data) system, both CPUs will execute the code. In a parallel environment, both will have access to the same data. The "if"

    Task parallelism

    Task_parallelism

  • Shader
  • Type of program in computer graphics

    iterators. Microsoft support this as DirectCompute. This single program, multiple data programming paradigm maps well to vector processors: there is an assumption

    Shader

    Shader

    Shader

  • Dataflow programming
  • Computer programming paradigm

    In computer programming, dataflow programming is a programming paradigm that models a program as a directed graph of the data flowing between operations

    Dataflow programming

    Dataflow_programming

  • Sawzall (programming language)
  • Programming language

    released, the open-sourced runtime is not useful for large-scale data analysis of multiple log files off the shelf. Sawzall has been replaced by Lingo (logs

    Sawzall (programming language)

    Sawzall_(programming_language)

  • Data integration
  • Combining data from multiple sources

    Data integration is the process of combining, sharing, or synchronizing data from multiple sources to provide users with a unified view. There are a wide

    Data integration

    Data_integration

  • Single instruction, single data
  • Class of computer architecture

    computing, single instruction stream, single data stream (SISD) is a computer architecture in which a single uni-core processor executes a single instruction

    Single instruction, single data

    Single instruction, single data

    Single_instruction,_single_data

  • Data parallelism
  • Parallelization across multiple processors in parallel computing environments

    Data parallelism is parallelization across multiple processors in parallel computing environments. It focuses on distributing the data across different

    Data parallelism

    Data parallelism

    Data_parallelism

  • Unified Parallel C
  • Extension of the C programming language

    with a single processor. UPC uses a single program, multiple data (SPMD) model of computation in which the amount of parallelism is fixed at program startup

    Unified Parallel C

    Unified_Parallel_C

  • Systolic array
  • Type of parallel computing architecture of tightly coupled nodes

    categories: single instruction, single data (SISD); single instruction, multiple data (SIMD); multiple instruction, single data (MISD); and multiple instruction

    Systolic array

    Systolic_array

  • Data type
  • Attribute of data

    In computer science and computer programming, a data type (or simply type) is a collection or grouping of data values, usually specified by a set of possible

    Data type

    Data type

    Data_type

  • Modbus
  • Serial communications protocol

    of read or write of those items are designed to span multiple consecutive data items up to a data size limit which is dependent on the transaction function

    Modbus

    Modbus

    Modbus

  • Recursion (computer science)
  • Use of functions that call themselves

    finite recursive program, even if this program contains no explicit repetitions. — Niklaus Wirth, Algorithms + Data Structures = Programs, 1976 Most computer

    Recursion (computer science)

    Recursion (computer science)

    Recursion_(computer_science)

  • Single-precision floating-point format
  • 32-bit computer number format

    representations. One of the first programming languages to provide single- and double-precision floating-point data types was Fortran. Before the widespread

    Single-precision floating-point format

    Single-precision_floating-point_format

  • IPython
  • Advanced interactive shell for Python

    Single program, multiple data (SPMD) parallelism Multiple program, multiple data (MPMD) parallelism Message passing using MPI Task parallelism Data parallelism

    IPython

    IPython

    IPython

  • Shard (database architecture)
  • Horizontal partition of data in a database or search engine

    partition of data within a database or search engine. Each shard may be held on a separate database server instance in order to spread across multiple servers

    Shard (database architecture)

    Shard_(database_architecture)

  • Ruby (programming language)
  • General-purpose programming language

    programming language designed with an emphasis on programming productivity and simplicity. In Ruby, everything is an object, including primitive data

    Ruby (programming language)

    Ruby (programming language)

    Ruby_(programming_language)

  • Data mapping
  • Process of linking data objects in distinct models

    of a data masking or de-identification project Consolidation of multiple databases into a single database and identifying redundant columns of data for

    Data mapping

    Data_mapping

  • Space-based data center
  • Proposed orbital infrastructure

    Strategic Defense Initiative's Brilliant Pebbles program first envisioned autonomous on-orbit data processing for missile defense. In 2019, the Space

