GPU-based clustering data processing method, system and computing device

Abstract

The invention relates to the technical field of computer data processing, and discloses a GPU-based clustering data processing method, system and a computing device. The GPU-based clustering data processing method comprises steps: clustering data which request clustering processing are acquired; the resource requirements of the acquired clustering data and the remaining resources in a GPU pool areestimated to judge whether to call the GPU resources in the GPU pool; if calling of the GPU resources in the GPU pool is judged to be needed, the GPU resources in the GPU pool are distributed according to clustering parameters of the clustering data; and the distributed GPU resources in the GPU pool are called to carry out clustering computation on the clustering data. The technical scheme of theinvention comprehensively considers the available GPU resources, the clustering data amount and the clustering parameters to form the optimal GPU resource distribution scheme, the GPU resources in the GPU pool are called to replace the traditional CPU resources to process complex clustering data, and the system performance of the computing device, the working efficiency of clustering data processing and the user experience are enhanced.

Description

technical field [0001] The present invention relates to the technical field of computer data processing, in particular to a GPU-based clustering data processing method, system and computing equipment. Background technique [0002] Existing computing devices usually use the central processing unit CPU for data calculation and processing, but when the CPU processes complex clustering data such as massive facial feature data, it needs to perform multiple or even exponential clustering calculations, which will consume a lot of system resources. Moreover, the processing speed of clustering data is relatively slow and consumes a lot of processing time, resulting in poor system performance of computing devices, work efficiency of clustering data processing, and poor user experience. Contents of the invention [0003] In view of this, the present invention provides a GPU-based clustering data processing method, system, and computing device to solve the technical problems of poor s...

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Problems solved by technology

[0003] In view of this, the present invention provides a GPU-based clustering data processing method, system and computing device to solve the technical problems of poor system performance, work efficiency and user experience when processing clustering data in existing computing devices

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