Machine learning-based page rendering method, device, storage medium and device

A machine learning and page technology, applied in the field of page rendering, to improve page rendering efficiency, taking into account page loading speed and user experience.

Active Publication Date: 2021-11-02
SOUTH CENTRAL UNIVERSITY FOR NATIONALITIES
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0007] The main purpose of the present invention is to provide a page rendering method, device, storage medium and device based on machine learning, aiming to solve the technical problem of how to balance image loading speed and user experience in the prior art

Method used

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  • Machine learning-based page rendering method, device, storage medium and device
  • Machine learning-based page rendering method, device, storage medium and device
  • Machine learning-based page rendering method, device, storage medium and device

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Embodiment Construction

[0051] It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0052] refer to figure 1 , figure 1 It is a schematic structural diagram of the page rendering device of the hardware operating environment involved in the solution of the embodiment of the present invention.

[0053] Such as figure 1As shown, the page rendering device may include: a processor 1001 , such as a central processing unit (Central Processing Unit, CPU), a communication bus 1002 , a user interface 1003 , a network interface 1004 , and a memory 1005 . Wherein, the communication bus 1002 is used to realize connection and communication between these components. The user interface 1003 may include a display screen (Display). The optional user interface 1003 may also include a standard wired interface and a wireless interface. The wired interface of the user interface 1003 may be a USB interface in the pre...

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Abstract

The invention discloses a machine learning-based page rendering method, device, storage medium and device. The method includes: when receiving a page loading request sent by a target user equipment, detecting the target device type corresponding to the target user equipment according to the page loading request; Input the target device type into the preset image ratio optimization model, so that the preset image ratio optimization model outputs the target optimal ratio corresponding to the target device type; obtain the page text information and page image information corresponding to the page loading request; The optimal ratio compresses the page image information to obtain optimized image information; renders the page text information and optimized image information to the current page. Because the target optimal ratio corresponding to the target device type is obtained, and the file size of the page image information is compressed according to the target optimal ratio, the page rendering efficiency is improved without reducing the image size, and the page loading speed is taken into account and user experience.

Description

technical field [0001] The present invention relates to the technical field of page rendering, in particular to a machine learning-based page rendering method, device, storage medium and device. Background technique [0002] With the continuous development of Internet technology, web page display content is becoming more and more abundant, and its processing process is becoming more and more complicated, which eventually leads to slower and slower page loading process. Users hope that the page content is rich and the interaction is smooth. The page rendering speed is a direct reflection of the page performance, affects the user usage of the website, and is a key factor affecting the user experience. [0003] There are many types of jobs that need to be loaded on the webpage, including JavaScript files, CSS files, documents, and pictures, and the loading speed of the page will directly affect the efficiency of the company. For example, every 100 milliseconds of load delay on ...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/957
CPCG06F16/9574G06F16/9577
Inventor 郑禄丁飞琼雷建云宋中山艾勇夏梦杨欣
Owner SOUTH CENTRAL UNIVERSITY FOR NATIONALITIES
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