CN107592578B - Information processing method, device, terminal device and storage medium - Google Patents
Information processing method, device, terminal device and storage medium Download PDFInfo
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- CN107592578B CN107592578B CN201710867981.3A CN201710867981A CN107592578B CN 107592578 B CN107592578 B CN 107592578B CN 201710867981 A CN201710867981 A CN 201710867981A CN 107592578 B CN107592578 B CN 107592578B
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Abstract
The embodiment of the present application discloses a kind of information processing method, device, terminal device and storage medium, and this method includes obtaining the barrage content of user's input, determines the corresponding garbled data collection of current live content according to the barrage content;The current barrage data for preparing display are obtained, the barrage data are screened to obtain barrage information according to the garbled data collection;The barrage information is shown in the current live content of terminal device.So that terminal device shows that the efficiency of information improves, shows that the content for a purpose of information is stronger, reduce interference of the garbage to user.
Description
Technical field
The invention relates to computer technology more particularly to a kind of information processing method, device, terminal device and deposit
Storage media.
Background technique
With the raising of terminal device popularity, more and more users' using terminal equipment executes various function
Can be to meet self-demand, such as using terminal equipment reads text, viewing video, listens to music, plays game.When user is using
When terminal device is seen video (such as film, TV play), live content or listened to music, in order to increase the participation and promotion of user
The usage experience of user can simultaneous display barrage information, the barrage information be to watch the video, live streaming on terminal device screen
The individualized content that user inputs when inside perhaps listening same music.
In the prior art, it to the processing existing defects of the individualized content of the users such as barrage input, needs to improve.
Summary of the invention
The present invention provides a kind of information processing method, device, terminal device and storage mediums, so that terminal device is shown
The efficiency of information improves, and shows that the content for a purpose of information is stronger, reduces interference of the garbage to user.
In a first aspect, the embodiment of the present application provides a kind of information processing method, comprising:
The barrage content for obtaining user's input, determines the corresponding garbled data of current live content according to the barrage content
Collection;
The current barrage data for preparing display are obtained, the barrage data screen according to the garbled data collection
To barrage information;
The barrage information is shown in the current live content of terminal device.
Second aspect, the embodiment of the present application also provides a kind of information processing units, comprising:
Module is obtained, for obtaining the barrage content of user's input;
Data set determining module determines the corresponding garbled data collection of current live content according to the barrage content;
Screening module obtains the current barrage data for preparing display, according to the garbled data collection to the barrage data
It is screened to obtain barrage information;
Display module shows the barrage information in the current live content of terminal device.
The third aspect, the embodiment of the present application also provides a kind of terminal devices, comprising: processor, memory and storage
On a memory and the computer program that can run on a processor, the processor are realized such as when executing the computer program
Information processing method described in the embodiment of the present application.
Fourth aspect, the embodiment of the present application also provides a kind of storage medium comprising terminal device executable instruction, institutes
Terminal device executable instruction is stated when being executed by terminal device processor for executing information described in the embodiment of the present application
Reason method.
This programme carries out the determination of garbled data collection according to the barrage content of user's input, and according to the screening determined
Data set is filtered to by barrage to be shown, so that terminal device shows that the efficiency of information improves, shows the content of information
Specific aim is stronger, reduces interference of the garbage to user.
Detailed description of the invention
By reading a detailed description of non-restrictive embodiments in the light of the attached drawings below, of the invention other
Feature, objects and advantages will become more apparent upon:
Fig. 1 is a kind of flow chart of information processing method provided by the embodiments of the present application;
Fig. 2 is the flow chart of another information processing method provided by the embodiments of the present application;
Fig. 3 is the flow chart of another information processing method provided by the embodiments of the present application;
Fig. 4 is the flow chart of another information processing method provided by the embodiments of the present application;
Fig. 5 is a kind of structural block diagram of information processing unit provided by the embodiments of the present application;
Fig. 6 is a kind of structural schematic diagram of terminal device provided by the embodiments of the present application.
Specific embodiment
The present invention is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouched
The specific embodiment stated is used to explain the present invention, rather than limitation of the invention.It also should be noted that for the ease of retouching
It states, only the parts related to the present invention are shown in attached drawing rather than entire infrastructure.
Fig. 1 is a kind of flow chart of information processing method provided by the embodiments of the present application, and the present embodiment is applicable to user
Terminal device shows the case where information when using terminal equipment watches video, audio, live content, and this method can be by the application
The terminal device that embodiment provides executes, and the mode of software and/or hardware can be used in the information processing unit of the terminal device
It realizes, as shown in Figure 1, concrete scheme provided in this embodiment is as follows:
Step S101, the barrage content for obtaining user's input determines that current live content is corresponding according to the barrage content
Garbled data collection.
When user's using terminal equipment (smart phone, tablet computer, desktop computer) carry out video (film, TV play),
When audio (song) or viewing live streaming, (delay) it can show that oneself and online friend send in real time in the display interface of terminal device
Barrage, user by read, send barrage the property of participation of itself is significantly increased.Due to barrage content randomness and
The different viewpoints of different crowd need barrage content not necessarily user, for sole user, it is understood that there may be
A large amount of useless barrages, are unfavorable for the perception of user, are also unfavorable for user and find the barrage for oneself wanting to see.
In one embodiment, before terminal device shows barrage, the barrage content of user's input is obtained, according to described in
The barrage content of user's input determines the corresponding garbled data collection of current live content.Wherein, the barrage content of user's input can
To be user's typing and text information sent in barrage input frame, corresponding garbled data is determined according to the text information
Collection.Illustratively, it can detecte after " transmission " button during live streaming is clicked, determine the text information in input frame, also
The data flow for pushing to server is intercepted after can be the barrage content transmission of input to obtain the barrage of user's input
Content can also be after detecting the triggering of words input event, record to the barrage content of typing, the words input event
It can be triggered by the called of input method application program.In one embodiment, in order to further increase the standard of garbled data collection
True property can combine the barrage content of user's input and other data informations to determine garbled data collection, wherein other data
Information can be the live streaming that the associated customer attribute information of the usage record of terminal device, terminal device and terminal device are shown
Picture and the acoustic information of broadcasting etc..Wherein, which can be obtained by preset interface, which includes video
Play at least one of record, audio broadcasting record or web page browsing record;The attribute information of the user includes the property of user
Not, at least one of occupation or preferred contents.
