MapReduce alternatives

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生来不讨喜
生来不讨喜 2021-01-31 04:50

Are there any alternative paradigms to MapReduce (Google, Hadoop)? Is there any other reasonable way how to split & merge big problems?

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  •  误落风尘
    2021-01-31 05:11

    Phil Colella identified seven numerical methods for scientific computation based on the patterns of scattering and gathering of data between processing nodes, and called them 'dwarfs'. These have been added to by others, a list is available at the Dwarf Mine:

    1. Dense Linear Algebra
    2. Sparse Linear Algebra
    3. Spectral Methods
    4. N-Body Methods
    5. Structured Grids
    6. Unstructured Grids
    7. MapReduce
    8. Combinational Logic
    9. Graph Traversal
    10. Dynamic Programming
    11. Backtrack and Branch-and-Bound
    12. Graphical Models
    13. Finite State Machines

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