Streaming data-oriented cooperative computing method

A technology of streaming data and calculation methods, applied in electrical components, transmission systems, etc., can solve problems such as high load, equipment stuck, affecting the normal use of equipment, etc.

Active Publication Date: 2021-12-31
JIANGSU ELECTRIC POWER INFORMATION TECH
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0004] However, existing collaborative computing frameworks require that all user data be ready before computing can begin
The result of this is that if the user generates a lot of data, the calculation on the user devic

Method used

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  • Streaming data-oriented cooperative computing method
  • Streaming data-oriented cooperative computing method
  • Streaming data-oriented cooperative computing method

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Embodiment Construction

[0059] The present invention will be described in further detail below in conjunction with the accompanying drawings and embodiments, but it should be understood that the description of the following specific embodiments is only to enable those skilled in the art to understand the technical solutions more clearly, rather than to limit the present invention.

[0060] figure 1 The schematic diagram of collaborative computing for streaming data provided by the embodiment is given, which is aimed at the scenario that each device uses the continuously arriving streaming data to perform appropriate local calculations, and then iteratively performs global calculations on the intermediate results obtained from the local calculations. Compute aggregates to get the final result. In this process, such as figure 1 As shown, the present invention needs edge server selection for local computing regulation and global computing aggregation.

[0061] In the modeling of the present invention,...

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Abstract

The invention discloses a streaming data-oriented cooperative computing method, which comprises the following steps: after local computing of each device is completed, in order to reduce the transmission delay of an intermediate result of each round of iterative transmission and consider that the transmission has random fluctuation, selecting a most suitable edge server; and, in the continuous arrival process of streaming data, carrying out certain local calculation on the equipment, reducing the instantaneous calculation load of the equipment through a local calculation regulation and control mode, and meanwhile, carrying out proper edge server selection during global calculation aggregation, so that the overall cooperative computing overhead is saved under the conditions that the peak load of the equipment is not exceeded and the global computing effect is met.

Description

technical field [0001] The invention relates to the field of edge computing, in particular to a streaming data-oriented collaborative computing method. Background technique [0002] With the popularization of mobile devices and various smart devices, users will generate a large amount of data during the daily use of these devices, and the data, including data content, data tags, etc., is a continuous and continuous process of generation. For example, the user continuously uses the input method to type in the process of using the chat software; the English symbols entered by the user in the input method, such as pinyin, are used as data content, and the corresponding Chinese phrase is selected in the input method as a data label. [0003] These data are often used by various service providers and software developers. For example, input method companies will use the data generated by these users to perform various analysis and calculations, such as model training, for future ...

Claims

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Application Information

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IPC IPC(8): H04L29/08
CPCH04L67/1004H04L67/101
Inventor 吴鹏李辉杨定坤仇红剑
Owner JIANGSU ELECTRIC POWER INFORMATION TECH
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