In one embodiment, the barrage content according to user's input determines the corresponding garbled data Ji Bao of live content
It includes: determining garbled data corresponding with live content according to the barrage content of user input and the mapping table of storage
Collection.Illustratively, keyword extraction can be carried out to the barrage content of input and obtains multiple keywords, according to the multiple passes extracted
Keyword and mapping table determine garbled data collection corresponding with live content.Wherein, mapping table record has different passes
The corresponding subject content of keyword, the subject content may include different life themes, such as move class, diet class, trip class;It should
Subject content can also include different professional themes, such as lawyer's class, programmer's class, official documents and correspondence class;The subject content can also wrap
Include different age themes, such as children's class, young class, adult class, old class;The subject content can also include different ground
Domain theme, such as Beijing, Shanghai, Guangzhou, Hebei, Shanxi.Wherein, had recorded in mapping table different themes and respectively it is right
The one or more keywords answered, illustratively, as shown in the table:
Table 1
Theme 1 | Keyword A1 | Keyword B1 | Keyword C1 | ...... |
Theme 2 | Keyword A2 | Keyword B2 | Keyword C2 | ...... |
Theme 3 | Keyword A3 | Keyword B3 | Keyword C3 | ...... |
........... | ........... | ........... | ........... | ...... |
Wherein, the live content according to user's input can be by above-mentioned mapping table with true after determining corresponding keyword
The corresponding one or more themes of live content are determined as garbled data collection, i.e. garbled data collection is inputted according to specific user
Barrage content generates, one or more themes comprising meeting user demand.
In one embodiment, the barrage content according to user's input determines that corresponding keyword includes: by the barrage
Content is input in the machine learning model that training obtains as input to export the keyword that characterization user is intended to.It is exemplary
, when the barrage content of user's input is that " 98 years Jordons are really unmatched!" available corresponding by the machine learning model
Keyword includes " star " " sport " etc., and then the theme for determining that garbled data is concentrated includes sport category, stars.Wherein,
The machine learning model can be learnt by supervised, non-supervisory formula learns, semi-supervised learning or intensified learning obtain, learning process
Used in algorithm include: regression algorithm, the algorithm of Case-based Reasoning, regularization algorithm, decision Tree algorithms, bayesian algorithm, base
In the algorithm of core, clustering algorithm, association rule algorithm, artificial neural network algorithm, deep learning algorithm and reduce dimension calculation
Method etc..In one embodiment, mapping table is sent to terminal device after being generated by server and is stored, so that terminal
Equipment determines corresponding garbled data collection according to the data information of user-association, and illustratively, the mapping table is by server
By being learnt to obtain to mass data sample, each theme is established by learning training and each theme is one corresponding
Or multiple keywords.
Step S102, the current barrage data for preparing display are obtained, according to the garbled data collection to the barrage data
It is screened to obtain barrage information.
Wherein, the current barrage data for preparing display include the bullet of the other terminal devices upload for the acquisition that server is sent
Curtain data, different user can input barrage data in using terminal device procedures, and to be uploaded to server, server is being played
During corresponding audio-video can in real time or timesharing by barrage data distributing into the terminal device for watching the audio/video information
To carry out the display of barrage data.In one embodiment, after determining garbled data collection corresponding with live content, acquisition is worked as
The preceding barrage data for preparing display, wherein the barrage data can be the synchronous downloading in audio and video resources downloading process and obtain.
After getting the barrage data of pre-display, according to the garbled data collection determined to the barrage data for preparing display
It is screened, in one embodiment, the barrage data is being screened according to the garbled data collection to obtain barrage letter
Before breath, further includes: whether detection intelligent screening event is triggered, if it is, according to the garbled data collection alignment determined
The barrage data of standby display are screened.Wherein, which can grasp the click of pre-set button by receiving user
It triggers.In another embodiment, the barrage data are being screened according to the garbled data collection to obtain barrage letter
Before breath, further includes: detection prepares the data volume of the barrage data of display, when data volume is greater than preset data amount, according to really
The garbled data collection made screens the barrage data for preparing display.Wherein, which can be the unit time
Such as the barrage quantity that terminal device screen show in 3 seconds, 5 seconds or 8 seconds, such as need to show 100 barrage data in 5 seconds, then according to
The barrage data for preparing display are screened according to the garbled data collection determined.
In one embodiment, the barrage data are screened to obtain barrage packet according to the garbled data collection
Include: the garbled data being matched in removal barrage data concentrates the data content for needing to remove.Illustratively, garbled data is concentrated
The characteristic key words that can recorde the barrage data of removal in need, when the barrage data for detecting preparation display include this feature
When keyword, this barrage data are deleted.Wherein, characteristic key words can be bad term.Garbled data is concentrated also
The particular subject that can recorde the barrage data of removal in need carries out feature extraction to every barrage data for preparing display,
To determine whether to meet the particular subject of garbled data concentration, there are a barrage data in the barrage data as prepared display is
" 666666 " then carry out feature extraction to this barrage and obtain the barrage data that it is a repetition numerical character, if screening
There is the particular subject for repeating numerical character in data set, then this barrage is removed, is shown without barrage.
In another embodiment, described that the barrage data are screened to obtain barrage according to the garbled data collection
Information includes: to determine corresponding subject information according to the barrage data, according to the subject information and the screening
The subject content of data centralized recording is screened to obtain barrage information to the barrage data.Illustratively, current to prepare to show
The barrage data shown are by n item, wherein using each barrage data as the input of machine learning training pattern, obtain accordingly
For respective subject information as output, which, which can be, is trained by great amount of samples by server
Acquistion is arrived, and can be obtained by supervised study, the study of non-supervisory formula, semi-supervised learning or intensified learning, be used in learning process
Algorithm include: regression algorithm, the algorithm of Case-based Reasoning, regularization algorithm, decision Tree algorithms, bayesian algorithm, based on core
Algorithm, clustering algorithm, association rule algorithm, artificial neural network algorithm, deep learning algorithm and reduction dimension algorithm etc..When
After determining the corresponding subject information of every barrage data, inquiry garbled data collection carries out subject information and garbled data concentrates note
The barrage data screening of successful match is come out and forms barrage information to show by the matching of the subject content of record.
