CN112817669B

CN112817669B - Page selection method, device and readable storage medium

Info

Publication number: CN112817669B
Application number: CN202010158300.8A
Authority: CN
Inventors: 汤芬
Original assignee: Tencent Technology Shenzhen Co Ltd
Current assignee: Tencent Technology Shenzhen Co Ltd
Priority date: 2020-03-09
Filing date: 2020-03-09
Publication date: 2023-09-19
Anticipated expiration: 2040-03-09
Also published as: CN112817669A

Abstract

The embodiment of the invention discloses a page selection method, a page selection device and a readable storage medium, wherein the method comprises the following steps: the server sends the multiple preset page display schemes to multiple terminal devices corresponding to multiple user groups, the multiple terminal devices can conduct page rendering on preset pages based on the multiple preset page display schemes, multiple page recovery data sets are obtained, and then the multiple page recovery data sets can be input into a preset model by the server to obtain an optimal page display scheme. Therefore, after the page recovery data set is obtained, the server can judge the user trends of a plurality of user groups based on the data set and screen the user trends through a preset model.

Description

Page selection method, device and readable storage medium

Technical Field

The present invention relates to the field of data processing technologies, and in particular, to a page selection method, a page selection device, and a readable storage medium.

Background

The A/B data test refers to testing the effect influence of different expression forms on activities through different expression forms, obtaining the expression form most suitable for activities, and most of the expression forms are to collect page recovery data aiming at different activities by putting different links, different UI, or burying points on the page, and the like, so that related products or operators compare the data aiming at the recovery data, and the most effective combination scheme is analyzed.

Disclosure of Invention

The embodiment of the invention provides a page selection method, a page selection device and a readable storage medium, which are beneficial to improving page selection efficiency while saving labor cost.

In one aspect, an embodiment of the present invention provides a page selection method, where the method is applied to a server, and includes:

distributing a plurality of preset page display schemes to a plurality of user groups, wherein each user group corresponds to a plurality of terminal devices, and each user group corresponds to a preset page display scheme;

receiving a plurality of page recovery data sets sent by a plurality of terminal devices corresponding to a plurality of user groups, wherein each page recovery data set corresponds to one user group, and each page recovery data set corresponds to page recovery data obtained by the plurality of terminal devices performing page rendering based on a preset page;

inputting the multiple page recovery data sets into a preset model to obtain an optimal page display scheme, wherein the optimal page display scheme is any one of the multiple preset page display schemes.

Before the distributing the preset page display schemes to the user groups, the method further comprises the following steps:

acquiring a plurality of preset test cases;

performing feature analysis on the preset test cases to obtain a plurality of groups of first page display parameters corresponding to the dimensions, wherein each preset test case corresponds to a group of first page display parameters;

Dividing the first page display parameters with the same dimension into a preset page display scheme, wherein the preset page display scheme comprises at least one first page display parameter with one dimension.

The step of inputting the plurality of page recovery data sets into a preset model to obtain an optimal page display scheme comprises the following steps:

inputting the multiple page recovery data sets into the preset model to obtain evaluation values corresponding to each page recovery data set, and obtaining multiple first evaluation values;

and selecting a preset page display scheme corresponding to the maximum value in the plurality of first evaluation values as the optimal page display scheme.

The method further includes, after the inputting the plurality of page recovery data sets into the preset model to obtain evaluation values corresponding to each page recovery data set and obtain a plurality of first evaluation values,:

based on the first evaluation values, adjusting a plurality of first page display parameter sets corresponding to the preset page display schemes to obtain a plurality of second page display parameter sets, wherein each second page display parameter set corresponds to one second page display scheme;

randomly assigning the plurality of second page presentation parameter sets to the plurality of user groups;

Receiving a plurality of second page recovery data sets returned by a plurality of terminal devices corresponding to the plurality of user groups, wherein each second page recovery data set corresponds to one second page display parameter set;

inputting the second page recovery data sets into the preset model to obtain evaluation values corresponding to each second page recovery data set, and obtaining a plurality of second evaluation values, wherein each second evaluation value corresponds to one second page recovery data set;

and selecting a second page display scheme corresponding to a second page recovery data set corresponding to the maximum value in the plurality of second evaluation values as the optimal page display scheme.

In one aspect, an embodiment of the present invention provides a page selection method, where the method is applied to a terminal device, and includes:

receiving a preset page display scheme sent by a server;

performing page rendering in a preset page based on the preset page display scheme to obtain page recovery data;

and sending the page recycling data to the server, wherein the page recycling data is used for the server to input the page recycling data as a preset model, so that an optimal page display scheme is obtained.

The page rendering is performed in a preset page based on the preset page display scheme to obtain page recovery data, including:

Extracting the page display parameter set corresponding to the preset page display scheme based on the preset page display scheme;

if the page display parameter set comprises an A/B type parameter, determining a target page display type corresponding to the page display parameter set;

and performing page rendering in the preset page according to the target page display type and the page display parameter set to obtain the page recovery data.

After the extracting the page display parameter set corresponding to the preset page display scheme, the method further includes:

if the page display parameter set does not comprise the A/B type parameter, judging whether a pre-stored local page display parameter set exists in a local memory or not;

if the local page display parameter set exists, determining UI parameters corresponding to the local page display parameter set;

and performing page rendering in the preset page based on the UI parameters to obtain the page recovery data.

Wherein after judging whether the pre-stored local page presentation parameter set exists in the local memory, the method further comprises the steps of:

if the local page display parameter set does not exist, judging whether a preset zone bit exists in the page display parameter set or not;

If the preset flag bit does not exist, acquiring a preset basic page display parameter set, and performing page rendering in the preset page based on the preset basic page display parameter set to obtain the page recovery data;

if the preset flag bit exists, randomly combining the page display parameters of the multiple dimensions to obtain a target page display parameter set, and performing page rendering in the preset page according to the target page display parameter set to obtain the page recovery data.

An aspect of an embodiment of the present invention provides a page selection device, where the device is applied to a server, and includes:

the distribution module is used for distributing a plurality of preset page display schemes to a plurality of user groups, each user group corresponds to a plurality of terminal devices, and each user group corresponds to a preset page display scheme;

the receiving module is used for receiving a plurality of page recovery data sets sent by a plurality of terminal devices corresponding to the plurality of user groups, each page recovery data set corresponds to one user group, and each page recovery data set corresponds to page recovery data obtained by page rendering of the plurality of terminal devices based on a preset page;

The input module is used for inputting the plurality of page recovery data sets into a preset model to obtain an optimal page display scheme, wherein the optimal page display scheme is any one of the plurality of preset page display schemes.

Wherein the apparatus further comprises:

the acquisition module is used for acquiring a plurality of preset test cases;

the analysis module is used for carrying out feature analysis on the plurality of preset test cases to obtain a plurality of groups of first page display parameters corresponding to a plurality of dimensions, and each preset test case corresponds to one group of first page display parameters;

the division module is used for dividing the first page display parameters with the same dimension into a preset page display scheme, wherein the preset page display scheme comprises at least one first page display parameter with one dimension.

Wherein, input module includes:

the first input unit is used for inputting the plurality of page recovery data sets into the preset model to obtain evaluation values corresponding to each page recovery data set, and obtaining a plurality of first evaluation values;

the first selecting unit is used for selecting a preset page display scheme corresponding to the maximum value in the plurality of first evaluation values as the optimal page display scheme.

