Data parallelism

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  • Thumbnail for Data parallelism
    Data parallelism is parallelization across multiple processors in parallel computing environments. It focuses on distributing the data across different...
  • parallelism focuses on distributing tasks—concurrently performed by processes or threads—across different processors. In contrast to data parallelism...
  • Flynn's taxonomy, data parallelism is usually classified as MIMD/SPMD or SIMD. Stream parallelism, also known as pipeline parallelism, focuses on dividing...
  • Thumbnail for Central processing unit
    CPUs devote a lot of semiconductor area to caches and instruction-level parallelism to increase performance and to CPU modes to support operating systems...
  • Thumbnail for Parallel computing
    forms of parallel computing: bit-level, instruction-level, data, and task parallelism. Parallelism has long been employed in high-performance computing, but...
  • problem-to-problem. Instruction-level parallelism Data Parallelism Hwang, Kai (1992). Advanced Computer Architecture: Parallelism, Scalability, Programmability...
  • Data parallelism features can also be implemented by libraries using dedicated data structures, such as parallel arrays. The term task parallelism is...
  • with statically predictable access patterns are a major source of data parallelism. Dynamic arrays or growable arrays are similar to arrays but add the...
  • computing. Data-parallelism applied computation independently to each data item of a set of data, which allows the degree of parallelism to be scaled with...
  • important new ideas behind NESL are Nested data parallelism: this feature offers the benefits of data parallelism, concise code that is easy to understand...
  • The opportunity for loop-level parallelism often arises in computing programs where data is stored in random access data structures. Where a sequential...
  • Thumbnail for Apache Spark
    Apache Spark (category Big data products)
    analytics engine for large-scale data processing. Spark provides an interface for programming clusters with implicit data parallelism and fault tolerance. Originally...
  • Thumbnail for Instruction-level parallelism
    Instruction-level parallelism (ILP) is the parallel or simultaneous execution of a sequence of instructions in a computer program. More specifically ILP...
  • fashion can handle the building and running of big data pipelines. Dataflow Throughput Parallelism Instruction pipeline Classic RISC pipeline Graphics...
  • Thumbnail for Multiple instruction, multiple data
    In computing, multiple instruction, multiple data (MIMD) is a technique employed to achieve parallelism. Machines using MIMD have a number of processors...
  • size N. As in this example, scalable parallelism is typically a form of data parallelism. This form of parallelism is often the target of automatic parallelization...
  • Thumbnail for Single instruction, multiple data
    perform the same operation on multiple data points simultaneously. Such machines exploit data level parallelism, but not concurrency: there are simultaneous...
  • single program, multiple data (SPMD) is a term that has been used to refer to computational models for exploiting parallelism where-by multiple processors...
  • technique is used when a loop cannot be fully parallelized by DOALL parallelism due to data dependencies between loop iterations, typically loop-carried dependencies...
  • on how parallelism can be expressed in order to enable more aggressive compiler optimisations. In particular, irregular nested data parallelism is not...
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