In one embodiment, determining and described straight according to the barrage content and the mapping table of storage described
Before broadcasting the corresponding garbled data collection of content, further includes: determine and reflect according to the display information of screen and the point selection operation of user
Relation table is penetrated, and is stored.In the embodiment, the foundation of mapping table can be generated according to the point selection operation of user, example
Property, before not screening to barrage data, terminal device normally shows barrage data, when barrage data are shown in touch screen
When middle, user can click oneself interested barrage, carry out machine learning by the barrage clicked to user to generate
Mapping table.For example, when user watch NBA live streaming when, show screen in show a bullet about " Jordon "
Curtain, if event of the user to basketball star Jordon is paid special attention to, then can click this barrage information, right on backstage accordingly at this time
The click event is handled, generation/addition keyword " Jordon " into mapping table, and map to accordingly " basketball "/
" movement " theme.
In another embodiment, determining and described straight according to the barrage content and the mapping table of storage described
Before broadcasting the corresponding garbled data collection of content, further includes: reflected according to history live content and the determination of corresponding history barrage information
Relation table is penetrated, and is stored.In the embodiment, history live content history barrage information corresponding with its is recorded,
And the frequency of the word content occurred in history barrage information is counted, frequency is greater than preset threshold, and (such as frequency is greater than
20%) word content is retained, machine mould (for example preceding institute of model training process which is finished as training
State, details are not described herein again) input, export corresponding keyword, by the keyword and corresponding live content be associated with
Generate mapping table.
Step S103, the barrage information is shown in the current live content of terminal device.
When user is when using terminal equipment watches audio-video and live content, barrage information can broadcasting with live content
It is placed in display screen and is accordingly shown.In one embodiment, the untreated barrage data for preparing display are screened
Obtain barrage information, which shown in terminal device according to preset format, the barrage data not being screened out by
It is shown according to normal display situation, preset format includes that barrage color, barrage transparency, barrage font size, barrage are lasting
At least one of time and barrage movement speed.In one embodiment, when preset format is barrage color, by what is filtered out
Barrage information is set as bright-colored (such as yellow, green, red) and is shown;It, will not when preset format is barrage transparency
The barrage being screened out is set as transparent, and the barrage transparency information filtered out is set as 0, i.e., without transparent setting;It is default
When format is font size, it sets the barrage information font filtered out to 1.5 times of the font for the barrage not being screened out;In advance
If format is the barrage duration, it sets the barrage information duration filtered out to the font for the barrage not being screened out
2 times;When preset format is barrage movement speed, the bullet not being screened out is set by the barrage information duration filtered out
The movement speed half of curtain, that is, the movement speed of the barrage information filtered out are slower than the barrage data not being screened out.By upper
Setting is stated, so that the barrage information display effect filtered out is more prominent, is read convenient for user, enables user in finite time
Enough grab itself interested information content.
As shown in the above, when user's using terminal equipment watches live content, to the barrage data for preparing display
It is screened, wherein the barrage content according to user's input is rationally screened, and finally shows the barrage information that screening obtains
Show in terminal device, so that terminal device shows that the efficiency of information improves, shows that the content for a purpose of information is stronger, reduce
Interference to user.
Fig. 2 is the flow chart of another information processing method provided by the embodiments of the present application, optionally, described according to institute
It states before barrage content determines the corresponding garbled data collection of current live content, further includes: obtain the use of the terminal device
Record, the usage record include at least one of video playing record, audio broadcasting record or web page browsing record;Accordingly
, it is described according to the barrage content determine the corresponding garbled data collection of current live content include: according to the barrage content,
The usage record and mapping table determine the corresponding garbled data collection of current live content.As shown in Fig. 2, technical solution
It is specific as follows:
Step S201, the barrage content of user's input and the usage record of terminal device, the usage record packet are obtained
Include at least one of video playing record, audio broadcasting record or web page browsing record.
Other than telephony feature, user also will use terminal device viewing video (such as film, short-movie), listens to terminal device
Music and the news that surfs the web.In one embodiment, user open a terminal equipment application program to execute corresponding function,
Such as open videoconference client viewing film, open browser browsing webpage, starting music client end listen to music, when user is opening
After dynamic application program, application program can operate the use of user and record, and such as play the title of film, listen to the name of music
Claim, browse the content etc. of webpage, in the embodiment, passes through preset interface and obtain the making in operation of application program in terminal device
With record, garbled data collection is determined according to the usage record, wherein the Android that the preset interface can be setting general connects
Mouthful, it can also be sub-interface inside the monitoring callback interface or constructed fuction of setting addition.It in one embodiment, can be with
One record sheet is set, in memory by record sheet storage, when user's using terminal equipment, to the usage record of user into
Row storage.
Step S202, current live content is determined according to the barrage content, the usage record and mapping table
Corresponding garbled data collection.
In one embodiment, while obtaining keyword to barrage content progress keyword extraction or machine learning,
By recording to video playing, audio plays record and web page browsing record carries out keyword extraction and illustratively can be used
Semantic-based statistical language model, the Chinese key extraction algorithm based on High Dimensional Clustering Analysis or the Chinese based on disjunctive model close
Keyword extraction algorithm carries out keyword extraction.The keyword that foundation barrage content and usage record are extracted is in mapping table
The keyword of middle record is matched, if successful match, the corresponding theme of keyword in the mapping table that will match to
Garbled data collection is obtained as screening theme, to screen for subsequent to barrage data.
Step S203, the current barrage data for preparing display are obtained, determine corresponding master according to the barrage data
Inscribe information.
Step S204, according to the subject content of the subject information and the garbled data centralized recording to the barrage
Data are screened to obtain barrage information.
Step S205, the barrage information is shown in terminal device according to preset format.
It can be seen from the above, this programme is when screening barrage data, in addition to the barrage content according to user's input is true
Fixed screening collection is outer, be further introduced into usage record of user during terminal device routine use as bavin screening criteria it
One, the accuracy of garbled data collection is improved, so that the barrage information specific aim filtered out is stronger.
Fig. 3 is the flow chart of another information processing method provided by the embodiments of the present application, optionally, described according to institute
It states before barrage content determines the corresponding garbled data collection of current live content, further includes: acquisition is associated with the terminal device
Customer attribute information, the customer attribute information includes at least one of gender, occupation or preference of user, the user
Attribute information is determined according to the geographical location of the terminal device and map data information;Correspondingly, described according to the bullet
Curtain content determines that the corresponding garbled data collection of current live content includes: according to the barrage content, the customer attribute information
And the mapping table of storage determines the corresponding garbled data collection of current live content.As shown in figure 3, technical solution is specifically such as
Under:
Step S301, obtain user input barrage content and with the associated customer attribute information of terminal device, it is described
Customer attribute information includes at least one of gender, occupation or preference of user.