Wherein, input module still includes:

the adjusting unit is used for adjusting a plurality of first page display parameter sets corresponding to the preset page display schemes based on the first evaluation values to obtain a plurality of second page display parameter sets, and each second page display parameter set corresponds to one second page display scheme;

an allocation unit for randomly allocating the plurality of second page presentation data sets to the plurality of user groups;

the receiving unit is used for receiving a plurality of second page recovery data sets returned by a plurality of terminal devices corresponding to the plurality of user groups, and each second page recovery data set corresponds to one second page display parameter set;

the second input unit is used for inputting the second page display parameter set into the preset model to obtain an evaluation value corresponding to each second page recovery data set, so as to obtain a plurality of second evaluation values, wherein each second evaluation value corresponds to one second page display parameter set;

and the second selecting unit is used for selecting a second page display scheme corresponding to a second page display parameter set corresponding to the maximum value in the plurality of second evaluation values as the optimal page display scheme.

An aspect of an embodiment of the present invention provides a page selection device, where the device is applied to a terminal device, and the device includes:

the receiving module is used for receiving a preset page display scheme sent by the server;

the rendering module is used for rendering the page in the preset page based on the preset page display scheme to obtain page recovery data;

the sending module is used for sending the page recovery data to the server, wherein the page recovery data is used for the server to input the page recovery data as a preset model, and an optimal page display scheme is obtained.

Wherein, the rendering module includes:

the extraction unit is used for extracting the page display parameter set corresponding to the preset page display scheme based on the preset page display scheme, wherein the page display parameter set comprises page display parameters with multiple dimensions;

the first determining unit is used for determining a target page display type corresponding to the page display parameter set if the page display parameter set comprises an A/B type parameter;

the first rendering unit is used for performing page rendering in the preset page according to the target page display type and the page display parameter set to obtain the page recovery data.

After the page display parameter set corresponding to the preset page display scheme is extracted, the rendering module further includes:

the first judging unit is used for judging whether a pre-stored local page display parameter set exists in the local memory or not if the page display parameter set does not comprise the A/B type parameter;

the second determining unit is used for determining UI parameters corresponding to the local page display parameter set if the local page display parameter set exists;

and the second rendering unit is used for performing page rendering in the preset page based on the UI parameters to obtain the page recovery data.

Wherein, after judging whether there is a pre-stored local page presentation parameter set in the local memory, the rendering module further includes:

the second judging unit is used for judging whether a preset zone bit exists in the page display parameter set or not if the local page display parameter set does not exist;

the acquisition unit is used for acquiring a preset basic page display parameter set if the preset flag bit does not exist, and performing page rendering in the preset page based on the preset basic page display parameter set to acquire the page recovery data;

And the combination unit is used for randomly combining the page display parameters of the multiple dimensions if the preset flag bit exists to obtain a target page display parameter set, and performing page rendering in the preset page according to the target page display parameter set to obtain the page recovery data.

An aspect of an embodiment of the present invention provides a page selection device, including: a processor and a memory;

the processor is connected to a memory, wherein the memory is configured to store a computer program, and the processor is configured to invoke the computer program to perform a method as in one aspect of an embodiment of the present invention.

An aspect of an embodiment of the present invention provides a computer-readable storage medium storing a computer program comprising program instructions which, when executed by a processor, perform a method as in an aspect of an embodiment of the present invention.

According to the embodiment of the invention, the server sends the preset page display schemes to the terminal devices corresponding to the user groups, the terminal devices can conduct page rendering on the preset pages based on the preset page display schemes, the obtained page recovery data sets can be input into the preset model, and the optimal page display scheme can be obtained. Therefore, after the page recovery data set is obtained, the server can judge the user trends of a plurality of user groups based on the data set and screen the user trends through a preset model.

Drawings

In order to more clearly illustrate the embodiments of the invention or the technical solutions in the prior art, the drawings that are required in the embodiments or the description of the prior art will be briefly described, it being obvious that the drawings in the following description are only some embodiments of the invention, and that other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.

FIG. 1 is a schematic diagram of a network architecture for page selection according to an embodiment of the present invention;

FIG. 2 is a schematic view of a page selection scenario provided by an embodiment of the present invention;

FIG. 3 is a timing diagram of a page selection method according to an embodiment of the present invention;

FIG. 4 is a schematic flow chart of a page selection method according to an embodiment of the present invention;

FIG. 4a is a schematic diagram of page rendering of a page selection method according to an embodiment of the present invention;

FIG. 5 is a flowchart illustrating another page selection method according to an embodiment of the present invention;

fig. 6 is a schematic structural diagram of a page selection device according to an embodiment of the present invention;

FIG. 7 is a schematic diagram of another page selection device according to an embodiment of the present invention;

FIG. 8 is a schematic diagram of a page selection device according to another embodiment of the present invention;

fig. 9 is a schematic structural diagram of another page selection device according to an embodiment of the present invention.

Detailed Description

The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.

Fig. 1 is a schematic diagram of a network architecture for page selection according to an embodiment of the present invention. The network architecture includes a plurality of servers and a plurality of terminal devices (as shown in fig. 1, specifically includes a terminal device 100a, a terminal device 100b, a terminal device 100c, a server 200a, and a server 200 b), where the server 200a may perform data transmission with each terminal device through a network, each terminal device may install front-end application software, the server 200a may be a background server corresponding to the front-end application software, so each terminal device may perform data transmission with the server 200a through a client corresponding to the front-end application software, for example, the server 200a may send a preset presentation scheme to each terminal device, where the preset presentation scheme may correspond to one page presentation parameter set, and the preset presentation scheme may be used to perform page rendering corresponding to the front-end application software corresponding to each terminal device, to obtain a plurality of page recovery data sets, each terminal device may correspond to one page recovery data set, the server 200b may be a data processing server, and may perform data transmission with the plurality of terminal devices, and perform data recovery on the plurality of page recovery data sets, and perform optimal data processing on the page recovery scheme to obtain the page recovery data sets. The terminal device may include a mobile phone, tablet computer, notebook computer, palm top computer, mobile internet device (mobile internet device, MID), wearable device (e.g., smart watch, smart bracelet, etc.).

The method comprises the steps of receiving a page display program, wherein the page display program comprises a plurality of front-end application software, and the front-end application software comprises a plurality of front-end application software, wherein the front-end application software comprises a plurality of front-end application software, and the front-end application software comprises a plurality of front-end application software.