    Space-based data center

    Space-based data center

    Space-based_data_center

  • C (programming language)
  • General-purpose programming language

    to compare each field. Unions support overlapping members, allowing multiple data types to share the same memory location, and enumeration types support

    C (programming language)

    C (programming language)

    C_(programming_language)

  • Multiple Kill Vehicle
  • U.S. missile defense program

    The Multiple Kill Vehicle (MKV) was a planned U.S. missile defense program whose goal was to design, develop, and deploy multiple small kinetic energy-based

    Multiple Kill Vehicle

    Multiple Kill Vehicle

    Multiple_Kill_Vehicle

  • Utility software
  • Software that supports computer infrastructure

    distinct program, or multiple utilities are implemented in a single program. For example, BusyBox implements many utilities in a single program. Commonly

    Utility software

    Utility_software

  • Copy-on-write
  • Programming technique for efficiently duplicating data

    technique used in programming to manage shared data efficiently. Instead of copying data right away when multiple programs use it, the same data is shared between

    Copy-on-write

    Copy-on-write

  • Data exchange
  • Data management process

    peer-to-peer, data is sent to a single receiver, defined by a specific address. For example, a letter goes to just one mail box. In some domains, a multiple source

    Data exchange

    Data_exchange

  • Data-flow analysis
  • Method of analyzing variables in software

    Data-flow analysis is a technique for gathering information about the possible set of values calculated at various points in a computer program. It forms

    Data-flow analysis

    Data-flow_analysis

  • Gzip
  • File format and file compression program

    file format and a file compression program. The program uses the Deflate algorithm to compress and decompress a single file using the gzip file format.

    Gzip

    Gzip

    Gzip

  • Small multiple
  • Visualization technique for multivariate data

    heart of quantitative reasoning is a single question: Compared to what? Small multiple designs, multivariate and data bountiful, answer directly by visually

    Small multiple

    Small_multiple

  • Database
  • Organized collection of data in computing

    In computing, a database is an organized collection of data or a type of data store based on the use of a database management system (DBMS), the software

    Database

    Database

    Database

  • Parallel computing
  • Programming paradigm in which many processes are executed simultaneously

    using a single set or multiple sets of data. The single-instruction-single-data (SISD) classification is equivalent to an entirely sequential program. The

    Parallel computing

    Parallel computing

    Parallel_computing

  • MPEG transport stream
  • Digital video format used for storage network transmission

    for transmission and storage of audio, video, and Program and System Information Protocol (PSIP) data. It is used in broadcast systems such as DVB, ATSC

    MPEG transport stream

    MPEG_transport_stream

  • Multiplexer
  • Device that selects between several analog or digital input signals

    known as a data selector, is a device that selects between several analog or digital input signals and forwards the selected input to a single output line

    Multiplexer

    Multiplexer

    Multiplexer

  • Type system
  • Computer science concept

    system for a programming language is a set of rules that associates a data type (for example, integer, floating point, string) with each term (data-valued expression)

    Type system

    Type_system

  • SQL
  • Relational database programming language

    manage data, especially in a relational database management system (RDBMS). It is particularly useful in handling structured data, i.e., data incorporating

    SQL

    SQL

  • IEC 61131-3
  • Industrial standard for programmable logic controllers

    data type Enumerated data type with named value Subrange data type – puts limits on value i.e., INT(4 .. 20) for current Array data type – multiple values

    IEC 61131-3

    IEC_61131-3

  • Hello, world
  • Traditional first example of a computer programming language

    w'; c 'orld'; The program above prints hello, world! on the terminal, including a newline character. The phrase is divided into multiple variables because

    Hello, world

    Hello,_world

  • Polyglot persistence
  • System using multiple database types

    using multiple data storage technologies within a single system, in order to meet varying data storage needs. Such a system may consist of multiple applications