In one embodiment, which can log in, downloading process by user when using website or store
The middle information filled in of registering determines.In another embodiment, which can be according to the geography of the terminal device
Position and map data information determine.Wherein geographical location can be determined by the GPS data of terminal device, such as pass through GPS data
The latitude and longitude information of terminal device is obtained, record has the locale data of different longitude and latitude in map datum, by the terminal device
Latitude and longitude information, which is mapped in map datum, can be obtained place locating for terminal device, at the same time, can also be further combined with end
Temporal information of the end equipment in corresponding places is finally to determine user property.Illustratively, such as to the geographical position of terminal device
It sets and is recorded, determine that terminal device present position is office building when the working time on weekdays, then can assert the user
For white collar worker;Determine that terminal device present position then determines the user's for market, cosmetics shop when day off or night
Gender is female etc.;When place where determining user's per weekend all includes gymnasium, it may be determined that the user preference content is
Body-building.
Step S302, work as according to the determination of the barrage content, the customer attribute information and the mapping table of storage
The corresponding garbled data collection of preceding live content.
During determining garbled data collection in conjunction with customer attribute information, record has different attribute in the mapping table
The corresponding subject content of information, as record has different sexes, occupation, one or more corresponding to preferred contents in mapping table
A subject content is matched to obtain live content corresponding according to gender, occupation and the preferred contents of user determined
One or more themes are as garbled data collection.Illustratively, mapping relations are as shown in the table:
Table 2
Theme collection a | Gender m | Age a2 | Professional a3 | ...... |
Theme collection b | Gender f | Age b2 | Professional b3 | ...... |
Theme collection c | Gender m | Age c2 | Professional c3 | ...... |
Step S303, the current barrage data for preparing display are obtained, determine corresponding master according to the barrage data
Inscribe information.
Step S304, according to the subject content of the subject information and the garbled data centralized recording to the barrage
Data are screened to obtain barrage information.
Step S305, the barrage information is shown in terminal device according to preset format.
It can be seen from the above, during the barrage content according to user's input determines garbled data collection, further combined with
The associated customer attribute information of terminal device, so that the subject content for the garbled data collection determined is more reasonable, after improving
The correlation degree of the continuous barrage information and user demand determined, improves the user experience in user live broadcast watching process.
Fig. 4 is the flow chart of another information processing method provided by the embodiments of the present application, optionally, described according to institute
It states before barrage content determines the corresponding garbled data collection of current live content, further includes: obtain the live streaming that terminal device is shown
Picture and the acoustic information of broadcasting carry out image recognition to the live streaming picture and obtain image recognition content, to the sound
Information carries out speech recognition and obtains voice recognition content;Correspondingly, described determine current live content according to the barrage content
Corresponding garbled data collection includes: according to the barrage content, described image identification content, the voice recognition content and to deposit
The mapping table of storage determines the corresponding garbled data collection of current live content.As shown in figure 4, technical solution is specific as follows:
Step S401, the sound of live streaming picture and broadcasting that the barrage content and terminal device for obtaining user's input are shown
Information carries out image recognition to the live streaming picture and obtains image recognition content, carries out speech recognition to the acoustic information and obtains
To voice recognition content.
In one embodiment, during terminal device is broadcast live, every preset time (such as 1 minute, 5 minutes or 10 points
Clock) contents interception is carried out to live content picture, image recognition is carried out so that picture to be broadcast live this moment to the picture material being truncated to
The corresponding keyword in face such as identifies that live streaming picture is gymnasium, then can determine that the corresponding key of live streaming picture accordingly
Word is body-building, movement;The picture such as identified is dining room, then can determine that the corresponding keyword of live streaming picture for beauty accordingly
Food.Image recognition algorithm used in the embodiment includes: that convolutional neural networks algorithm and the image based on characteristic matching are known
Other algorithm (ORB algorithm, SIFT algorithm).In another embodiment, can exist according to the information flow of the server push received
Backstage generates corresponding image frame, which, which can hide, is shown in current live picture, by the hidden layer
Image frame extracts, and carries out image recognition to obtain corresponding keyword.
In one embodiment, it can be acquired by the sound issued to playback equipment loudspeaker, by collected mould
Quasi- signal is converted into digital signal to obtain acoustic information, in another embodiment, can also be by exporting to terminal device
Preparation play information flow be acquired, encoding and decoding are to obtain acoustic information.Voice knowledge is carried out to the acoustic information got
Corresponding text information is not obtained, then keyword extraction is carried out to text information and obtains the corresponding keyword of acoustic information.Wherein,
Using to speech recognition algorithm include: Hidden Markov Model algorithm or dynamic time warping algorithm, keyword extraction can adopt
With semantic-based statistical language model, the Chinese key extraction algorithm based on High Dimensional Clustering Analysis or based on the Chinese of disjunctive model
Keyword extraction algorithm carries out keyword extraction.
Step S402, according to the barrage content, described image identification content, the voice recognition content and storage
Mapping table determines the corresponding garbled data collection of current live content.
In one embodiment, record has the corresponding subject content of different keywords in mapping table, when passing through barrage
After content, image recognition content and voice recognition content determine keyword, closed according to obtained keyword is extracted in mapping
It is that the keyword recorded in table is matched, if successful match, keyword is corresponding in the mapping table that will match to
Theme obtains garbled data collection as screening theme, to screen for subsequent to barrage data.
Step S403, the current barrage data for preparing display are obtained, determine corresponding master according to the barrage data
Inscribe information.
Step S404, according to the subject content of the subject information and the garbled data centralized recording to the barrage
Data are screened to obtain barrage information.
Step S405, the barrage information is shown in terminal device according to preset format.
It can be seen from the above, during the determination of garbled data collection, during introducing live streaming image content and being broadcast live
The sound that terminal device plays is as parameter, so that the determination of garbled data collection is more reasonable, the barrage information filtered out is directed to
Property is more more agreed with current live content.
Fig. 5 is a kind of structural block diagram of information processing unit provided by the embodiments of the present application, and the device is above-mentioned for executing
The information processing method that embodiment provides, has the corresponding functional module of execution method and beneficial effect.As shown in figure 5, the dress
It sets and specifically includes: obtaining module 101, data set determining module 102, screening module 103 and display module 104.
