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Method, device and equipment for realizing custom online of machine learning model

A machine learning model and a custom technology, applied in the field of artificial intelligence, can solve problems such as the failure of the model to go online

Pending Publication Date: 2022-05-24
THE FOURTH PARADIGM BEIJING TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, with the rapid development of machine learning technology, there is naturally a need for the machine learning platform to develop a custom operator output model and then apply the model online. However, the format of the model produced by the custom operator is not the above The open source model format introduced makes the model unable to go online

Method used

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  • Method, device and equipment for realizing custom online of machine learning model
  • Method, device and equipment for realizing custom online of machine learning model
  • Method, device and equipment for realizing custom online of machine learning model

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Embodiment Construction

[0087] Various exemplary embodiments of the present invention will now be described in detail with reference to the accompanying drawings. It should be noted that the relative arrangement of components and steps, the numerical expressions and numerical values ​​set forth in these embodiments do not limit the scope of the invention unless specifically stated otherwise.

[0088] The following description of at least one exemplary embodiment is merely illustrative in nature and is in no way intended to limit the invention, its application, or uses.

[0089] Techniques, methods, and devices known to those of ordinary skill in the relevant art may not be discussed in detail, but where appropriate, such techniques, methods, and devices should be considered part of the specification.

[0090] In all examples shown and discussed herein, any specific values ​​should be construed as illustrative only and not limiting. Accordingly, other instances of the exemplary embodiment may have di...

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Abstract

The invention provides a method, a device and equipment for realizing user-defined online of a machine learning model. The method comprises the following steps: acquiring a user-defined operator which is uploaded by a user and can generate a model; obtaining the content of a user-defined online mode of the user-defined operator output machine learning model uploaded by the user; running the user-defined operator to generate a machine learning model, and storing the generated machine learning model and the code content of the user-defined online mode into a model file; and based on the user-defined online mode in the model file, online the machine learning model.

Description

technical field [0001] The present disclosure relates to the field of artificial intelligence, and more particularly, to a method for realizing the customized online of a machine learning model, a device for realizing the customized online of a machine learning model, a device including at least one computing device and at least one storage device device, and a computer-readable storage medium. Background technique [0002] Existing machine learning frameworks have their own model formats. For example, Tensorflow corresponds to the SavedModel format, and Kera corresponds to the H5 format. These model formats are all open source model formats, so you can directly use the open source custom online method for modeling. on line. However, with the rapid development of machine learning technology, there is a natural need for the machine learning platform to develop custom operators to produce models, and then put the models online for application. However, the format of models pr...

Claims

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Application Information

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IPC IPC(8): G06N20/00G06F3/0484
CPCG06N20/00G06F3/0484
Inventor 张宇郭朕王勃赵庆王昱森罗伟锋
Owner THE FOURTH PARADIGM BEIJING TECH CO LTD
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