Fig. 2 is a schematic view of a scenario of a page selection method according to an embodiment of the present invention. As shown in fig. 2, taking the terminal device 100a and the terminal device 100b in the embodiment corresponding to fig. 1 as an example, the server 200 may include the server 200a and the server 200b in the embodiment corresponding to fig. 1, the server 200 may send a preset display scheme a to the terminal device 100a, where the terminal device 100a may be any one of a plurality of terminal devices corresponding to a plurality of user groups, the preset display scheme a includes a page display parameter set a formed by a plurality of page display parameters, when the terminal device 100a opens a preset page (the preset page may be any interface), the terminal device 100a may implement page rendering in the preset page according to the page display parameter set a, and a style after rendering is completed is shown in the terminal device 100a in fig. 2; similarly, at the same time, the server 200 may send a preset display scheme B to the terminal device 100B, where the preset display scheme B includes a page display parameter set B composed of a plurality of page display parameters, and when the terminal device 100B opens a preset page (the preset page may be any interface), the terminal device 100B may implement page rendering in the preset page according to the page display parameter set B, and a style after rendering is completed is shown in the terminal device 100B in fig. 2; the preset page may be an information introduction interface, a user may fill in a business card through the preset page, the business card may be a friend or a work partner of the user, etc., after the terminal device opens the preset page, a plurality of modules may be displayed on the terminal display interface, which are respectively indicated as "name and contact manner 601", "user tag 602", "detailed introduction 603" and "photo 604", dimensions of the modules corresponding to the preset page display scheme a and the preset page display scheme B are the same, but page patterns rendered by the terminal device 100a and the terminal device 100B are different, the difference of page patterns is determined by a page display parameter set corresponding to the different page patterns, and may be specifically reflected in terms of a position of the module in the page, a relationship between the modules, or a color, a size, whether a picture is included or not, etc., for example, the name and contact manner 601a "and" contact manner 601B "respectively displayed by two terminals in the figure are respectively displayed in an upper left corner of the terminal device 100a and a lower right corner of the terminal device 100B, for example, the user tag 602" is also included in the user tag 602 "and the user tag 602" are also included in the detailed introduction 602 "are also included in the user tag 602" and the user introduction "are further rendered by the user tag 602" and the user introduction "are different; for another example, different colors may be set for the "user tab 602" and different preset page display schemes may correspond to different colors.

In addition, the preset display scheme a and the preset display scheme B may form a group of a/B test schemes, the a/B test may refer to testing the effect influence of different manifestations on activities through different manifestations to obtain the manifestation most suitable for activities, the terminal device 100 may recycle page recycle data reported by preset pages and send the page recycle data to the server 200, the server 200 may screen out the best preset display scheme from the two schemes based on the page recycle data, the page selection method provided in the embodiment of the present application relates to techniques such as machine learning of artificial intelligence, may generate the best page display scheme based on techniques such as machine learning according to the desire to be achieved in the terminal device corresponding to the user, specifically, may input the page recycle data set corresponding to each preset display scheme into the preset model, in the embodiment of the present application, if the preset model is a TensorFlow model, the method may include a multi-layer network structure, and each layer of network structure corresponds to a function or parameter that is different, the method may be based on a TensorFlow platform, and based on a page recovery data set obtained by circularly recovering and sending the data to the server 200 by the terminal device 100, training the preset model, reorganizing an existing knowledge structure of the preset model to continuously improve a target parameter corresponding to its performance, finally, the evaluation value corresponding to each page recovery data set can be output based on the target parameter and the preset model, and the two schemes are evaluated based on the evaluation value, so that the optimal page display scheme can be screened out from the preset page display schemes, therefore, the server 200 can send the preset page display scheme to the terminal equipment 100, receive the page recovery data set recovered by the terminal equipment 100, train the preset model based on the machine learning technology, and enable the preset model to have the functions of sensing, reasoning and deciding, that is, the page recovery data set can be input into the preset model, and the best data set, that is, the optimal page display scheme can be obtained through analysis in a machine learning mode.

Fig. 3 is a timing diagram of a page selection method according to an embodiment of the application. As shown in fig. 3, the page selection method may include:

step S101, distributing a plurality of preset page display schemes to a plurality of user groups, wherein each user group corresponds to a plurality of terminal devices, and each user group corresponds to a preset page display scheme;

specifically, the server (the server corresponds to the server 200 in the embodiment corresponding to fig. 1) may preset a plurality of preset page display schemes, where the preset page display schemes are used to test the effect influence of different manifestations on an activity through different manifestations, so as to obtain the manifestation of the most suitable activity, where the manifestation of the preset page display schemes may be the manifestation of the most preferred or most suitable page style of the user, and each preset page display scheme may correspond to a rendering form of page display, and a plurality of preset page display schemes may be preset to represent the page styles corresponding to different activities.

For example, when a page is published, it is often possible to set a page as different modules, and the function of each module may be different, for example, may be set as a reservation module, a comment module, a sharing module, etc., which is not limited herein, so that the page content may be put according to the function of each module, and the page content may be used for promotion of some activities, such as promotion of some games, or may also be used for lottery drawing of activities, etc.

Further, if the test is the first test, a plurality of users can be grouped in advance, a plurality of user groups can be obtained, each user can correspond to one terminal device, a preset page display scheme can be allocated for each user group, in addition, any two preset display schemes corresponding to page display parameters with the same dimension can form a group of a/B test scheme, the preset page display scheme can be used for page rendering of the user in a page corresponding to front-end application software, and since the plurality of preset page display schemes are sent to a plurality of user groups, each user group corresponds to a plurality of terminal devices, each user group can correspond to a page recovery data set corresponding to one preset page display scheme, in principle, the page recovery data set corresponding to the same user group comprises page recovery data corresponding to the same kind of page style, the server can determine user conversion rate and the like corresponding to the preset page display scheme based on the page recovery data, and the user conversion rate shows the display effect of the preset display scheme, and the higher the effect is better.

Step S102, receiving a preset page display scheme sent by a server;

specifically, the terminal device (the terminal device corresponds to the terminal device 100a, the terminal device 100b, or the terminal device 100c in the embodiment corresponding to fig. 1) may receive a preset page display scheme sent by the server, where the preset page display scheme may include a set of page parameters, and may perform page rendering in a page corresponding to the front-end application software according to the page parameters corresponding to the preset page display scheme, so as to display the page content corresponding to the preset page display scheme.

Step S103, performing page rendering in a preset page based on the preset page display scheme to obtain page recovery data;

specifically, the terminal device may perform page rendering in a preset page corresponding to the front-end application software based on the preset page display scheme, after rendering is completed, may collect or recover page recovery data in a certain preset period or in real time, where the page recovery data may include log files, user behavior data, page access times, page browsing amounts, user information, and the like, and the user behavior data may include button click times, touch rate of each screen, turn-back rate of each screen, stay time of each screen, number of times of clicking pictures, and behavior of shaking a mobile phone, and the user information may include user attribution, user IP address, and the like.

Step S104, the page recycling data are sent to the server, and the page recycling data are used for the server to input the page recycling data as a preset model, so that an optimal page display scheme is obtained;

specifically, the terminal device may return the collected or recovered page recovery data to the server, where the page recovery data may be used by the server to input a preset model, where the preset model may be used to obtain an optimal page display scheme corresponding to the multiple preset page display schemes, where the preset model may be set by a user or default by a system, and the preset model is not limited herein, for example, the preset model may be a convolutional neural network model, a TensorFlow model, and the format of the preset model may be set by the user, and the format of the preset model may be, for example, a TensorFlow model may be applied to a TensorFlow platform, where the TensorFlow is a symbolic mathematical system based on data flow programming (dataflow programming), and may be applied to applications such as face recognition, machine learning application development at a web page end, or model training.

Step S105, receiving a plurality of page recovery data sets sent by a plurality of terminal devices corresponding to the plurality of user groups, where each page recovery data set corresponds to one user group, and each page parameter rendering data set corresponds to page recovery data obtained by performing page rendering on a plurality of terminal devices based on a preset page;

Specifically, the server may receive multiple page recovery data sets sent by multiple terminal devices corresponding to multiple user groups, where each user group may correspond to a group of page recovery data sets, each page recovery data set may correspond to one terminal device, where the page recovery data set is acquired by the terminal device after page rendering is performed by the terminal device based on the preset page display scheme, the page recovery data may include user behavior data, page access times, page browsing amount, or user information, and the like, where the page recovery data may not be limited, and in addition, the number of users corresponding to each user group, that is, the number of terminal devices may be the same, so that balance of subsequently obtained page recovery data sets may be ensured, which is helpful for better obtaining an optimal page display scheme.