The barrage content that module 101 is used to obtain user's input is obtained, data set determining module 102 is used for according to the bullet
Curtain content determines the corresponding garbled data collection of current live content.
In one embodiment, before terminal device shows barrage, the barrage content of user's input is obtained, according to described in
The barrage content of user's input determines the corresponding garbled data collection of current live content.Wherein, the barrage content of user's input can
To be user's typing and text information sent in barrage input frame, corresponding garbled data is determined according to the text information
Collection.Illustratively, it can detecte after " transmission " button during live streaming is clicked, determine the text information in input frame, also
The data flow for pushing to server is intercepted after can be the barrage content transmission of input to obtain the barrage of user's input
Content can also be after detecting the triggering of words input event, record to the barrage content of typing, the words input event
It can be triggered by the called of input method application program.In one embodiment, in order to further increase the standard of garbled data collection
True property can combine the barrage content of user's input and other data informations to determine garbled data collection, wherein other data
Information can be the live streaming that the associated customer attribute information of the usage record of terminal device, terminal device and terminal device are shown
Picture and the acoustic information of broadcasting etc..Wherein, which can be obtained by preset interface, which includes video
Play at least one of record, audio broadcasting record or web page browsing record;The attribute information of the user includes the property of user
Not, at least one of occupation or preferred contents.
In one embodiment, the barrage content according to user's input determines the corresponding garbled data Ji Bao of live content
It includes: determining garbled data corresponding with live content according to the barrage content of user input and the mapping table of storage
Collection.Illustratively, keyword extraction can be carried out to the barrage content of input and obtains multiple keywords, according to the multiple passes extracted
Keyword and mapping table determine garbled data collection corresponding with live content.Wherein, mapping table record has different passes
The corresponding subject content of keyword, the subject content may include different life themes, such as move class, diet class, trip class;It should
Subject content can also include different professional themes, such as lawyer's class, programmer's class, official documents and correspondence class;The subject content can also wrap
Include different age themes, such as children's class, young class, adult class, old class;The subject content can also include different ground
Domain theme, such as Beijing, Shanghai, Guangzhou, Hebei, Shanxi.
Wherein, the live content according to user's input can be by above-mentioned mapping table with true after determining corresponding keyword
The corresponding one or more themes of live content are determined as garbled data collection, i.e. garbled data collection is inputted according to specific user
Barrage content generates, one or more themes comprising meeting user demand.
In one embodiment, the barrage content according to user's input determines that corresponding keyword includes: by the barrage
Content is input in the machine learning model that training obtains as input to export the keyword that characterization user is intended to.It is exemplary
, when the barrage content of user's input is that " 98 years Jordons are really unmatched!" available corresponding by the machine learning model
Keyword includes " star " " sport " etc., and then the theme for determining that garbled data is concentrated includes sport category, stars.Wherein,
The machine learning model can be learnt by supervised, non-supervisory formula learns, semi-supervised learning or intensified learning obtain, learning process
Used in algorithm include: regression algorithm, the algorithm of Case-based Reasoning, regularization algorithm, decision Tree algorithms, bayesian algorithm, base
In the algorithm of core, clustering algorithm, association rule algorithm, artificial neural network algorithm, deep learning algorithm and reduce dimension calculation
Method etc..In one embodiment, mapping table is sent to terminal device after being generated by server and is stored, so that terminal
Equipment determines corresponding garbled data collection according to the data information of user-association, and illustratively, the mapping table is by server
By being learnt to obtain to mass data sample, each theme is established by learning training and each theme is one corresponding
Or multiple keywords.
Screening module 103, for obtaining the current barrage data for preparing display, according to the garbled data collection to the bullet
Curtain data are screened to obtain barrage information.
Wherein, the current barrage data for preparing display include the bullet of the other terminal devices upload for the acquisition that server is sent
Curtain data, different user can input barrage data in using terminal device procedures, and to be uploaded to server, server is being played
During corresponding audio-video can in real time or timesharing by barrage data distributing into the terminal device for watching the audio/video information
To carry out the display of barrage data.In one embodiment, after determining garbled data collection corresponding with live content, acquisition is worked as
The preceding barrage data for preparing display, wherein the barrage data can be the synchronous downloading in audio and video resources downloading process and obtain.
After getting the barrage data of pre-display, according to the garbled data collection determined to the barrage data for preparing display
It is screened, in one embodiment, the barrage data is being screened according to the garbled data collection to obtain barrage letter
Before breath, further includes: whether detection intelligent screening event is triggered, if it is, according to the garbled data collection alignment determined
The barrage data of standby display are screened.Wherein, which can grasp the click of pre-set button by receiving user
It triggers.In another embodiment, the barrage data are being screened according to the garbled data collection to obtain barrage letter
Before breath, further includes: detection prepares the data volume of the barrage data of display, when data volume is greater than preset data amount, according to really
The garbled data collection made screens the barrage data for preparing display.Wherein, which can be the unit time
Such as the barrage quantity that terminal device screen show in 3 seconds, 5 seconds or 8 seconds, such as need to show 100 barrage data in 5 seconds, then according to
The barrage data for preparing display are screened according to the garbled data collection determined.
In one embodiment, the barrage data are screened to obtain barrage packet according to the garbled data collection
Include: the garbled data being matched in removal barrage data concentrates the data content for needing to remove.Illustratively, garbled data is concentrated
The characteristic key words that can recorde the barrage data of removal in need, when the barrage data for detecting preparation display include this feature
When keyword, this barrage data are deleted.Wherein, characteristic key words can be bad term.Garbled data is concentrated also
The particular subject that can recorde the barrage data of removal in need carries out feature extraction to every barrage data for preparing display,
To determine whether to meet the particular subject of garbled data concentration, there are a barrage data in the barrage data as prepared display is
" 666666 " then carry out feature extraction to this barrage and obtain the barrage data that it is a repetition numerical character, if screening
There is the particular subject for repeating numerical character in data set, then this barrage is removed, is shown without barrage.