    Polyglot persistence

    Polyglot_persistence

  • Multiple inheritance
  • In software, to have several parent classes

    Multiple inheritance is a feature of some object-oriented computer programming languages in which an object or class can inherit features from more than

    Multiple inheritance

    Multiple_inheritance

  • Data I/O
  • American electronics products business

    Data I/O Corporation is a provider of manual and automated data programming and security provisioning systems for flash memory, microcontrollers, and

    Data I/O

    Data I/O

    Data_I/O

  • Vector processor
  • Computer processor which works on arrays of several numbers at once

    operate on single data items only, and in contrast to some of those same scalar processors having additional single instruction, multiple data (SIMD) or

    Vector processor

    Vector_processor

  • List of programming languages by type
  • List of programming languages types and the languages that meet its description

    The notable programming languages listed here are grouped by their notable language attribute. As a language can have multiple attributes, the same language

    List of programming languages by type

    List_of_programming_languages_by_type

  • Python (programming language)
  • General-purpose programming language

    garbage collection. Python supports multiple programming paradigms but with an emphasis on object-oriented programming and dynamic typing. Guido van Rossum

    Python (programming language)

    Python (programming language)

    Python_(programming_language)

  • Semiconductor memory
  • Data storage device

    milliseconds. For these reasons it is used for primary storage, to hold the program and data the computer is currently working on, among other uses. As of 2017[update]

    Semiconductor memory

    Semiconductor_memory

  • Program-specific information
  • Metadata about a program of MPEG transport stream

    Program-specific information (PSI) is metadata about a program (channel) and part of an MPEG transport stream. The PSI data as defined by ISO/IEC 13818-1

    Program-specific information

    Program-specific_information

  • Multiple myeloma
  • Cancer of plasma cells

    smoldering multiple myeloma: update on pathogenesis, natural history, and management". Hematology. American Society of Hematology. Education Program. 2005

    Multiple myeloma

    Multiple myeloma

    Multiple_myeloma

  • Master data management
  • Practice for controlling corporate data

    discrepancies and errors caused by multiple, siloed copies of the same data. Improved decision-making: By providing a single version of the truth (SVOT), MDM

    Master data management

    Master_data_management

  • CoreWeave
  • American technology company

    CoreWeave has its own data centers operating in the United States and Europe, with some dedicated to multiple companies and some to a single client. Its $1.6

    CoreWeave

    CoreWeave

  • Brainfuck
  • Esoteric, minimalist programming language

    commands, a data pointer, and an instruction pointer. Brainfuck is an example of a so-called Turing tarpit: it can be used to write any program, but it is

    Brainfuck

    Brainfuck

    Brainfuck

  • Pandas (software)
  • Python library for data analysis

    library written for the Python programming language for data manipulation and analysis. In particular, it offers data structures and operations for manipulating

    Pandas (software)

    Pandas (software)

    Pandas_(software)

  • Data center
  • Facility used to house computer servers

    structure and service model of the particular data center. Enterprise data centers are owned and managed by a single organization to meet its internal information

    Data center

    Data center

    Data_center

  • Orthogonal frequency-division multiplexing
  • Method of encoding digital data on multiple carrier frequencies

    transmission used in digital modulation for encoding digital (binary) data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband

    Orthogonal frequency-division multiplexing

    Orthogonal frequency-division multiplexing

    Orthogonal_frequency-division_multiplexing

  • Loyalty program
  • Marketing strategy designed to encourage customers to continue to shop at a business

    one or more businesses associated with the program. Loyalty programs may be either: Single-brand programs, which may be for all stores owned by a company

    Loyalty program

    Loyalty program

    Loyalty_program

  • Assignment (computer science)
  • Setting or re-setting the value associated with a variable name

    Functional programming languages that use single assignment include Clojure (for data structures, not vars), Erlang (it accepts multiple assignment if

    Assignment (computer science)

    Assignment_(computer_science)

  • Container format
  • File format to hold multiple data streams

    wrapper) or metafile is a file format that allows multiple data streams to be embedded into a single file, usually along with metadata for identifying

