Hyper-parameter determination method and device, computer equipment and storage medium

A technology for determining methods and hyperparameters, applied in the computer field, can solve problems such as wasting computer resources, and achieve the effect of saving computer resources and avoiding monitoring and debugging

Pending Publication Date: 2020-04-24
SHENZHEN ZHUIYI TECH CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0003] However, when training the text classification model, due to the parameter adjustment algorithm used, it is often necessary to install other software to support the training, which requires additional waste of computer resources

Method used

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  • Hyper-parameter determination method and device, computer equipment and storage medium
  • Hyper-parameter determination method and device, computer equipment and storage medium
  • Hyper-parameter determination method and device, computer equipment and storage medium

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Embodiment Construction

[0045] 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.

[0046] The hyperparameter determination method provided by this application can be applied to such as figure 1 shown in the application environment. The application environment may be a Python environment, and the Python environment may include an assistant component 102 , a process pool 104 and a communication manager 106 .

[0047] The parameter tuning component 102 includes components required by the parameter tuning algorithm. The parameter tuning algorithm can be grid search algorithm, random search algorithm, Bayesian search algorithm, RACOS algorithm and so on. T...

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Abstract

The invention relates to a hyper-parameter determination method and device, computer equipment and a storage medium. The method comprises the following steps: a communication manager acquires a parameter group from a parameter adjustment component, and inputs the parameter group and a parameter group identifier into a process of a process pool; the model is verified by the process of the process pool according to the parameter group to obtain a verification score; when a verification score output by the process pool is obtained, the parameter group identifier and the verification score are sent to a parameter adjustment component, wherein the parameter adjustment component obtains an updated parameter group according to the parameter group identifier and the verification score; the updatedparameter group is obtained from the parameter adjustment component, and the updated parameter group and the parameter group identifier are input into a newly added process of the process pool; andwhen it is detected that the task of the process pool is finished, a finally updated parameter group is obtained from the parameter adjustment assembly. By the adoption of the method, monitoring and debugging of redundant software in the Python environment can be avoided, and computer resources are saved.

Description

technical field [0001] The present application relates to the field of computer technology, in particular to a hyperparameter determination method, device, computer equipment and storage medium. Background technique [0002] In the Internet era, the Internet has become a carrier of massive information, and short texts created by users have also become an important source of Internet data, such as: user comments on news, microblogs published by users, etc. These short texts have become information exchanges and An important means of dissemination of public opinion. The base of short texts is very large and grows rapidly every day. The data contains users' views and opinions on various phenomena, and the topics involve various fields such as economy, entertainment, life, and sports. Classify short texts through the text classification model, which can track social hotspot information, predict public opinion trends, etc. [0003] However, when training the text classification...

Claims

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Application Information

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IPC IPC(8): G06F16/35
CPCG06F16/35Y02D10/00
Inventor 侯皓龄胡毅奇
Owner SHENZHEN ZHUIYI TECH CO LTD
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