In another embodiment, described that the barrage data are screened to obtain barrage according to the garbled data collection
Information includes: to determine corresponding subject information according to the barrage data, according to the subject information and the screening
The subject content of data centralized recording is screened to obtain barrage information to the barrage data.Illustratively, current to prepare to show
The barrage data shown are by n item, wherein using each barrage data as the input of machine learning training pattern, obtain accordingly
For respective subject information as output, which, which can be, is trained by great amount of samples by server
Acquistion is arrived, and can be obtained by supervised study, the study of non-supervisory formula, semi-supervised learning or intensified learning, be used in learning process
Algorithm include: regression algorithm, the algorithm of Case-based Reasoning, regularization algorithm, decision Tree algorithms, bayesian algorithm, based on core
Algorithm, clustering algorithm, association rule algorithm, artificial neural network algorithm, deep learning algorithm and reduction dimension algorithm etc..When
After determining the corresponding subject information of every barrage data, inquiry garbled data collection carries out subject information and garbled data concentrates note
The barrage data screening of successful match is come out and forms barrage information to show by the matching of the subject content of record.
In one embodiment, determining and described straight according to the barrage content and the mapping table of storage described
Before broadcasting the corresponding garbled data collection of content, further includes: determine and reflect according to the display information of screen and the point selection operation of user
Relation table is penetrated, and is stored.In the embodiment, the foundation of mapping table can be generated according to the point selection operation of user, example
Property, before not screening to barrage data, terminal device normally shows barrage data, when barrage data are shown in touch screen
When middle, user can click oneself interested barrage, carry out machine learning by the barrage clicked to user to generate
Mapping table.For example, when user watch NBA live streaming when, show screen in show a bullet about " Jordon "
Curtain, if event of the user to basketball star Jordon is paid special attention to, then can click this barrage information, right on backstage accordingly at this time
The click event is handled, generation/addition keyword " Jordon " into mapping table, and map to accordingly " basketball "/
" movement " theme.
In another embodiment, determining and described straight according to the barrage content and the mapping table of storage described
Before broadcasting the corresponding garbled data collection of content, further includes: reflected according to history live content and the determination of corresponding history barrage information
Relation table is penetrated, and is stored.In the embodiment, history live content history barrage information corresponding with its is recorded,
And the frequency of the word content occurred in history barrage information is counted, frequency is greater than preset threshold, and (such as frequency is greater than
20%) word content is retained, machine mould (for example preceding institute of model training process which is finished as training
State, details are not described herein again) input, export corresponding keyword, by the keyword and corresponding live content be associated with
Generate mapping table.
Display module 104, for showing the barrage information in the current live content of terminal device.
When user is when using terminal equipment watches audio-video and live content, barrage information can broadcasting with live content
It is placed in display screen and is accordingly shown.In one embodiment, the untreated barrage data for preparing display are screened
Obtain barrage information, which shown in terminal device according to preset format, the barrage data not being screened out by
It is shown according to normal display situation, preset format includes that barrage color, barrage transparency, barrage font size, barrage are lasting
At least one of time and barrage movement speed.In one embodiment, when preset format is barrage color, by what is filtered out
Barrage information is set as bright-colored (such as yellow, green, red) and is shown;It, will not when preset format is barrage transparency
The barrage being screened out is set as transparent, and the barrage transparency information filtered out is set as 0, i.e., without transparent setting;It is default
When format is font size, it sets the barrage information font filtered out to 1.5 times of the font for the barrage not being screened out;In advance
If format is the barrage duration, it sets the barrage information duration filtered out to the font for the barrage not being screened out
2 times;When preset format is barrage movement speed, the bullet not being screened out is set by the barrage information duration filtered out
The movement speed half of curtain, that is, the movement speed of the barrage information filtered out are slower than the barrage data not being screened out.By upper
Setting is stated, so that the barrage information display effect filtered out is more prominent, is read convenient for user, enables user in finite time
Enough grab itself interested information content.
As shown in the above, when user's using terminal equipment watches live content, to the barrage data for preparing display
It is screened, wherein the barrage content according to user's input is rationally screened, and finally shows the barrage information that screening obtains
Show in terminal device, so that terminal device shows that the efficiency of information improves, shows that the content for a purpose of information is stronger, reduce
Interference to user.
In a possible embodiment, the data set determining module 102 is specifically used for:
Mapping table according to the barrage content and storage determines the corresponding garbled data collection of current live content;
The data set determining module 102 is also used to:
The corresponding screening of current live content is determined in the mapping table according to the barrage content and storage
Before data set, mapping table is determined according to history live content and corresponding history barrage information, and stored.
In a possible embodiment, the acquisition module 101 is specifically used for:
The usage record with the terminal device of user-association is obtained by preset interface, the usage record includes that video is broadcast
At least one of record, audio broadcasting record or web page browsing record are put, the usage record is recorded in corresponding answer
With in program;
The data set determining module 102 is specifically used for: working as according to the barrage content and usage record determination
The corresponding garbled data collection of preceding live content.
In a possible embodiment, the acquisition module 101 is specifically used for:
Acquisition and the associated customer attribute information of terminal device, the customer attribute information includes the gender of user, occupation
Or at least one of preferred contents, geographical location and map datum of the customer attribute information according to the terminal device
Information determines;
The data set determining module 102 is specifically used for: true according to the barrage content and the customer attribute information
The corresponding garbled data collection of settled preceding live content.
In a possible embodiment, the acquisition module 101 is specifically used for:
The acoustic information for obtaining the terminal device live streaming picture shown and broadcasting carries out image knowledge to the live streaming picture
Image recognition content is not obtained, and speech recognition is carried out to the acoustic information and obtains voice recognition content;
The data set determining module 102 is specifically used for: according to the barrage content, described image identification content and described
Voice recognition content determines the corresponding garbled data collection of current live content.
In a possible embodiment, the screening module 103 is specifically used for:
Corresponding subject information is determined according to the barrage data, according to the subject information and the screening number
The barrage data are screened to obtain barrage information according to the subject content of centralized recording.
In a possible embodiment, the display module 104 is specifically used for:
The barrage information is shown in terminal device according to preset format, the preset format include barrage color,
At least one of barrage transparency, barrage font size, barrage duration and barrage movement speed.
The present embodiment provides a kind of terminal device on the basis of the various embodiments described above, and Fig. 6 is that the embodiment of the present application mentions
The structural schematic diagram of a kind of terminal device supplied, as shown in fig. 6, the terminal device 200 includes: memory 201, processor
(Central Processing Unit, CPU) 202, Peripheral Interface 203, RF (Radio Frequency, radio frequency) circuit 205,
Voicefrequency circuit 206, loudspeaker 211, power management chip 208, input/output (I/O) subsystem 209, touch screen 212, other
Input/control devices 210 and outside port 204, these components are led to by one or more communication bus or signal wire 207
Letter.