    Container format

    Container_format

  • Read-only memory
  • Form of non-volatile memory used in computers and other electronic devices

    every software program, even for revisions of the same program, the entire mask must be changed, which can be costly. In mask ROM, the data is physically

    Read-only memory

    Read-only memory

    Read-only_memory

  • Skeleton (computer programming)
  • Design pattern in software development

    Skeleton programming is a style of computer programming based on simple high-level program structures and so called dummy code. Program skeletons resemble

    Skeleton (computer programming)

    Skeleton_(computer_programming)

  • Data synchronization
  • Consistency among data between source and target data stores

    data or indexes in a coherent fashion across a whole computing cluster; Cache coherency, maintaining multiple copies of data in sync across multiple caches;

    Data synchronization

    Data synchronization

    Data_synchronization

  • Bzip2
  • File format and file compression program

    format and a file compression program. The program uses the Burrows–Wheeler algorithm to compress and decompress a single file using the bzip2 file format

    Bzip2

    Bzip2

    Bzip2

  • Multiple sclerosis
  • Autoimmune disease

    Neuroinflammatory Disorders Program. Archived from the original on 30 July 2024. Retrieved 30 July 2024. "Metformin". Multiple Sclerosis Society. Archived

    Multiple sclerosis

    Multiple sclerosis

    Multiple_sclerosis

  • Memory barrier
  • Computer synchronizing instruction

    optimizations for data that may be shared by multiple threads of execution. In C and C++, the volatile keyword was intended to allow C and C++ programs to directly

    Memory barrier

    Memory_barrier

  • Dynamic dispatch
  • Computer science process

    store a pointer to this table as part of their instance data, complicating scenarios when multiple inheritance is used. Since C++ does not support late binding

    Dynamic dispatch

    Dynamic_dispatch

  • Flowchart
  • Diagram that represents a workflow or process

    system Data flowcharts, showing controls over a data-flow in a system System flowcharts, showing controls at a physical or resource level Program flowchart

    Flowchart

    Flowchart

    Flowchart

  • Computer multitasking
  • Concurrent execution of multiple processes

    and a Program Distributor feeding up to twenty-five autonomous processing units with code and data, and allowing concurrent operation of multiple clusters

    Computer multitasking

    Computer multitasking

    Computer_multitasking

  • Thread safety
  • Concept in multi-threaded computer programming

    In multi-threaded computer programming, a function is thread-safe when it can be invoked or accessed concurrently by multiple threads without causing unexpected

    Thread safety

    Thread_safety

  • Data erasure
  • Method of overwriting data

    the risk of data breach, identity theft or failure to achieve regulatory compliance. Many data eradication programs also provide multiple overwrites so

    Data erasure

    Data_erasure

  • Multiplexing
  • Method of combining multiple signals into one signal over a shared medium

    principle. In computer programming, it may refer to using a single in-memory resource (such as a file handle) to handle multiple external resources (such

    Multiplexing

    Multiplexing

    Multiplexing

  • Digital data
  • Discrete, discontinuous representation of information

    are also data. At its most essential, a single datum is a value stored at a specific location. Therefore, it is possible for computer programs to operate

    Digital data

    Digital data

    Digital_data

  • Mojo (programming language)
  • Systems programming language

    effectively use certain types of CPU optimizations directly, like single instruction, multiple data (SIMD) with minor intervention by a developer, as occurs in

    Mojo (programming language)

    Mojo_(programming_language)

  • Multiple dispatch
  • Feature of some programming languages

    Multiple dispatch or multimethods is a feature of some programming languages in which a function or method can be dynamically dispatched based on the run-time

    Multiple dispatch

    Multiple_dispatch

  • Central processing unit
  • Central computer component that executes instructions

    dealing with data are generally referred to as single instruction stream, multiple data stream (SIMD) and single instruction stream, single data stream (SISD)