Step S106, inputting the multiple page recovery data sets into a preset model to obtain an optimal page display scheme, wherein the optimal page display scheme is any one of the multiple preset page display schemes.

Specifically, the above-mentioned multiple page recovery data are input into a preset model, so as to obtain an optimal page display scheme, the preset model can be preset, can be set by a user or default by the system, multiple page recovery data sets can be input into the preset model, so as to obtain evaluation values corresponding to each page recovery data set, multiple first evaluation values are obtained, and the preset page display scheme corresponding to the maximum value in the multiple first evaluation values can be selected as the optimal page display scheme, that is, because the above-mentioned page recovery data indicate the tendency or user preference of the user corresponding to the terminal device to a certain extent, and the like, based on the page recovery data, data analysis can be performed according to the preset model, so as to screen out the optimal display scheme.

According to the embodiment of the invention, the server sends the preset page display schemes to the terminal devices corresponding to the user groups, the terminal devices can conduct page rendering on the preset pages based on the preset page display schemes, the obtained page recovery data sets can be input into the preset model, and the optimal page display scheme can be obtained. Therefore, after the page recovery data set is obtained, the server can judge the user trends of a plurality of user groups based on the data set and screen the user trends through a preset model, so that the manual screening is not needed, the labor cost is saved, and the page selection efficiency is improved.

Fig. 4 is a schematic flow chart of a page selection method according to an embodiment of the invention. As shown in fig. 4, the page selection method may be applied to a server, and may include the steps of:

s201, acquiring a plurality of preset test cases;

specifically, the server may store a plurality of preset test cases in advance, and may set the preset test cases for the same activity or different activities, where each preset test case may correspond to a set of different page display parameters, and the different page display parameters determine specific characterizations of different preset test cases in a page, for example, for a certain module, where the modules may be typesetting, text, pictures, colors, and so on.

S202, performing feature analysis on the preset test cases to obtain a plurality of groups of first page display parameters corresponding to a plurality of dimensions, wherein each preset test case corresponds to a group of first page display parameters;

specifically, each set of page display parameters may include parameters corresponding to a plurality of modules, may also include UI parameters corresponding to each preset test case, and the like, and may perform feature analysis on the plurality of preset test cases to obtain data features corresponding to each different module, for example, one page may be set to a different module, the data features of the different modules may be different, and it may be understood that functions corresponding to the different modules may be different, for example, a reservation module, a comment module, a sharing module, and the like may be set based on the different data features, so, when a page is put, the page content may be put according to the function of each module, and the page content may be used for popularization, reservation, and the like of some activities, or may also be used for lottery of activities, for example.

Further, the data features may be divided into first page display parameters with different dimensions according to different functions, where the different dimensions also include differences in page style, page content, module functions, and module number, and when a page is put in, that is, sent to a terminal device corresponding to a user group, page content corresponding to the first page display parameters with different dimensions is different, for example, for a comment module, after putting in a page, the corresponding comment module may display a red comment area or a yellow comment area on the page.

S203, dividing the first page display parameters of the same dimension into a preset page display scheme, wherein the preset page display scheme comprises at least one first page display parameter of one dimension;

specifically, each set of first page display parameters may correspond to first page display parameters corresponding to at least one dimension, different first page display parameter sets may include first page display parameters corresponding to different dimensions, the first page display parameters of the same dimension may be divided into a preset page display scheme, for a/Btest, test cases of the same dimension may be divided into a set of a/B test schemes, and the multiple sets of first page display parameters are randomly combined to obtain multiple first page display parameter sets, for example, the preset page display scheme a may include a first page display parameter set a, wherein the preset page display scheme a may include a function module of two dimensions of a comment module and a click module, and a function module of two dimensions of each module may include a first page display parameter set B, and a function module of two dimensions of each module may include a comment module and a click module, and a function module of corresponding color, size, picture, and the like, but the preset page display scheme a and the preset page display scheme B may be different in color and size when they are put into each page.

Further, each first page display parameter set may correspond to a preset page display scheme, and each page display parameter set includes at least one first page display parameter of one dimension, for example, the first page display parameter set a may correspond to the preset page display scheme a, and the first page display parameter set B may correspond to the preset page display scheme B, but since the first page display parameter sets corresponding to each preset page display scheme are different, when a page is put in, that is, after the preset page display scheme a and the preset page display scheme B are respectively sent to the terminal device a and the terminal device B, different page styles may be obtained after page rendering is performed on preset pages corresponding to front-end application software corresponding to the two terminal devices.

For example, as shown in fig. 4a, a page rendering diagram of a page selection method according to an embodiment of the present invention is shown. The server may send a preset page display scheme a and a preset page display scheme B to the terminal device 100a and the terminal device 100B, where the two schemes are rendered in the preset page to form two different pages, and the two schemes are better to determine which scheme, so as to obtain an optimal page display scheme with higher user tendency, where the two schemes respectively correspond to the page display parameter set a and the page display parameter set B, the dimensions of the modules in the two schemes are the same, that is, the dimensions of the page display parameters are the same, and each module includes a module such as "book name 501", "classical transcript 502", "popular category 503", "published comment 504", "cover display 505", "shared 506", and "evaluation 507", where, due to the difference of the page display parameter set, UI styles in the preset page also correspond to different modules such as "evaluation 507", as shown by the "evaluation 507a" module, where one UI style is implemented to reflect the user's degree through five stars, and the more five stars clicked five stars represent the more favorite books, and the more favorite books of the user are represented by the more favorite books; as shown in the evaluation 507a module, the UI style in the other mode can evaluate the favorites of the book through love, when the user clicks the love, the user indicates that the user favorites the book, and when the user cancels clicking or does not click, the user does not like the book, and the number beside the love shows how many users express favorites for the user, and the two schemes correspond to different page styles, so that the selection of the optimal page display scheme in the follow-up mode is facilitated.

S204, distributing a plurality of preset page display schemes to a plurality of user groups, wherein each user group corresponds to a plurality of terminal devices, and each user group corresponds to a preset page display scheme;

the specific implementation manner of step S204 may refer to step S101 in the embodiment corresponding to fig. 3, which is not described herein.

S205, receiving a plurality of page recovery data sets sent by a plurality of terminal devices corresponding to a plurality of user groups, wherein each page recovery data set corresponds to one user group, and each page recovery data set corresponds to page recovery data obtained by the plurality of terminal devices performing page rendering based on a preset page;

the specific implementation manner of step S205 may refer to step S105 in the embodiment corresponding to fig. 3, which is not described herein.

S206, inputting the multiple page recovery data sets into the preset model to obtain evaluation values corresponding to each page recovery data set, and obtaining multiple first evaluation values;

specifically, the server may receive page recovery data sets sent by multiple terminal devices corresponding to multiple groups of users, where the page recovery data sets are obtained after page rendering is performed by the multiple terminal devices based on the multiple preset display schemes, and the page recovery data may include user behavior data, page access times, page browsing amounts, or user information.