It should be understood that graphic terminal 200 is only an example of terminal device, and terminal device 200
It can have than shown in the drawings more or less component, can combine two or more components, or can be with
It is configured with different components.Various parts shown in the drawings can include one or more signal processings and/or dedicated
It is realized in the combination of hardware, software or hardware and software including integrated circuit.
Just the terminal device of the rights management provided in this embodiment for more opening application is described in detail below, should
Terminal device is by taking smart phone as an example.
Memory 201, the memory 201 can be accessed by CPU202, Peripheral Interface 203 etc., and the memory 201 can
It can also include nonvolatile memory to include high-speed random access memory, such as one or more disk memory,
Flush memory device or other volatile solid-state parts.
The peripheral hardware that outputs and inputs of equipment can be connected to CPU202 and deposited by Peripheral Interface 203, the Peripheral Interface 203
Reservoir 201.
I/O subsystem 209, the I/O subsystem 209 can be by the input/output peripherals in equipment, such as touch screen 212
With other input/control devicess 210, it is connected to Peripheral Interface 203.I/O subsystem 209 may include 2091 He of display controller
For controlling one or more input controllers 2092 of other input/control devicess 210.Wherein, one or more input controls
Device 2092 processed receives electric signal from other input/control devicess 210 or sends electric signal to other input/control devicess 210,
Other input/control devicess 210 may include physical button (push button, rocker buttons etc.), dial, slide switch, behaviour
Vertical pole clicks idler wheel.It is worth noting that input controller 2092 can with it is following any one connect: keyboard, infrared port,
The indicating equipment of USB interface and such as mouse.
Touch screen 212, the touch screen 212 are the input interface and output interface between user terminal and user, can
It is shown to user depending on output, visual output may include figure, text, icon, video etc..
Display controller 2091 in I/O subsystem 209 receives electric signal from touch screen 212 or sends out to touch screen 212
Electric signals.Touch screen 212 detects the contact on touch screen, and the contact that display controller 2091 will test is converted to and is shown
The interaction of user interface object on touch screen 212, i.e. realization human-computer interaction, the user interface being shown on touch screen 212
Object can be the icon of running game, the icon for being networked to corresponding network etc..It is worth noting that equipment can also include light
Mouse, light mouse are the extensions for the touch sensitive surface for not showing the touch sensitive surface visually exported, or formed by touch screen.
RF circuit 205 is mainly used for establishing the communication of mobile phone Yu wireless network (i.e. network side), realizes mobile phone and wireless network
The data receiver of network and transmission.Such as transmitting-receiving short message, Email etc..Specifically, RF circuit 205 receives and sends RF letter
Number, RF signal is also referred to as electromagnetic signal, and RF circuit 205 converts electrical signals to electromagnetic signal or electromagnetic signal is converted to telecommunications
Number, and communicated by the electromagnetic signal with communication network and other equipment.RF circuit 205 may include for executing
The known circuit of these functions comprising but it is not limited to antenna system, RF transceiver, one or more amplifiers, tuner, one
A or multiple oscillators, digital signal processor, CODEC (COder-DECoder, coder) chipset, user identifier mould
Block (Subscriber Identity Module, SIM) etc..
Voicefrequency circuit 206 is mainly used for receiving audio data from Peripheral Interface 203, which is converted to telecommunications
Number, and the electric signal is sent to loudspeaker 211.
Loudspeaker 211 is reduced to sound for mobile phone to be passed through RF circuit 205 from the received voice signal of wireless network
And the sound is played to user.
Power management chip 208, the hardware for being connected by CPU202, I/O subsystem and Peripheral Interface are powered
And power management.
The executable present invention of the information processing unit and terminal device of the terminal device provided in above-described embodiment is any real
The information processing method for applying terminal device provided by example has and executes the corresponding functional module of this method and beneficial effect.Not
The technical detail of detailed description in the above-described embodiments, reference can be made to the information of terminal device provided by any embodiment of the invention
Processing method.
The embodiment of the present application also provides a kind of storage medium comprising terminal device executable instruction, and the terminal device can
It executes instruction when being executed by terminal device processor for executing a kind of information processing method, this method comprises:
The barrage content for obtaining user's input, determines the corresponding garbled data of current live content according to the barrage content
Collection;
The current barrage data for preparing display are obtained, the barrage data screen according to the garbled data collection
To barrage information;
The barrage information is shown in the current live content of terminal device.
In a possible embodiment, described to determine the corresponding screening number of current live content according to the barrage content
Include: according to collection
Mapping table according to the barrage content and storage determines the corresponding garbled data collection of current live content;
Correspondingly, determining that current live content is corresponding in the mapping table according to the barrage content and storage
Garbled data collection before, further includes:
Mapping table is determined according to history live content and corresponding history barrage information, and is stored.
In a possible embodiment, the corresponding screening of current live content is determined according to the barrage content described
Before data set, further includes:
The usage record of the terminal device is obtained, the usage record includes video playing record, audio broadcasting record
Or at least one of web page browsing record;
Correspondingly, described determine that the corresponding garbled data collection of current live content includes: according to the barrage content
The corresponding garbled data collection of current live content is determined according to the barrage content and the usage record.
In a possible embodiment, the corresponding screening of current live content is determined according to the barrage content described
Before data set, further includes:
Obtain and the associated customer attribute information of the terminal device, the customer attribute information include user gender,
At least one of occupation or preference, geographical location and map datum of the customer attribute information according to the terminal device
Information determines;
Correspondingly, described determine that the corresponding garbled data collection of current live content includes: according to the barrage content
The corresponding garbled data collection of current live content is determined according to the barrage content and the customer attribute information.
In a possible embodiment, the corresponding screening of current live content is determined according to the barrage content described
Before data set, further includes:
The acoustic information for obtaining the terminal device live streaming picture shown and broadcasting carries out image knowledge to the live streaming picture
Image recognition content is not obtained, and speech recognition is carried out to the acoustic information and obtains voice recognition content;
Correspondingly, described determine that the corresponding garbled data collection of current live content includes: according to the barrage content
Current live content pair is determined according to the barrage content, described image identification content and the voice recognition content
The garbled data collection answered.
In a possible embodiment, described that the barrage data are screened to obtain according to the garbled data collection
Barrage information includes:
Corresponding subject information is determined according to the barrage data, according to the subject information and the screening number
The barrage data are screened to obtain barrage information according to the subject content of centralized recording.
