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GeezerVison is showing en.wikipedia.org — Manycore processor - Wikipedia

Manycore processors are special kinds of multi-core processors designed for a high degree of parallel processing, containing numerous simpler, independent processor cores (from a few tens of cores to thousands or more). Manycore processors are used extensively in embedded computers and high-performance computing.

Contrast with multicore architecture

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Manycore processors are distinct from multi-core 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 of latency and lower single-thread performance.

The broader category of multi-core processors, by contrast, are usually designed to efficiently run both parallel and serial code, and therefore place more emphasis on high single-thread performance (e.g. devoting more silicon to out-of-order execution, deeper pipelines, more superscalar execution units, and larger, more general caches), and shared memory. These techniques devote runtime resources toward figuring out implicit parallelism in a single thread. They are used in systems where they have evolved continuously (with backward compatibility) from single core processors. They usually have a 'few' cores (e.g. 2, 4, 8) and may be complemented by a manycore accelerator (such as a GPU) in a heterogeneous system.

Motivation

Cache coherency is an issue limiting the scaling of multicore processors. Manycore processors may bypass this with methods such as message passing,[1] scratchpad memory, DMA,[2] partitioned global address space,[3] or read-only/non-coherent caches. A manycore processor using a network on a chip and local memories gives software the opportunity to explicitly optimise the spatial layout of tasks (e.g. as seen in tooling developed for TrueNorth).[4]

Manycore processors may have more in common (conceptually) with technologies originating in high-performance computing such as clusters and vector processors.[5]

GPUs may be considered a form of manycore processor having multiple shader processing units, and only being suitable for highly parallel code (high throughput, but extremely poor single thread performance).

Programming models

  • Message passing interface
  • OpenCL[6] or other APIs supporting compute kernels
  • Partitioned global address space
  • Actor model
  • OpenMP[7]
  • Dataflow

Classes of manycore systems

  • GPUs, which can be described as manycore vector processors
  • Massively parallel processor array
  • Asynchronous array of simple processors
  • Spatial architecture

Specific manycore architectures

  • ZettaScaler , Japanese PEZY Computing 2,048-core modules
  • Xeon Phi coprocessor, which has MIC (Many Integrated Cores) architecture
  • Tilera
  • Adapteva Epiphany Architecture, a manycore chip using PGAS scratchpad memory
  • Coherent Logix hx3100 Processor, a 100-core DSP/GPP processor based on HyperX Architecture
  • Movidius Myriad 2, a manycore vision processing unit (VPU)
  • Kalray, a manycore PCI-e accelerator for data-intensive tasks
  • Teraflops Research Chip, a manycore processor using message passing
  • TrueNorth, an AI accelerator with a manycore network on a chip architecture
  • Green arrays, a manycore processor using message passing aimed at low power applications
  • Sunway SW26010, a 260-core manycore processor used in the then top 1 supercomputer Sunway TaihuLight
    • SW52020, an improved 520-core[8][9] variant of SW26010, with 512-bit SIMD (also adding support for half-precision), used in a prototype, meant for an exascale system (and in the future 10 exascale system), and according to datacenterdynamics China is rumored to already have two separate exascale systems secretly
  • Eyeriss, a manycore processor designed for running convolutional neural nets for embedded vision applications[10]
  • Graphcore, a manycore AI accelerator

Specific manycore computers with 1M+ CPU cores

A number of computers built from multicore processors have one million or more individual CPU cores. Examples include:

  • Gyoukou (Japanese: 暁光 Hepburn: gyōkō, dawn light), a supercomputer developed by ExaScaler and PEZY Computing, with 20,480,000 processing elements total, in addition to 1,250 Intel Xeon D host processors.
  • SpiNNaker, a massively parallel (1 million CPU cores) manycore processor (ARM-based) built as part of the Human Brain Project.

Specific computers with 5 million or more CPU cores

Quite a few supercomputers have over 5 million CPU cores. When there are also coprocessors, e.g. GPUs used with, then those cores are not listed in the core-count, then quite a few more computers would hit those targets.

  • Frontier
  • Fugaku, a Japanese supercomputer using Fujitsu A64FX ARM-based cores, 7,630,848 in total.
  • Sunway TaihuLight, a Chinese supercomputer with 10,649,600 cores across 40,960 nodes. Each node contains an SW26010 processor with 256 computing cores and four management cores.[11] As of June 2026, Sunway TaihuLight ranked 27th on the TOP500 list.[12]

See also

  • Vector processor
  • SIMD
  • High-performance computing
  • Computer cluster
  • Multiprocessor system on a chip
  • Vision processing unit
  • Memory access pattern
  • Cache coherency
  • Embarrassingly parallel
  • Massively parallel
  • CUDA

References

  1. ↑ Mattson, Tim (January 2010). "The Future of Many Core Computing: A tale of two processors" (PDF).
  2. ↑ Hendry, Gilbert; Kretschmann, Mark. "IBM Cell Processor" (PDF). Archived from the original (PDF) on 2022-06-15. Retrieved 2016-06-13.
  3. ↑ Olofsson, Andreas; Nordström, Tomas; Ul-Abdin, Zain (2014). "Kickstarting High-performance Energy-efficient Manycore Architectures with Epiphany". arXiv:1412.5538 [cs.AR].
  4. ↑ Amir, Arnon (June 11, 2015). "IBM SyNAPSE Deep Dive Part 3". IBM Research. Archived from the original on 2021-12-21.
  5. ↑ "cell architecture"."The Cell architecture is like nothing we have ever seen in commodity microprocessors, it is closer in design to multiprocessor vector supercomputers"
  6. ↑ Rick Merritt (June 20, 2011), "OEMs show systems with Intel MIC chips", www.eetimes.com, EE Times
  7. ↑ Barker, J; Bowden, J (2013). "Manycore Parallelism through OpenMP". OpenMP in the Era of Low Power Devices and Accelerators. IWOMP. Lecture Notes in Computer Science, vol 8122. Springer. doi:10.1007/978-3-642-40698-0_4.
  8. ↑ Morgan, Timothy Prickett (2021-02-10). "A First Peek At China's Sunway Exascale Supercomputer". The Next Platform. Retrieved 2021-11-18.
  9. ↑ Hemsoth, Nicole (2021-04-19). "China's Exascale Prototype Supercomputer Tests AI Workloads". The Next Platform. Retrieved 2021-11-18.
  10. ↑ Chen, Yu-Hsin; Krishna, Tushar; Emer, Joel; Sze, Vivienne (2016). "Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks". IEEE International Solid-State Circuits Conference, ISSCC 2016, Digest of Technical Papers. pp. 262–263.
  11. ↑ Fu, Haohuan; Liao, Junfeng; Yang, Jinzhe; Wang, Lanning; Song, Zhenya; Huang, Xiaomeng; Yang, Chao; Xue, Wei; Liu, Fangfang; Qiao, Fangli; Zhao, Wei; Yin, Xunqiang; Hou, Chaofeng; Zhang, Chenglong; Ge, Wei (July 2016). "The Sunway TaihuLight supercomputer: system and applications". Science China Information Sciences. 59 (7). doi:10.1007/s11432-016-5588-7. ISSN 1674-733X.
  12. ↑ "TOP500 List - June 2026 | TOP500". top500.org. Retrieved 2026-10-26.

External links

  • Architecting solutions for the Manycore future, published on Feb 19, 2010 (more than one dead link in the slide)
  • Eyeriss architecture
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