Further, the preset model may include a multi-layer network structure, functions or parameters corresponding to each layer of network structure are different, the preset model may be trained to obtain a target parameter and a trained model, based on the target parameter, a plurality of page recovery data sets are input into the trained model, evaluation values corresponding to each page recovery data set may be output to obtain a plurality of first evaluation values, the first evaluation values reflect a user behavior tendency and a rendering effect achieved by each page recovery data set, and the higher the first evaluation value is, the greater the user preference is indicated, and the corresponding rendering effect is accepted by the user, that is, the higher the user experience is.

S207, based on the first evaluation values, adjusting a plurality of first page display parameter sets corresponding to the preset page display schemes to obtain a plurality of second page display parameter sets, wherein each second page display parameter set corresponds to one second page display scheme;

specifically, since the preset page display schemes do not necessarily meet the user requirements to the greatest extent, parameters in the first page display parameter sets corresponding to the preset display schemes can be dynamically adjusted according to the first evaluation values, so as to obtain the second page display parameter sets.

For example, if there are 4 preset display schemes, the probability of each preset display scheme when being put into the user group is 0.25, and if the first evaluation values corresponding to the 4 preset display schemes obtained by the preset model are respectively 0.5, 0.2, 0.1 and 0.2, it is known that the first evaluation value corresponding to the 3 rd preset display scheme is the lowest, the corresponding first page display parameter set is adjusted, and the adjusted second page display parameter set is obtained.

For another example, if the corresponding first page display parameters set includes parameters corresponding to the comment module and the sharing module, the corresponding first page display parameters may be recombined, and the first page display parameters corresponding to the preset display scheme with the highest first evaluation value may be adopted and combined into the preset page display scheme with the lowest first evaluation value.

S208, randomly distributing the second page display parameter sets to the user groups;

specifically, since the first score values are not enough to judge the best page display scheme, for example, if there is a situation that the score values are the same in the plurality of first score values, or the highest score value in the plurality of first score values is not in the expected plan, the plurality of second page display parameter sets may be randomly allocated to the plurality of user groups again.

S209, receiving a plurality of second page recovery data sets returned by a plurality of terminal devices corresponding to the plurality of user groups, wherein each second page recovery data set corresponds to a second page display parameter set;

specifically, the server may continuously receive a plurality of second page recovery data sets returned by a plurality of terminal devices corresponding to a plurality of user groups, where the second page recovery data sets may include user behavior data, page access times, page browsing amounts, or user information corresponding to a plurality of second page display parameter sets, and the second page recovery data sets may be different from the first page recovery data sets without limitation.

S210, inputting the second page recovery data set into the preset model to obtain an evaluation value corresponding to each second page display parameter set, and obtaining a plurality of second evaluation values, wherein each second evaluation value corresponds to one second page display parameter set;

specifically, in accordance with the above step S206, the server may input the second page recovery data set into a preset model, where the preset model is still the trained model, and obtains evaluation values of a plurality of second display parameter sets corresponding to the plurality of second page recovery data sets, and a plurality of second evaluation values different from the first evaluation values are obtained, where the second evaluation values are used to evaluate a plurality of second page display schemes corresponding to the plurality of second page display parameter sets, and if the second evaluation values corresponding to the plurality of page display parameter sets are higher, it indicates that the user experience degree is higher.

S211, selecting a second page display scheme corresponding to a second page display parameter set corresponding to the maximum value in the plurality of second evaluation values as the optimal page display scheme.

Specifically, the satisfaction degree of the plurality of users corresponding to the plurality of user groups on the second page display scheme is reflected by the plurality of second evaluation values, so that the second page display scheme corresponding to the second page recovery data set corresponding to the maximum value can be selected from the plurality of second evaluation values to be the optimal page display scheme.

Optionally, the optimal page display scheme can be obtained through the following steps, and page throwing probabilities corresponding to the page display schemes respectively can be determined to obtain multiple page throwing probabilities; the page delivery probability can be adjusted according to the first evaluation values to obtain a second page delivery probability, the page display schemes are sent to the user groups according to the second page delivery probability, the page parameter sets corresponding to the user groups are received again, and the page parameter sets are input into the preset model again, so that the page delivery probability corresponding to the page display schemes is adjusted circularly until the optimal page display scheme is selected.

For example, if there are 4 preset display schemes, the probability of each preset display scheme when being put into the user group is 0.25, if the first evaluation values corresponding to the 4 preset display schemes obtained by the preset model are respectively 0.5, 0.2, 0.1 and 0.2, it can be considered that the user satisfaction corresponding to the preset page display scheme with the lowest first score value is the lowest, the probability of putting the preset display scheme corresponding to the first score value can be adjusted to be 0 when the next page putting is performed, that is, the preset page display scheme is not put into, the probability of putting the remaining 3 preset page display schemes is readjusted, and finally, the remaining 3 preset page display schemes are put into a plurality of user groups again, so that the optimal page display scheme can be obtained by circulation.

According to the embodiment of the invention, the server sends the preset page display schemes to the terminal devices corresponding to the user groups, and receives the page recovery data sets obtained by rendering the preset page display schemes in the terminal devices, and then the page recovery data sets can be input into the preset model to obtain the optimal page display scheme. After obtaining the page recovery data set, the server can judge the user tendency of the user groups through a preset model based on the data set, properly remove the scheme with less ideal evaluation value, switch the schemes at any time based on the evaluation value, and put the schemes into the terminal devices again, so that the optimal page display scheme can be obtained, and the scheme screening is performed through the preset model, thereby being beneficial to improving the screening efficiency, realizing the optimal display scheme with the optimal determination effect in the shortest time, and being beneficial to improving the page selection efficiency.

Further, please refer to fig. 5, which is a flowchart illustrating another page selection method according to an embodiment of the present invention. As shown in fig. 5, the page selection method may be applied to a terminal device, and may include the following steps:

s301, receiving a preset page display scheme sent by a server;

the specific implementation manner of step S301 may refer to step S102 in the embodiment corresponding to fig. 3, which is not described herein.

S302, extracting a page display parameter set corresponding to the preset page display scheme based on the preset page display scheme;

specifically, the terminal device may extract a page display parameter set corresponding to a preset page display scheme, where the page display parameter set may include a page specific parameter corresponding to each module in a page, when the server puts the preset page display scheme into the terminal device, one page may often be set to a different module, and the function of each module may be different, for example, may be set to a reservation module, a comment module, a sharing module, etc., and thus, the application of page content may be performed according to the function of each module, and the page content may be used for some promotion of activities, for example, promotion of games, for example, a uniform resource locator (Uniform Resource Locator, URL), UI parameters, or pictures, animations, etc., may be set for a corresponding page in the preset page display scheme, where the UI parameters may carry a function for page display, the uniform resource locator may include an a/B type parameter, and if including animations, and if including pictures, the corresponding format may be any one of swf, ANI, GIF, and if including pictures, the page display parameters may also include a corresponding size, etc., which may be understood as page display parameters.