In a possible embodiment, described to show the barrage information in the current live content of terminal device
Include:
The barrage information is shown in terminal device according to preset format, the preset format include barrage color,
At least one of barrage transparency, barrage font size, barrage duration and barrage movement speed.
Storage medium --- any various types of memory devices or storage equipment.Term " storage medium " is intended to wrap
It includes: install medium, such as CD-ROM, floppy disk or magnetic tape equipment;Computer system memory or random access memory, such as
DRAM, DDR RAM, SRAM, EDO RAM, Lan Basi (Rambus) RAM etc.;Nonvolatile memory, such as flash memory, magnetic medium
(such as hard disk or optical storage);Register or the memory component of other similar types etc..Storage medium can further include other
Memory of type or combinations thereof.In addition, storage medium can be located at program in the first computer system being wherein performed,
Or can be located in different second computer systems, second computer system is connected to the by network (such as internet)
One computer system.Second computer system can provide program instruction to the first computer for executing." storage is situated between term
Matter " may include may reside in different location (such as by network connection different computer systems in) two or
More storage mediums.Storage medium can store the program instruction that can be performed by one or more processors and (such as implement
For computer program).
Certainly, a kind of storage medium comprising computer executable instructions, computer provided by the embodiment of the present application
The information processing method operation that executable instruction is not limited to the described above, can also be performed provided by any embodiment of the invention
Relevant operation in information processing method.
Note that the above is only a better embodiment of the present invention and the applied technical principle.It will be appreciated by those skilled in the art that
The invention is not limited to the specific embodiments described herein, be able to carry out for a person skilled in the art it is various it is apparent variation,
It readjusts and substitutes without departing from protection scope of the present invention.Therefore, although being carried out by above embodiments to the present invention
It is described in further detail, but the present invention is not limited to the above embodiments only, without departing from the inventive concept, also
It may include more other equivalent embodiments, and the scope of the invention is determined by the scope of the appended claims.
Claims (10)
1. a kind of information processing method, which is characterized in that executed by terminal device, which comprises
The barrage content for obtaining user's input, determines the corresponding garbled data collection of current live content according to the barrage content;
The current barrage data for preparing display are obtained, the barrage data are screened to obtain bullet according to the garbled data collection
Curtain information;
The barrage information is shown in the current live content of terminal device;
It is wherein, described to determine the corresponding garbled data collection of current live content according to the barrage content, comprising:
Mapping table according to the barrage content and storage determines the corresponding garbled data collection of current live content;Its
In, the mapping table is that the barrage content by clicking to user generates and carrying out machine learning, the mapping table
In have recorded different themes and the corresponding one or more keywords of each theme;
The barrage data are screened to obtain barrage information according to the garbled data collection, further includes:
The garbled data being matched in removal barrage data concentrates the data content for needing to remove.
2. the method according to claim 1, wherein described according to the barrage content and the mapping of storage
Relation table determines before the corresponding garbled data collection of current live content, further includes:
Mapping table is determined according to history live content and corresponding history barrage information, and is stored.
3. according to the method described in claim 2, it is characterized in that, being determined in current live described according to the barrage content
Before holding corresponding garbled data collection, further includes:
The usage record of the terminal device is obtained, the usage record includes video playing record, audio broadcasting record or net
At least one of page browsing record;
Correspondingly, described determine that the corresponding garbled data collection of current live content includes: according to the barrage content
The corresponding garbled data collection of current live content is determined according to the barrage content and the usage record.
4. according to the method described in claim 2, it is characterized in that, being determined in current live described according to the barrage content
Before holding corresponding garbled data collection, further includes:
Acquisition and the associated customer attribute information of the terminal device, the customer attribute information includes the gender of user, occupation
Or at least one of preference, geographical location and map data information of the customer attribute information according to the terminal device
It determines;
Correspondingly, described determine that the corresponding garbled data collection of current live content includes: according to the barrage content
The corresponding garbled data collection of current live content is determined according to the barrage content and the customer attribute information.
5. according to the method described in claim 2, it is characterized in that, being determined in current live described according to the barrage content
Before holding corresponding garbled data collection, further includes:
The acoustic information for obtaining the terminal device live streaming picture shown and broadcasting carries out image recognition to the live streaming picture and obtains
To image recognition content, speech recognition is carried out to the acoustic information and obtains voice recognition content;
Correspondingly, described determine that the corresponding garbled data collection of current live content includes: according to the barrage content
Determine that current live content is corresponding according to the barrage content, described image identification content and the voice recognition content
Garbled data collection.
6. method according to any one of claims 1-5, which is characterized in that it is described according to the garbled data collection to institute
It states barrage data and is screened to obtain barrage information and include:
Corresponding subject information is determined according to the barrage data, according to the subject information and the garbled data collection
The subject content of middle record is screened to obtain barrage information to the barrage data.
7. method according to any one of claims 1-5, which is characterized in that described to show the barrage information at end
Include: in the current live content of end equipment
The barrage information is shown in terminal device according to preset format, the preset format includes barrage color, barrage
At least one of transparency, barrage font size, barrage duration and barrage movement speed.
8. a kind of information processing unit, which is characterized in that be configured at terminal device, described device includes:
Module is obtained, for obtaining the barrage content of user's input;
Data set determining module determines the corresponding garbled data collection of current live content according to the barrage content;
Screening module, for obtaining the current barrage data for preparing display, according to the garbled data collection to the barrage data
It is screened to obtain barrage information;
Display module, for showing the barrage information in the current live content of terminal device;
Wherein, the data set determining module is specifically used for:
Mapping table according to the barrage content and storage determines the corresponding garbled data collection of current live content;Its
In, the mapping table is that the barrage content by clicking to user generates and carrying out machine learning, the mapping table
In have recorded different themes and the corresponding one or more keywords of each theme;
The screening module also particularly useful for:
The garbled data being matched in removal barrage data concentrates the data content for needing to remove.
9. a kind of terminal device, comprising: processor, memory and storage are on a memory and the meter that can run on a processor
Calculation machine program, which is characterized in that the processor is realized when executing the computer program such as any one of claim 1-7 institute
The information processing method stated.
10. a kind of storage medium comprising terminal device executable instruction, which is characterized in that the terminal device executable instruction
When being executed by terminal device processor for executing such as information processing method of any of claims 1-7.
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