    Central processing unit

    Central processing unit

    Central_processing_unit

  • Multiple buffering
  • Use of more than one buffer to hold a block of data

    In computer science, multiple buffering is the use of more than one buffer to hold a block of data, so that a "reader" will see a complete (though perhaps

    Multiple buffering

    Multiple buffering

    Multiple_buffering

  • Tar (computing)
  • File format and file archiver program

    tar is a file format and a file archiver program. The program combines multiple files into a single archive file in the tar file format. It was originally

    Tar (computing)

    Tar_(computing)

  • Spreadsheet
  • Computer program for working with tabular data

    storage of data in tabular form. Spreadsheets were developed as computerized analogs of paper accounting worksheets. The program operates on data entered

    Spreadsheet

    Spreadsheet

    Spreadsheet

  • Esoteric programming language
  • Programming language for experimentation or art

    moving around in multiple possible directions through the program.[page needed] This differs from conventional languages in which a program is a set of instructions

    Esoteric programming language

    Esoteric_programming_language

  • Datapath
  • CPU's internal components except the control unit

    central processing unit (CPU). A larger data path can be made by joining multiple data paths using multiplexers. A data path is the ALU, the set of registers

    Datapath

    Datapath

    Datapath

  • Change data capture
  • Set of software design patterns in a database

    the data may require human validation). This approach combines the three previously discussed methods. As noted, it is not uncommon to see multiple CDC

    Change data capture

    Change_data_capture

  • SWAR
  • Parallel processing technique

    performing parallel operations on data contained in a processor register. SIMD stands for single instruction, multiple data. Many modern general-purpose computer

    SWAR

    SWAR

  • Data quality
  • State of qualitative or quantitative pieces of information

    taking the best components from multiple data sources and building a single super-record. Monitoring - keeping track of data quality over time and reporting

    Data quality

    Data_quality

  • Explicit data graph execution
  • Dataflow-based graph execution model.

    under DARPA's Polymorphous Computing Architectures program, with the stated goal of producing a single-chip CPU design with 1 TFLOPS performance by 2012

    Explicit data graph execution

    Explicit_data_graph_execution

  • Data Encryption Standard
  • Early unclassified symmetric-key block cipher

    dictate a single wire!" In contrast, a declassified NSA book on cryptologic history states: In 1973 NBS solicited private industry for a data encryption

    Data Encryption Standard

    Data Encryption Standard

    Data_Encryption_Standard

  • Julia (programming language)
  • Dynamic programming language

    a type system with parametric polymorphism, the use of multiple dispatch as a core programming paradigm, just-in-time compilation and a parallel garbage

    Julia (programming language)

    Julia (programming language)

    Julia_(programming_language)

  • Uniform memory access
  • Parallel computing memory architecture

    and time sharing applications by multiple users. It can be used to speed up the execution of a single large program in time-critical applications. There

    Uniform memory access

    Uniform_memory_access

  • MUMPS
  • Programming language

    ("Massachusetts General Hospital Utility Multi-Programming System"), or M, is an imperative, high-level programming language with an integrated transaction processing

    MUMPS

    MUMPS

  • Block (data storage)
  • Sequence of bits or bytes of a fixed size

    storing and retrieving specified blocks of data, though the block size in file systems may be a multiple of the physical block size. This leads to space

    Block (data storage)

    Block_(data_storage)

  • Lockstep (computing)
  • Fault-tolerant computer system

    within a warp. In the context of NVIDIA's CUDA programming model and SIMT (Single instruction, multiple threads) architecture, lockstep execution ensures

    Lockstep (computing)

    Lockstep_(computing)

  • Data loss
  • Error condition in information systems

    of programs and regeneration of data. Even with an effective backup strategy, restoring a system to the precise state it was in prior to the Data Loss

    Data loss

    Data_loss

  • Abstract data type
  • Mathematical model for data types

    used in formal semantics and program verification and, less strictly, in the design and analysis of algorithms, data structures, and software systems

    Abstract data type

    Abstract_data_type

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