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Cross-platform data analysis method

A data analysis, cross-platform technology, applied in the field of image processing, can solve the problems of accelerated model deployment cost, many edge hardware architectures, etc., to improve development efficiency and reduce maintenance costs.

Pending Publication Date: 2022-03-01
中科计算技术西部研究院
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Problems solved by technology

[0003] The invention provides a cross-platform data analysis method, which solves the problems of multiple edge hardware architectures and high cost of model accelerated deployment

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Embodiment Construction

[0018] The present invention will be described in further detail below in conjunction with the accompanying drawings.

[0019] An embodiment of the present invention provides a cross-platform data analysis method, which is completed based on an AI image reasoning accelerator. Please refer to figure 1 , the AI ​​image reasoning accelerator includes an upper-level call layer, an accelerator structure layer, an acceleration library framework layer and a hardware acceleration structure layer. The present invention adds a layer of reasoning interface to the AI ​​image reasoning accelerator system. First, it provides communication mechanisms, image Abstract interfaces such as decoding, task disassembly, inference accuracy, and inference aggregation. Secondly, in the face of the acceleration framework of the underlying hardware platform, framework adaptation, resource scheduling, reasoning logs, data exchange, resource monitoring, etc. are managed. Finally, the hardware acceleration...

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Abstract

The invention relates to a cross-platform data analysis method, which solves the problems of many edge hardware architectures and high model acceleration deployment cost by additionally arranging a user reasoning interface on an accelerator structure layer. Compared with a format conversion process in a model edge deployment process of a traditional method, the development efficiency is obviously improved; and the later AI reasoning code maintenance cost of the edge equipment is effectively reduced.

Description

technical field [0001] The invention relates to the technical field of image processing, in particular to a cross-platform data analysis method. Background technique [0002] When different platforms perform image processing, they need to build different platform systems, which leads to the problems of multiple edge hardware architectures and high cost of accelerated model deployment. However, this application provides a cross-platform data analysis method, which significantly improves the development efficiency compared with the format conversion process in the traditional method model edge deployment process. Finally, it effectively reduces the post-AI reasoning code maintenance cost of edge devices. Contents of the invention [0003] The present invention provides a cross-platform data analysis method, which solves the problems of multiple edge hardware architectures and high cost of accelerated model deployment. [0004] In order to solve the problems of the technolo...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F8/76G06N5/04G06N3/08
CPCG06F8/76G06N5/04G06N3/08
Inventor 李浩澜陈首信段勃杨东鑫谭光明王佩
Owner 中科计算技术西部研究院
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