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Data processing method and device, computing equipment and test simplification equipment

A data processing and test type technology, applied in the computer field, can solve the problems of low parameter optimization efficiency and complicated parameter test process, and achieve the effect of reducing candidate parameter test process, improving parameter optimization efficiency, and improving test efficiency

Pending Publication Date: 2022-07-01
ALIBABA GRP HLDG LTD
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  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] In view of this, the embodiment of the present application provides a data processing method and device, computing equipment and test streamlining equipment to solve the technical problem in the prior art that the parameter test process is relatively complicated, resulting in low parameter optimization efficiency

Method used

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  • Data processing method and device, computing equipment and test simplification equipment
  • Data processing method and device, computing equipment and test simplification equipment

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Embodiment Construction

[0057] In order to make the purposes, technical solutions and advantages of the embodiments of the present application clearer, the technical solutions in the embodiments of the present application will be described clearly and completely below with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments It is a part of the embodiments of the present application, but not all of the embodiments. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art without creative work fall within the protection scope of this application.

[0058] The terms used in the embodiments of the present application are only for the purpose of describing specific embodiments, and are not intended to limit the present application. As used in the examples of this application and the appended claims, the singular forms "a," "the," and "the" are intended to include the plural forms as well, un...

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Abstract

The embodiment of the invention provides a data processing method and device, computing equipment and test simplification equipment, and the data processing method comprises the steps: responding to a parameter optimization request, and determining a target function corresponding to the parameter optimization request; calling a test simplification module to judge whether the parameter test meets simplification conditions or not in the process of performing the parameter test on any candidate parameter by the target function, and obtaining a judgment result; if the judgment result is that the parameter test meets the simplification condition, stopping the parameter test of the candidate parameters; and if the judgment result is that the parameter test does not meet the simplification condition, continuing to execute the parameter test of the candidate parameters to obtain a test result of the candidate parameters. According to the embodiment of the invention, the parameter test efficiency is improved.

Description

technical field [0001] The present application relates to the field of computer technology, and in particular, to a data processing method and device, a computing device, and a test simplification device. Background technique [0002] Many parameters need to be involved in the calculation process of machine learning models, neural network models and other models, such as hyperparameters composed of parameters such as the number of iterations and network depth, and node parameters set for each computing node during the training process of the neural network model. In order to obtain a more accurate calculation effect, it is usually necessary to set the parameters of the model to an optimal set of parameters. The more common parameter optimization methods can mainly include black box optimization algorithm and white box optimization algorithm. [0003] In the prior art, the objective function in the black box optimization algorithm has the characteristics of "black box", and ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N3/08G06N20/00
CPCG06N3/08G06N20/00G06F9/44505G06N3/0985G06N3/09G06N3/0442G06N20/10G06N3/0455G06F11/3688G06F11/3692
Inventor 张梦源
Owner ALIBABA GRP HLDG LTD
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