S303, if the page display parameter set comprises an A/B type parameter, determining a target page display type corresponding to the page display parameter set;

specifically, in the process of throwing the page, UI parameters of each preset display scheme in the preset page corresponding to the terminal device are different, corresponding display forms of the preset display schemes are also different, the corresponding display forms of the a/B type parameters are different, the terminal device can determine a target page display parameter set corresponding to the page display parameter set according to the a/B type parameters, for example, the a/B type parameters can take type1, type2 and the like, the value of the a/B type parameters corresponds to the preset display schemes one by one, if 4 types of different preset display schemes exist, the corresponding 4 a/B type parameters can exist, the terminal device can determine a specific preset display scheme according to the a/B type parameters, and determine the target page display type corresponding to the scheme, in addition, the existence of the parameters can also be used for determining whether to acquire the local page display parameter set stored locally, if the parameters exist, the local page can be directly carried out in the preset page according to the corresponding preset display scheme, if the local page can be extracted, and rendered, and if the local page can be stored and rendered.

S304, performing page rendering in the preset page according to the target page display type and the page display parameter set to obtain the page recovery data;

specifically, the terminal device may perform page rendering in a preset page based on the target page display type and the page display parameter set corresponding to the target page display type, where the preset page may be set by a user or default by the system, and the preset page may be a page corresponding to shopping class, reading class, game class software, so, after rendering is completed, the terminal device may obtain page recovery data, where the page recovery data may be data in terms of user behavior data, page access times, page browsing amount, user information, and the like obtained after the user operates, and in addition, after rendering is completed, the page display parameter set may be cached locally.

S305, if the page display parameter set does not comprise the A/B type parameter, judging whether a pre-stored local page display parameter set exists in a local memory or not;

specifically, if the page display parameter set does not include the a/B type parameter, it indicates that the server does not put the preset page display scheme into the terminal device this time, for example, if the server performs page display again to the terminal device in the process of screening the optimal page display scheme through the preset model, at this time, if the page display parameter set does not include the a/B type parameter, it indicates that the user may not be the target crowd of the page display this time, and no new preset page display scheme is put into the user, but in order to improve user experience, a local page display parameter set stored locally may be extracted, and the user is put into the screen, so that the user does not feel the same as the screening of the optimal page display scheme is realized.

S306, if the local page display parameter set exists, determining UI parameters corresponding to the local page display parameter set;

specifically, if the local page display parameter set exists in the terminal device, UI parameters corresponding to the local page display parameter set may be directly obtained, different UI parameters may correspond to different display effects, and the UI parameters include defined functions, popup windows, animations, styles and the like.

S307, performing page rendering in the preset page based on the UI parameters to obtain the page recovery data;

specifically, the terminal device may predict that the UI parameters directly perform page rendering in a preset page to obtain page recovery data corresponding to a local page display parameter set, and because the selection trend or hobby trend of each time of the user may change, the local page display parameter set may also be any one of preset page display schemes corresponding to the previous page rendering, so that the page recovery data may also be recovered and sent to the server, so that the server may be used to screen out an optimal page display scheme from a plurality of preset page display schemes.

S308, if the local page display parameter set does not exist, judging whether a preset flag bit exists in the page display parameter set or not;

Specifically, since some users have a tendency of own page style, for example, when a page is displayed, the user may only need to display one module or display all modules, and then a preset basic version may be set, where the preset basic version may correspond to a preset page display parameter set, so a flag bit may be preset in advance, where the preset flag bit may be any character string, for example, may be set as an ad tag, and setting of the preset flag bit is used to determine whether to enter the preset basic version.

S309, if the preset flag bit does not exist, acquiring a preset basic page display parameter set, and performing page rendering in the preset page based on the preset basic page display parameter set to obtain the page recovery data;

specifically, if the preset flag bit does not exist in the page display parameter set, a preset basic page display parameter set corresponding to a preset basic version can be directly obtained, page rendering is performed in a preset page based on the preset basic page display parameter set, and the terminal equipment can also recover page recovery data obtained after rendering.

S310, if the preset flag bit exists, randomly combining the page display parameters of the multiple dimensions to obtain a target page display parameter set, and performing page rendering in the preset page according to the target page display parameter set to obtain the page recovery data;

Specifically, the page display parameter set may include multiple types of parameters, may include UI parameters corresponding to different functional modules, and the like, may be randomly combined based on different page display parameters, each time a new group of page display parameters is generated by random combination, to obtain a target page display parameter set, and finally, page rendering may be performed according to the target page display parameter set to obtain page recovery data, for example, for a lottery activity, the activity may correspond to multiple preset page display schemes, data in each scheme may correspond to multiple dimensions of page display parameters such as "gift bag", "lottery", "feature", and the like, and the terminal device may randomly combine the multiple dimensions of page display parameters, for example, the terminal device a may combine to generate two dimensions of target page display parameter sets a of "gift bag" + "lottery", and the terminal device B may combine to generate three dimensions of target page display parameter sets B of "gift bag" + "lottery" + "feature".

And S311, sending the page recycling data to the server, wherein the page recycling data are used for the server to input the page recycling data as a preset model, and obtaining an optimal page display scheme.

The specific implementation manner of step S311 may refer to step S104 in the embodiment corresponding to fig. 2, which is not described herein.

According to the embodiment of the invention, the terminal equipment is used for determining the current scene corresponding to the terminal equipment based on various parameters in the page display parameters, so that the local display parameter set and the basic page display parameter set are selected, or the page display parameters with multiple dimensions are randomly combined to obtain the target page display parameter set, and finally, the rendering of the page is realized in the preset page.

Fig. 6 is a schematic structural diagram of a page selection device according to an embodiment of the invention. As shown in fig. 6, the page selection device 10 may be applied to the server 100 in the embodiment corresponding to fig. 1, and the page selection device 10 may include an allocation module 11, a receiving module 12, and an input module 13;

the allocation module 11 is configured to allocate a plurality of preset page display schemes to a plurality of user groups, where each user group corresponds to a plurality of terminal devices, and each user group corresponds to a preset page display scheme;

The receiving module 12 is configured to receive a plurality of page recovery data sets sent by a plurality of terminal devices corresponding to the plurality of user groups, where each page recovery data set corresponds to one user group, and each page recovery data set corresponds to page recovery data obtained by performing page rendering on a plurality of terminal devices based on a preset page;

the input module 13 is configured to input the multiple page recycle data sets into a preset model, so as to obtain an optimal page display scheme, where the optimal page display scheme is any one of the multiple preset page display schemes.

The specific functional implementation manners of the allocation module 11, the receiving module 12, and the input module 13 may be referred to step S101, step S104, and step S106 in the corresponding embodiment of fig. 3, which are not described herein.

Referring to fig. 6, the input module 13 may include: a first input unit 131 and a first selection unit 132;

a first input unit 131, configured to input the multiple page recovery data sets into the preset model to obtain an evaluation value corresponding to each page recovery data set, and obtain multiple first evaluation values;

the first selecting unit 132 is configured to select a preset page display scheme corresponding to a maximum value of the plurality of first evaluation values as the optimal page display scheme.

The specific functional implementation manner of the first input unit 131 and the first selecting unit 132 may refer to step S206 and step S207 in the corresponding embodiment of fig. 4, which are not described herein.

