Data processing and model running method and device and computer equipment

A data processing and model technology, applied in the computer field, can solve the problems of low model operation efficiency and achieve the effect of improving resource utilization and operation efficiency

Pending Publication Date: 2020-06-26
TENCENT TECH (SHENZHEN) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] Based on this, it is necessary to provide a data processing and model operation method, device, computer equipment and storage medium for the problem of low operating efficiency of the above model

Method used

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  • Data processing and model running method and device and computer equipment
  • Data processing and model running method and device and computer equipment
  • Data processing and model running method and device and computer equipment

Examples

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Embodiment Construction

[0024] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.

[0025] It can be understood that the terms "first", "second" and the like used in the present application may be used to describe various elements herein, but unless otherwise specified, these elements are not limited by these terms. These terms are only used to distinguish one element from another element. For example, without departing from the scope of the present application, a first association relationship can be called a second association relationship, and similarly, a second association relationship can be called a first association relationship.

[0026] Artific...

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Abstract

The invention relates to a data processing and model running method and device and computer equipment, and relates to a machine learning technology, and the method comprises the steps: obtaining a candidate calculation processing unit of a to-be-run model and equipment; dividing the to-be-operated model into different sub-model sets, enabling sub-models in each sub-model set to have binding calculation processing units determined from candidate calculation processing units, and supporting the operation of each operator in the corresponding sub-model; operating each sub-model through a bindingcalculation processing unit corresponding to the sub-model, and determining operation efficiency information of each sub-model set; determining a target sub-model set from the sub-model set, and establishing a first association relationship between the to-be-operated model and the target sub-model set, the first association relationship being used for dividing the to-be-operated model into targetsub-models for operation when the to-be-operated model is operated in the device, and operating the corresponding target sub-models through the target binding calculation processing unit, thereby improving the model operation efficiency.

Description

technical field [0001] The present application relates to the field of computer technology, in particular to data processing and model running methods, devices, computer equipment and storage media. Background technique [0002] With the development of science and technology, machine learning is used more and more widely. The application scenarios of models trained by machine learning are very wide, including video, article, advertisement recommendation service, image recognition, similar image search, object detection, semantic analysis, translation, etc. [0003] When the model is running, the entire model is often configured to run on a suitable computing processing unit, such as running on a hardware, the resource utilization rate of the computing processing unit is low, and the model running efficiency is not high. Contents of the invention [0004] Based on this, it is necessary to provide a data processing and model running method, device, computer equipment and st...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N20/00
CPCG06N20/00
Inventor 卓达城
Owner TENCENT TECH (SHENZHEN) CO LTD
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