Referring to fig. 6, the input module 13 may further include: an adjusting unit 133, an allocating unit 134, a receiving unit 135, a second input unit 136, and a second selecting unit 137;

the adjusting unit 133 is configured to adjust a plurality of first page display parameter sets corresponding to the plurality of preset page display schemes based on the plurality of first evaluation values, to obtain a plurality of second page display parameter sets, where each second page display parameter set corresponds to one second page display scheme;

an allocation unit 134 for randomly allocating the plurality of second page presentation data sets to the plurality of user groups;

a receiving unit 135, configured to receive a plurality of second page recovery data sets returned by a plurality of terminal devices corresponding to the plurality of user groups, where each second page recovery data set corresponds to a second page display parameter set;

a second input unit 136, configured to input the second page display parameter set into the preset model, obtain an evaluation value corresponding to each second page recovery data set, and obtain a plurality of second evaluation values, where each second evaluation value corresponds to one second page display parameter set;

The second selecting unit 137 is configured to select a second page display scheme corresponding to a second page display parameter set corresponding to a maximum value of the plurality of second evaluation values as the optimal page display scheme.

The specific functional implementation manners of the adjusting unit 133, the distributing unit 134, the receiving unit 135, the second input unit 136 and the second selecting unit 137 may be referred to in steps S207-S211 in the corresponding embodiment of fig. 4, and will not be described herein.

Referring to fig. 6, the page selection device 10 further includes: an acquisition module 14, an analysis module 15 and a partitioning module 16, wherein,

an acquisition module 14, configured to acquire a plurality of preset test cases;

the analysis module 15 is configured to perform feature analysis on the plurality of preset test cases to obtain a plurality of groups of first page display parameters corresponding to a plurality of dimensions, where each preset test case corresponds to a group of first page display parameters;

the dividing module 16 is configured to divide the first page display parameters with the same dimension into a preset page display scheme, where the preset page display scheme includes at least one first page display parameter with one dimension.

The specific functional implementation manners of the obtaining module 14, the analyzing module 15 and the dividing module 16 may refer to steps S201 to S203 in the corresponding embodiment of fig. 3, which are not described herein.

Fig. 7 is a schematic structural diagram of another page selection device according to an embodiment of the present invention. As shown in fig. 7, the page selection device 20 may correspond to the terminal device 100a in the embodiment corresponding to fig. 1, and the page selection device 20 may include: a receiving module 21, a rendering module 22 and a transmitting module 23;

A receiving module 21, configured to receive a preset page display scheme sent by the server;

the rendering module 22 is configured to perform page rendering in a preset page based on the preset page display scheme, so as to obtain page recovery data;

and the sending module 23 is configured to send the page recycle data to the server, where the page recycle data is used for the server to input the page recycle data as a preset model, so as to obtain an optimal page display scheme.

The specific functional implementation manner of the receiving module 21, the rendering module 22 and the sending module 23 may refer to steps S102 to S104 in the corresponding embodiment of fig. 3, which are not described herein.

Referring also to fig. 7, the rendering module 22 includes: an extraction unit 221, a first determination unit 222, and a first rendering unit 223;

an extracting unit 221, configured to extract, based on the preset page display scheme, the page display parameter set corresponding to the preset page display scheme, where the page display parameter set includes page display parameters of multiple dimensions;

a first determining unit 222, configured to determine a target page display type corresponding to the page display parameter set if the page display parameter set includes an a/B type parameter;

The first rendering unit 223 is configured to perform page rendering on the preset page according to the target page display type and the page display parameter set, so as to obtain the page recovery data.

The specific functional implementation manners of the extracting unit 221, the first determining unit 222 and the first rendering unit 223 may refer to steps S302 to S304 in the corresponding embodiment of fig. 5, which are not described herein.

Referring to fig. 7, the rendering module 22 further includes: a first judging unit 224, a second determining unit 225, and a second rendering unit 226;

a first judging unit 224, configured to judge whether a pre-stored local page display parameter set exists in the local memory if the page display parameter set does not include an a/B type parameter;

a second determining unit 225, configured to determine, if the local page display parameter set exists, a UI parameter corresponding to the local page display parameter set;

and the second rendering unit 226 is configured to perform page rendering in the preset page based on the UI parameter, to obtain the page recycling data.

The specific functional implementation manners of the first determining unit 224, the second determining unit 225 and the second rendering unit 226 may refer to steps S305 to S307 in the corresponding embodiment of fig. 5, and are not described herein.

Referring to fig. 7, the rendering module 22 further includes: a second judging unit 227, an acquiring unit 228, and a combining unit 229;

a second judging unit 227, configured to judge whether a preset flag bit exists in the page display parameter set if the local page display parameter set does not exist;

an obtaining unit 228, configured to obtain a preset basic page display parameter set if the preset flag bit does not exist, and perform page rendering in the preset page based on the preset basic page display parameter set, so as to obtain the page recovery data;

and the combining unit 229 is configured to, if the preset flag bit exists, randomly combine the page display parameters of the multiple dimensions to obtain a target page display parameter set, and perform page rendering on the preset page according to the target page display parameter set to obtain the page recovery data.

The specific functional implementation manners of the second determining unit 227, the obtaining unit 228 and the combining unit 229 may refer to steps S308 to S310 in the corresponding embodiment of fig. 5, which are not described herein.

According to the embodiment of the invention, the terminal equipment is used for determining the current scene corresponding to the terminal equipment based on various parameters in the page display parameters, so that the local display parameter set and the basic page display parameter set are selected, or the page display parameters of multiple dimensions are randomly combined to obtain the target page display parameter set, and finally, the rendering of the page is realized in the preset page.

Referring to fig. 8, fig. 8 is a schematic structural diagram of a page selection device according to another embodiment of the present invention. As shown in fig. 8, the page selection device 1000 may correspond to the server 200 in the embodiment corresponding to fig. 1, and the page selection device 1000 may include: processor 1001, network interface 1004, and memory 1005, and the page selection apparatus 1000 may further include: a user interface 1003, and at least one communication bus 1002. Wherein the communication bus 1002 is used to enable connected communication between these components. The user interface 1003 may include a Display (Display), a Keyboard (Keyboard), and the optional user interface 1003 may further include a standard wired interface, a wireless interface, among others. The network interface 1004 may optionally include a standard wired interface, a wireless interface (e.g., WI-FI interface). The memory 1004 may be a high-speed RAM memory or a non-volatile memory (non-volatile memory), such as at least one disk memory. The memory 1005 may also optionally be at least one storage device located remotely from the processor 1001. As shown in fig. 8, an operating system, a network communication module, a user interface module, and a device control application may be included in a memory 1005, which is a type of computer-readable storage medium.

In the page selection apparatus 1000 shown in fig. 8, the network interface 1004 may provide a network communication function; while user interface 1003 is primarily used as an interface for providing input to a user; and the processor 1001 may be used to invoke a device control application stored in the memory 1005 to implement:

In one embodiment, the processor 1001 specifically further performs the following steps before the assigning the plurality of preset page display schemes to the plurality of user groups:

acquiring a plurality of preset test cases;

In one embodiment, when the processor 1001 inputs the plurality of page recycle data sets into a preset model to obtain an optimal page display scheme, the following steps are specifically executed:

In one embodiment, after the inputting the plurality of page recycle data sets into the preset model to obtain the evaluation value corresponding to each page recycle data set, the processor 1001 specifically performs the following steps:

inputting the second page recovery data set into the preset model to obtain an evaluation value corresponding to each second page display parameter set, and obtaining a plurality of second evaluation values, wherein each second evaluation value corresponds to one second page display parameter set;

and selecting a second page display scheme corresponding to a second page display parameter set corresponding to the maximum value in the plurality of second evaluation values as the optimal page display scheme.

It should be understood that, in the embodiment of the present invention, the page selection device 1000 may perform the description of the page selection device 10 in the embodiment corresponding to fig. 3, and may also perform the description of the page selection method in the embodiment corresponding to any one of the embodiment corresponding to fig. 4, which is not repeated herein. In addition, the description of the beneficial effects of the same method is omitted.

Furthermore, it should be noted here that: the embodiment of the present invention further provides a computer readable storage medium, where a computer program executed by the page selection device 10 mentioned above is stored, where the computer program includes program instructions, when executed by the processor, can perform the description of the page selection method in any of the embodiments corresponding to fig. 3, and therefore, a detailed description will not be given here. In addition, the description of the beneficial effects of the same method is omitted. For technical details not disclosed in the embodiments of the computer-readable storage medium according to the present invention, please refer to the description of the method embodiments of the present invention.

Further, referring to fig. 9, fig. 9 is a schematic structural diagram of another page selection device according to an embodiment of the present invention. As shown in fig. 9, the page selection device 2000 may correspond to the terminal device 100 in the embodiment corresponding to fig. 1, and the page selection device 2000 may include: processor 2001, network interface 2004 and memory 1005, and page selection apparatus 2000 may further comprise: a user interface 2003, and at least one communication bus 2002. Wherein a communication bus 2002 is used to enable connected communications between these components. The user interface 2003 may include a Display screen (Display), a Keyboard (Keyboard), and the optional user interface 2003 may further include a standard wired interface, a wireless interface, among others. The network interface 2004 may optionally include a standard wired interface, a wireless interface (e.g., WI-FI interface). The memory 2004 may be a high-speed RAM memory or a non-volatile memory (non-volatile memory), such as at least one disk memory. The memory 2005 may also optionally be at least one storage device located remotely from the aforementioned processor 2001. As shown in fig. 9, an operating system, a network communication module, a user interface module, and a device control application program may be included in the memory 2005 as one type of computer-readable storage medium.

In the page selection device 2000 shown in fig. 9, the network interface 2004 may provide a network communication function; while user interface 2003 is primarily an interface for providing input to a user; and processor 2001 may be used to invoke device control applications stored in memory 2005 to implement:

receiving a preset page display scheme sent by a server;

In one embodiment, when executing the page rendering in the preset page based on the preset page display scheme, the processor 2001 specifically executes the following steps to obtain the page recycle data:

extracting a page display parameter set corresponding to the preset page display scheme based on the preset page display scheme, wherein the page display parameter set comprises page display parameters with multiple dimensions;

In one embodiment, after executing the extracting the page presentation parameter set corresponding to the preset page presentation scheme, the processor 2001 specifically executes the following steps:

In one embodiment, after executing the determination of whether there is a pre-stored local page presentation parameter set in the local memory, the processor 2001 specifically performs the following steps:

It should be understood that, in the embodiment of the present invention, the page selection device 2000 may perform the description of the page selection device 20 in the embodiment corresponding to fig. 3, and may also perform the description of the page selection method in the embodiment corresponding to any one of the embodiments corresponding to fig. 5, which is not repeated herein. In addition, the description of the beneficial effects of the same method is omitted.

Furthermore, it should be noted here that: the embodiment of the present invention further provides a computer readable storage medium, where the computer readable storage medium stores a computer program executed by the page selection device 20 mentioned above, where the computer program includes program instructions, when executed by the processor, can perform the description of the page selection method in any of the embodiments corresponding to fig. 5, and therefore, a detailed description will not be given here. In addition, the description of the beneficial effects of the same method is omitted. For technical details not disclosed in the embodiments of the computer-readable storage medium according to the present invention, please refer to the description of the method embodiments of the present invention.

Those skilled in the art will appreciate that implementing all or part of the above-described methods in accordance with the embodiments may be accomplished by way of a computer program stored on a computer readable storage medium, which when executed may comprise the steps of the embodiments of the methods described above. The storage medium may be a magnetic disk, an optical disk, a Read-Only Memory (ROM), a random access Memory (Random Access Memory, RAM), or the like.

It should be noted that, in the foregoing embodiment, the data collection processing related to the privacy of the user, for example, the user behavior data, should be strictly according to the requirements of the relevant national laws and regulations when the application is applied, obtain the informed/independent consent of the personal information body or have the relevant legal basis, and develop the use and processing behavior of the relevant data within the scope of the relevant laws and regulations and the authorization of the personal information body.

The foregoing disclosure is illustrative of the present invention and is not to be construed as limiting the scope of the invention, which is defined by the appended claims.

Claims

1. The page selection method is applied to a server and is characterized by comprising the following steps:

distributing a plurality of preset page display schemes to a plurality of user groups, wherein each user group corresponds to a plurality of terminal devices, each user group corresponds to a preset page display scheme, and the preset page display schemes correspond to a plurality of first page throwing probabilities;

inputting the multiple page recovery data sets into a preset model to obtain evaluation values corresponding to each page recovery data set, and obtaining multiple first evaluation values;

determining an optimal page display scheme according to the plurality of first evaluation values, including:

based on the first evaluation values, adjusting the first page delivery probabilities to obtain second page delivery probabilities;

inputting a plurality of third page recovery data sets acquired based on the second page delivery probabilities into the preset model to obtain a plurality of third evaluation values corresponding to the third page recovery data sets;

And determining the optimal page display scheme according to the plurality of third evaluation values, wherein the optimal page display scheme is any one of the plurality of preset page display schemes.

2. The method of claim 1, wherein prior to said assigning the plurality of preset page display schemes to the plurality of user groups, the method further comprises:

acquiring a plurality of preset test cases;

3. The page selection method is applied to the terminal equipment and is characterized by comprising the following steps:

receiving a preset page display scheme sent by a server according to the first page delivery probability;

the page recycling data is sent to the server, the page recycling data is used for the server to input the page recycling data as a preset model to obtain an optimal page display scheme, the server takes the page recycling data as the input of the preset model to obtain the optimal page display scheme, and the method comprises the following steps: dividing a plurality of page recovery data received from a plurality of terminal devices into a plurality of page recovery data sets corresponding to a plurality of user groups, inputting the plurality of page recovery data sets into the preset model to obtain an evaluation value corresponding to each page recovery data set, and obtaining a plurality of first evaluation values; based on the first evaluation values, adjusting a plurality of first page delivery probabilities corresponding to the terminal devices to obtain a plurality of second page delivery probabilities; inputting a plurality of third page recovery data sets acquired based on the second page delivery probabilities into the preset model to obtain a plurality of third evaluation values corresponding to the third page recovery data sets; and determining the optimal page display scheme according to the plurality of third evaluation values.

4. The method of claim 3, wherein the performing page rendering in the preset page based on the preset page display scheme to obtain the page recycle data includes:

5. The method of claim 4, wherein after the extracting the page presentation parameter set corresponding to the preset page presentation scheme, the method further comprises:

6. The method of claim 5, wherein after determining whether there is a pre-stored local page presentation parameter set in the local memory, the method further comprises:

7. A page selection device, comprising: a processor and a memory;

the processor is connected to a memory, wherein the memory is adapted to store a computer program, the processor being adapted to invoke the computer program to perform the method according to any of claims 1-6.

8. A computer readable storage medium, characterized in that the computer readable storage medium stores a computer program comprising program instructions which, when executed by a processor, perform the method of any of claims 1-6.